From 779ce2303133bda3a2c006a30ea41d40fed08b04 Mon Sep 17 00:00:00 2001 From: tjb-tech <1193992557@qq.com> Date: Sat, 8 Feb 2025 22:42:46 +0800 Subject: [PATCH] upload --- .env.template | 11 + .gitignore | 6 +- assets/cookies/export.png | Bin 0 -> 218146 bytes assets/cookies/extension.png | Bin 0 -> 873035 bytes metachain/agents/agent_check_agent.py | 25 - metachain/agents/browsing_agent.py | 147 ----- .../math/condition_extraction_agent.py.back | 12 - .../agents/math/math_solver_agent.py.back | 12 - .../math/objective_extraction_agent.py.back | 12 - .../math/result_aggregator_agent.py.back | 12 - .../agent_form/customer_service.xml | 68 --- .../meta_agent/agent_form/financial_agent.xml | 85 --- .../agent_form/financial_agent_2.json | 87 --- .../agent_form/financial_agent_2.xml | 98 --- .../meta_agent/agent_form/helper_bot.xml | 54 -- .../agents/meta_agent/form_complie_ori.py | 137 ----- metachain/agents/meta_agent/meta_agent.py | 118 ---- .../agents/meta_agent/meta_plan_agent.py | 38 -- .../agents/meta_agent/tool_editor.py.back | 121 ---- metachain/agents/meta_agent/workflow.xml | 53 -- .../workflow_form/condition_mining.json | 184 ------ .../workflow_form/condition_mining.xml | 169 ------ .../workflow_form/math_condition_mining.json | 158 ----- .../workflow_form/math_condition_mining.xml | 148 ----- .../workflow_form/math_majority_voting.json | 173 ------ .../workflow_form/math_majority_voting.xml | 161 ----- .../workflow_form/math_reasoning.xml | 159 ----- .../workflow_form/math_reasoning2.xml | 167 ----- .../workflow_form/math_reasoning3.json | 158 ----- .../workflow_form/math_reasoning3.xml | 148 ----- .../workflow_form/math_reasoning4.json | 119 ---- .../workflow_form/math_reasoning4.xml | 113 ---- .../workflow_form/parallelization.xml | 0 .../workflow_form/prompt_chaining.xml | 144 ----- metachain/agents/plan_agent.py | 40 -- metachain/agents/programming_agent.py | 103 ---- metachain/agents/programming_triage_agent.py | 415 ------------- metachain/agents/tool_agent/agent_editor.py | 38 -- .../agents/tool_agent/meta_plan_agent.py | 40 -- metachain/agents/tool_agent/tool_agent.py | 100 --- metachain/agents/tool_agent/tool_editor.py | 143 ----- metachain/agents/tool_check_agent.py | 28 - metachain/environment/browser_cookies.py | 7 - metachain/environment/cookie_json/README.md | 36 ++ .../cookie_json/archive.org.cookies.json | 83 --- .../dl-acm-org.eproxy.lib.hku.hk.cookies.json | 48 -- .../cookie_json/github.com.cookies.json | 159 ----- ...re-ieee-org.eproxy.lib.hku.hk.cookies.json | 103 ---- ...pringer-com.eproxy.lib.hku.hk.cookies.json | 67 --- .../cookie_json/nature.com.cookies.json | 247 -------- .../cookie_json/orcid.org.cookies.json | 105 ---- ...-nature-com.eproxy.lib.hku.hk.cookies.json | 75 --- ...science-org.eproxy.lib.hku.hk.cookies.json | 138 ----- .../www.collinsdictionary.com.cookies.json | 103 ---- .../cookie_json/www.jstor.org.cookies.json | 146 ----- .../www.ncbi.nlm.nih.gov.cookies.json | 111 ---- .../cookie_json/www.pnas.org.cookies.json | 74 --- .../cookie_json/www.reddit.com.cookies.json | 122 ---- .../www.researchgate.net.cookies.json | 133 ---- .../cookie_json/www.youtube.com.cookies.json | 173 ------ metachain/environment/cookies_data.py | 193 ------ metachain/environment/docker_container.py | 95 --- metachain/environment/docker_env.py | 15 +- metachain/environment/download_helper.py | 76 --- metachain/environment/new.py | 568 ------------------ metachain/environment/seleniumbase_obs.py | 491 --------------- metachain/environment/utils.py | 2 +- metachain/tools/code_report.py | 86 --- metachain/tools/meta/edit_agents.py.back | 415 ------------- metachain/tools/meta/edit_workflow.py.backup | 207 ------- metachain/tools/terminal_tools.py | 1 + metachain_meta_agent.py | 266 -------- metachain_meta_agent.sh | 13 - metachain_meta_workflow.py | 231 ------- metachain_meta_workflow.sh | 16 - playground/cli/metachain_cli.py | 65 +- playground/cli/metachain_cli.sh | 7 +- playground/cli/metachain_meta_agent.py | 255 ++++++++ playground/cli/metachain_meta_workflow.py | 194 ++++++ process_tool_docs.py | 20 + setup.cfg | 1 + tool_docs.csv | 510 ++++++++++++++++ 82 files changed, 1053 insertions(+), 8608 deletions(-) create mode 100644 .env.template create mode 100644 assets/cookies/export.png create mode 100644 assets/cookies/extension.png delete mode 100644 metachain/agents/agent_check_agent.py delete mode 100644 metachain/agents/browsing_agent.py delete mode 100644 metachain/agents/math/condition_extraction_agent.py.back delete mode 100644 metachain/agents/math/math_solver_agent.py.back delete mode 100644 metachain/agents/math/objective_extraction_agent.py.back delete mode 100644 metachain/agents/math/result_aggregator_agent.py.back delete mode 100644 metachain/agents/meta_agent/agent_form/customer_service.xml delete mode 100644 metachain/agents/meta_agent/agent_form/financial_agent.xml delete mode 100644 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metachain/tools/meta/edit_agents.py.back delete mode 100644 metachain/tools/meta/edit_workflow.py.backup delete mode 100644 metachain_meta_agent.py delete mode 100644 metachain_meta_agent.sh delete mode 100644 metachain_meta_workflow.py delete mode 100644 metachain_meta_workflow.sh create mode 100644 playground/cli/metachain_meta_agent.py create mode 100644 playground/cli/metachain_meta_workflow.py create mode 100644 process_tool_docs.py create mode 100644 tool_docs.csv diff --git a/.env.template b/.env.template new file mode 100644 index 0000000..b273695 --- /dev/null +++ b/.env.template @@ -0,0 +1,11 @@ +# Required Github Tokens +GITHUB_AI_TOKEN= + +# Optional API Keys +OPENAI_API_KEY= +DEEPSEEK_API_KEY= +ANTHROPIC_API_KEY= +GEMINI_API_KEY= +HUGGINGFACE_API_KEY= +GROQ_API_KEY= +XAI_API_KEY= diff --git a/.gitignore b/.gitignore index 8b565ba..64cdf66 100644 --- a/.gitignore +++ b/.gitignore @@ -24,4 +24,8 @@ evaluation/**/data/ .env -terminal_tmp/* \ No newline at end of file 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Last action is incorrect:\n{last_browser_action}\nThink again with the current observation of the page.\n' -def wrap_browser_action(action_func: Callable, env: BrowserEnv) -> Callable: - """ - 包装浏览器动作函数，使其能与环境交互 - - Args: - action_func: 原始的浏览器动作函数 - - Returns: - 包装后的函数，可以与环境交互 - """ - @wraps(action_func) - def wrapper(*args, **kwargs) -> Union[Result, str]: - error_prefix = "" - try: - # 执行动作 - # action = action_func(*args, **kwargs) - action_str = f"{action_func.__name__}({', '.join([f'{repr(v)}' for k, v in kwargs.items()])})" - - # 与环境交互 - obs = env.step(action_str) - - # 返回观察结果 - obs_dict = dict( - content=obs['text_content'], # text content of the page - url=obs.get('url', ''), # URL of the page - screenshot=obs.get('screenshot', None), # base64-encoded screenshot, png - open_pages_urls=obs.get('open_pages_urls', []), # list of open pages - active_page_index=obs.get( - 'active_page_index', -1 - ), # index of the active page - dom_object=obs.get('dom_object', {}), # DOM object - axtree_object=obs.get('axtree_object', {}), # accessibility tree object - extra_element_properties=obs.get('extra_element_properties', {}), - focused_element_bid=obs.get( - 'focused_element_bid', None - ), # focused element bid - last_browser_action=obs.get( - 'last_action', '' - ), # last browser env action performed - last_browser_action_error=obs.get('last_action_error', ''), - error=True if obs.get('last_action_error', '') else False, # error flag - ) - except Exception as e: - obs_dict = dict( - content=str(e), - screenshot='', - error=True, - last_browser_action_error=str(e), - ) - - if obs_dict['error']: - # add error recovery prompt prefix - error_prefix = get_error_prefix(obs_dict['last_browser_action']) - # self.error_accumulator += 1 - # if self.error_accumulator > 5: - # return MessageAction('Too many errors encountered. Task failed.') - - cur_url = obs_dict['url'] - - try: - cur_axtree_txt = flatten_axtree_to_str( - obs_dict['axtree_object'], - extra_properties=obs_dict['extra_element_properties'], - with_clickable=True, - filter_visible_only=True, - ) - except Exception as e: - print( - 'Error when trying to process the accessibility tree: %s', e - ) - return 'Error encountered when browsing.' - ret_value = f"""\ -{error_prefix} - -# Current Page URL: -{cur_url} - -# Current Accessibility Tree: -{cur_axtree_txt} - -Here is an example with chain of thought of a valid action when clicking on a button: -" -In order to accomplish my goal I need to click on the button with bid 12 -```click("12")``` -" -""".strip() - return Result( - value=ret_value, - image=obs_dict['screenshot'], - ) - - # 保留原函数的签名和文档 - wrapper.__signature__ = inspect.signature(action_func) - wrapper.__doc__ = action_func.__doc__ - - return wrapper -@register_agent(name = "Browsing Agent", func_name="get_browsing_agent") -def get_browsing_agent(model: str): - env = BrowserEnv() - demo_mode = "off" - action_set = HighLevelActionSet( - subsets=["chat", "nav", "bid"], # define a subset of the action space - # subsets=["chat", "bid", "coord", "infeas"] # allow the agent to also use x,y coordinates - strict=False, # less strict on the parsing of the actions - multiaction=False, # does not enable the agent to take multiple actions at once - demo_mode=demo_mode, # add visual effects - ) - func_list = [act for act in action_set.action_set.keys()] - func_module = importlib.import_module("browsergym.core.action.functions") - func_list = [getattr(func_module, func) for func in func_list] - wrap_func_list = [wrap_browser_action(func, env) for func in func_list] - def instructions(context_variables): - goal = context_variables.get("goal", "") - action_space = action_set.describe(with_long_description=False, with_examples=True) - return \ -f"""Review the current state of the page and all other information to find the best -possible next action to accomplish your goal. Your answer will be interpreted -and executed by a program, make sure to follow the formatting instructions. - -# Goal: -{goal} - -# Action Space -{action_space} -""" - return Agent( - name="Browsing Agent", - model=model, - instructions=instructions, - functions=wrap_func_list - ) diff --git a/metachain/agents/math/condition_extraction_agent.py.back b/metachain/agents/math/condition_extraction_agent.py.back deleted file mode 100644 index 72a697c..0000000 --- a/metachain/agents/math/condition_extraction_agent.py.back +++ /dev/null @@ -1,12 +0,0 @@ -from metachain import Agent -from metachain.registry import register_plugin_agent -@register_plugin_agent(name="Condition Extraction Agent", func_name = "get_condition_extraction_agent") -def get_condition_extraction_agent(model): - instruction = """ - This agent is specialized in identifying and extracting all relevant conditions, given values, and constraints from the math problem. - """ - return Agent( - name="Condition Extraction Agent", - description=instruction, - model=model, - ) \ No newline at end of file diff --git a/metachain/agents/math/math_solver_agent.py.back b/metachain/agents/math/math_solver_agent.py.back deleted file mode 100644 index ed1d139..0000000 --- a/metachain/agents/math/math_solver_agent.py.back +++ /dev/null @@ -1,12 +0,0 @@ -from metachain import Agent -from metachain.registry import register_plugin_agent -@register_plugin_agent(name="Math Solver Agent", func_name = "get_math_solver_agent") -def get_math_solver_agent(model): - instruction = """ - This agent is specialized in evaluating whether conditions are sufficient and solving math problems using appropriate mathematical methods. - """ - return Agent( - name="Math Solver Agent", - description=instruction, - model=model, - ) \ No newline at end of file diff --git a/metachain/agents/math/objective_extraction_agent.py.back b/metachain/agents/math/objective_extraction_agent.py.back deleted file mode 100644 index c3aadf7..0000000 --- a/metachain/agents/math/objective_extraction_agent.py.back +++ /dev/null @@ -1,12 +0,0 @@ -from metachain import Agent -from metachain.registry import register_plugin_agent -@register_plugin_agent(name="Objective Extraction Agent", func_name = "get_objective_extraction_agent") -def get_objective_extraction_agent(model): - instruction = """ - This agent is specialized in analyzing math problems and extracting the main objective or question being asked. - """ - return Agent( - name="Objective Extraction Agent", - description=instruction, - model=model, - ) \ No newline at end of file diff --git a/metachain/agents/math/result_aggregator_agent.py.back b/metachain/agents/math/result_aggregator_agent.py.back deleted file mode 100644 index 2d34826..0000000 --- a/metachain/agents/math/result_aggregator_agent.py.back +++ /dev/null @@ -1,12 +0,0 @@ -from metachain import Agent -from metachain.registry import register_plugin_agent -@register_plugin_agent(name="Result Aggregator Agent", func_name = "get_result_aggregator_agent") -def get_result_aggregator_agent(model): - instruction = """ - This agent is specialized in aggregating results from different models and determining the final answer through majority voting. - """ - return Agent( - name="Math Solver Agent", - description=instruction, - model=model, - ) \ No newline at end of file diff --git a/metachain/agents/meta_agent/agent_form/customer_service.xml b/metachain/agents/meta_agent/agent_form/customer_service.xml deleted file mode 100644 index c555797..0000000 --- a/metachain/agents/meta_agent/agent_form/customer_service.xml +++ /dev/null @@ -1,68 +0,0 @@ - - - The user request from the specific user about the product or service, mainly categorized into 2 types: - - Purchase a product or service - - Refund a product or service - - - response - The response of the agent to the user's request. - - - - user_name - The name of the user. - John Doe - - - - Personal Sales Agent - The personal sales agent is an agent that serves as a personal sales agent for a specific user. - You are a personal sales agent that can be used to help the user {user_name} with their request. - - - recommend_product - Recommend a product to the user. - - - recommend_service - Recommend a service to the user. - - - conduct_sales - Conduct sales with the user. - - - - user_request - Request from the specific user for purchasing a product or service. - - - response - The response of the agent to the user's request. - - - - Personal Refunds Agent - The personal refunds agent is an agent that serves as a personal refunds agent for a specific user. - Help the user {user_name} with a refund. If the reason is that it was too expensive, offer the user a discount. If they insist, then process the refund. - - - process_refund - Refund an item. Refund an item. Make sure you have the item_id of the form item_... Ask for user confirmation before processing the refund. - - - apply_discount - Apply a discount to the user's cart. - - - - user_request - Request from the specific user for refunding a product or service. - - - response - The response of the agent to the user's request. - - - \ No newline at end of file diff --git a/metachain/agents/meta_agent/agent_form/financial_agent.xml b/metachain/agents/meta_agent/agent_form/financial_agent.xml deleted file mode 100644 index c4e24d4..0000000 --- a/metachain/agents/meta_agent/agent_form/financial_agent.xml +++ /dev/null @@ -1,85 +0,0 @@ - - - Two types of financial requests: - 1. Managing private financial documents stored in the 'financial_docs' folder - 2. Searching online financial information for specific company tickers - - - financial_response - Comprehensive response containing either document analysis results or requested financial information. - - - Financial Agent - A specialized agent that handles both private financial document management and online financial information retrieval. - You are a financial assistant with two primary responsibilities: - -1. For private financial documents: - - Process and analyze documents in the 'financial_docs' folder - - Store document content for efficient retrieval - - Answer questions about stored financial documents - - Maintain document confidentiality and security - -2. For online financial information: - - Retrieve accurate financial data for specified company tickers - - Format and present financial statements clearly - - Ensure data accuracy and proper citation - - Provide context for financial metrics when needed - - - save_raw_docs_to_vector_db - Process and store private financial documents into the vector database for efficient retrieval. - - - query_db - Search through stored financial documents to find relevant information. - - - modify_query - Refine search queries for better document retrieval results. - - - answer_query - Provide answers based on information found in stored documents. - - - can_answer - Verify if sufficient information exists in stored documents to answer a query. - - - get_historical_stock_price - Retrieve historical stock price data for specified tickers. - - - visualizer - Visualize financial data and documents when needed. - - - - - get_balance_sheet - Retrieve balance sheet data for a specific company ticker over a given period. - - - get_cash_flow - Retrieve cash flow statement data for a specific company ticker over a given period. - - - get_income_statement - Retrieve income statement data for a specific company ticker over a given period. - - - - financial_request - User request for either document management or financial information retrieval, including: -- Document analysis requests for private financial documents -- Requests for specific financial statements with company ticker and time period - - - financial_response - Comprehensive response containing either: -- Analysis results from private financial documents -- Requested financial statements and data -- Relevant visualizations or summaries as needed - - - \ No newline at end of file diff --git a/metachain/agents/meta_agent/agent_form/financial_agent_2.json b/metachain/agents/meta_agent/agent_form/financial_agent_2.json deleted file mode 100644 index 6a48287..0000000 --- a/metachain/agents/meta_agent/agent_form/financial_agent_2.json +++ /dev/null @@ -1,87 +0,0 @@ -{ - "system_input": "Two types of financial requests:\n 1. Managing and analyzing private financial documents stored in the `financial_docs` folder\n 2. Retrieving and analyzing public financial information for specific company tickers", - "system_output": { - "key": "financial_analysis", - "description": "The comprehensive financial analysis or response based on either private documents or public financial data." - }, - "global_variables": {}, - "agents": [ - { - "name": "Private Financial Document Manager", - "description": "An agent specialized in managing and analyzing private financial documents stored locally.", - "instructions": "You are a financial document manager responsible for:\n1. Processing and organizing financial documents from the local `financial_docs` folder\n2. Storing document content in a searchable format using vector database\n3. Retrieving relevant financial information from stored documents\n4. Providing detailed analysis based on the stored financial documents\n\nAlways verify document processing success and maintain data confidentiality.", - "tools": { - "existing": [ - { - "name": "save_raw_docs_to_vector_db", - "description": "Save the financial documents to the vector database for efficient retrieval and analysis." - }, - { - "name": "query_db", - "description": "Search for specific financial information within stored documents." - }, - { - "name": "modify_query", - "description": "Refine search queries to get more accurate financial information." - }, - { - "name": "answer_query", - "description": "Provide detailed answers based on the financial documents." - }, - { - "name": "can_answer", - "description": "Verify if sufficient information exists in stored documents to answer a query." - } - ], - "new": [] - }, - "agent_input": { - "key": "document_request", - "description": "User's request related to private financial documents, including document processing, searching, or analysis needs." - }, - "agent_output": { - "key": "financial_analysis", - "description": "Analysis, insights, or information retrieved from private financial documents." - } - }, - { - "name": "Public Financial Data Analyst", - "description": "An agent specialized in retrieving and analyzing public financial information for specific company tickers.", - "instructions": "You are a financial data analyst responsible for:\n1. Retrieving public financial data including balance sheets, cash flow statements, and income statements\n2. Analyzing financial metrics and trends\n3. Providing detailed financial analysis based on public data\n4. Ensuring accuracy in financial data retrieval and calculations\n\nAlways verify data accuracy and provide clear sources for financial information.", - "tools": { - "existing": [ - { - "name": "get_historical_stock_price", - "description": "Retrieve historical stock price data for analysis." - } - ], - "new": [ - { - "name": "get_balance_sheet", - "description": "Retrieve balance sheet data for a specific ticker over a given period." - }, - { - "name": "get_cash_flow_statement", - "description": "Retrieve cash flow statement data for a specific ticker over a given period." - }, - { - "name": "get_income_statement", - "description": "Retrieve income statement data for a specific ticker over a given period." - }, - { - "name": "calculate_financial_metrics", - "description": "Calculate key financial metrics and ratios from the retrieved financial statements." - } - ] - }, - "agent_input": { - "key": "market_request", - "description": "User's request for public financial data, including specific ticker symbols and time periods for analysis." - }, - "agent_output": { - "key": "financial_analysis", - "description": "Analysis and insights based on public financial data, including financial statements and calculated metrics." - } - } - ] -} \ No newline at end of file diff --git a/metachain/agents/meta_agent/agent_form/financial_agent_2.xml b/metachain/agents/meta_agent/agent_form/financial_agent_2.xml deleted file mode 100644 index 16a768a..0000000 --- a/metachain/agents/meta_agent/agent_form/financial_agent_2.xml +++ /dev/null @@ -1,98 +0,0 @@ - - - Two types of financial requests: - 1. Managing and analyzing private financial documents stored in the `financial_docs` folder - 2. Retrieving and analyzing public financial information for specific company tickers - - - - financial_analysis - The comprehensive financial analysis or response based on either private documents or public financial data. - - - - Private Financial Document Manager - An agent specialized in managing and analyzing private financial documents stored locally. - You are a financial document manager responsible for: -1. Processing and organizing financial documents from the local `financial_docs` folder -2. Storing document content in a searchable format using vector database -3. Retrieving relevant financial information from stored documents -4. Providing detailed analysis based on the stored financial documents - -Always verify document processing success and maintain data confidentiality. - - - save_raw_docs_to_vector_db - Save the financial documents to the vector database for efficient retrieval and analysis. - - - query_db - Search for specific financial information within stored documents. - - - modify_query - Refine search queries to get more accurate financial information. - - - answer_query - Provide detailed answers based on the financial documents. - - - can_answer - Verify if sufficient information exists in stored documents to answer a query. - - - - document_request - User's request related to private financial documents, including document processing, searching, or analysis needs. - - - financial_analysis - Analysis, insights, or information retrieved from private financial documents. - - - - - Public Financial Data Analyst - An agent specialized in retrieving and analyzing public financial information for specific company tickers. - You are a financial data analyst responsible for: -1. Retrieving public financial data including balance sheets, cash flow statements, and income statements -2. Analyzing financial metrics and trends -3. Providing detailed financial analysis based on public data -4. Ensuring accuracy in financial data retrieval and calculations - -Always verify data accuracy and provide clear sources for financial information. - - - get_historical_stock_price - Retrieve historical stock price data for analysis. - - - - - get_balance_sheet - Retrieve balance sheet data for a specific ticker over a given period. - - - get_cash_flow_statement - Retrieve cash flow statement data for a specific ticker over a given period. - - - get_income_statement - Retrieve income statement data for a specific ticker over a given period. - - - calculate_financial_metrics - Calculate key financial metrics and ratios from the retrieved financial statements. - - - - market_request - User's request for public financial data, including specific ticker symbols and time periods for analysis. - - - financial_analysis - Analysis and insights based on public financial data, including financial statements and calculated metrics. - - - \ No newline at end of file diff --git a/metachain/agents/meta_agent/agent_form/helper_bot.xml b/metachain/agents/meta_agent/agent_form/helper_bot.xml deleted file mode 100644 index 9c3cf68..0000000 --- a/metachain/agents/meta_agent/agent_form/helper_bot.xml +++ /dev/null @@ -1,54 +0,0 @@ - - - Questions from the user about the OpenAI products. The document of the OpenAI products is available at `/workspace/docs/openai_products/`. - - - answer - The answer to the user's question. - - - Helper Center Agent - The helper center agent is an agent that serves as a helper center agent for a specific user to answer the user's question about the OpenAI products. - You are a helper center agent that can be used to help the user with their request. - - - save_raw_docs_to_vector_db - Save the raw documents to the vector database. The documents could be: - - ANY text document with the extension of pdf, docx, txt, etcs. - - A zip file containing multiple text documents - - a directory containing multiple text documents - All documents will be converted to raw text format and saved to the vector database in the chunks of 4096 tokens. - - - query_db - Query the vector database to find the answer to the user's question. - - - modify_query - Modify the user's question to a more specific question. - - - answer_query - Answer the user's question based on the answer from the vector database. - - - can_answer - Check if the user's question can be answered by the vector database. - - - - - send_email - Send an email to the user. - - - - user_question - The question from the user about the OpenAI products. - - - answer - The answer to the user's question. - - - \ No newline at end of file diff --git a/metachain/agents/meta_agent/form_complie_ori.py b/metachain/agents/meta_agent/form_complie_ori.py deleted file mode 100644 index 7932af5..0000000 --- a/metachain/agents/meta_agent/form_complie_ori.py +++ /dev/null @@ -1,137 +0,0 @@ - - -import xml.etree.ElementTree as ET -from typing import Dict, List, Optional - -class AgentForm: - def __init__(self, xml_string: str): - # Parse XML string - root = ET.fromstring(xml_string) - - # Parse system input/output - self.system_input = root.find('system_input').text.strip() - - system_output = root.find('system_output') - self.system_output = { - 'key': system_output.find('key').text.strip(), - 'description': system_output.find('description').text.strip() - } - - # Parse global variables (optional) - global_vars = root.find('global_variables') - self.global_variables = {} - if global_vars is not None: - for var in global_vars.findall('variable'): - self.global_variables[var.find('key').text.strip()] = { - 'description': var.find('description').text.strip(), - 'value': var.find('value').text.strip() - } - - # Parse agents - self.agents = [] - for agent_elem in root.findall('agent'): - agent = { - 'name': agent_elem.find('name').text.strip(), - 'description': agent_elem.find('description').text.strip(), - 'instructions': agent_elem.find('instructions').text.strip(), - - # Parse tools - 'tools': { - 'existing': [], - 'new': [] - }, - - # Parse agent input/output - 'input': { - 'key': agent_elem.find('agent_input/key').text.strip(), - 'description': agent_elem.find('agent_input/description').text.strip() - }, - 'output': { - 'key': agent_elem.find('agent_output/key').text.strip(), - 'description': agent_elem.find('agent_output/description').text.strip() - } - } - - # Parse tools for both existing and new categories - for tools_category in agent_elem.findall('tools'): - category = tools_category.get('category') - for tool in tools_category.findall('tool'): - tool_info = { - 'name': tool.find('name').text.strip(), - 'description': tool.find('description').text.strip() - } - agent['tools'][category].append(tool_info) - - self.agents.append(agent) - - def validate(self) -> bool: - """ - 验证表单是否符合规则： - 1. system_output必须只有一个key-description对 - 2. 每个agent的input/output必须只有一个key-description对 - 3. 对于单agent系统，system in/output必须与agent in/output相同 - """ - try: - # 检查是否为单agent系统 - if len(self.agents) == 1: - agent = self.agents[0] - # 检查system和agent的input/output是否匹配 - if agent['output']['key'] != self.system_output['key']: - return False - - # 检查每个agent的input/output格式 - for agent in self.agents: - if not agent['input'].get('key') or not agent['input'].get('description'): - return False - if not agent['output'].get('key') or not agent['output'].get('description'): - return False - - return True - except Exception: - return False - - def to_dict(self) -> Dict: - """将表单转换为字典格式""" - return { - 'system_input': self.system_input, - 'system_output': self.system_output, - 'global_variables': self.global_variables, - 'agents': self.agents - } - -# 使用示例 -def parse_agent_form(xml_path: str) -> Optional[Dict]: - """ - 读取并解析agent form XML文件 - - Args: - xml_path: XML文件路径 - - Returns: - 解析后的字典格式数据，如果解析失败返回None - """ - try: - with open(xml_path, 'r', encoding='utf-8') as f: - xml_content = f.read() - - form = AgentForm(xml_content) - if not form.validate(): - print("Error: Invalid agent form format") - return None - - return form.to_dict() - - except ET.ParseError as e: - print(f"Error parsing XML: {e}") - return None - except Exception as e: - print(f"Unexpected error: {e}") - return None - -# 使用示例 -if __name__ == "__main__": - import json - result = parse_agent_form("/Users/tangjiabin/Documents/reasoning/metachain/metachain/agents/meta_agent/agent_form/customer_service.xml") - if result: - print("Successfully parsed agent form:") - print(json.dumps(result, indent=4)) \ No newline at end of file diff --git a/metachain/agents/meta_agent/meta_agent.py b/metachain/agents/meta_agent/meta_agent.py deleted file mode 100644 index a519bdd..0000000 --- a/metachain/agents/meta_agent/meta_agent.py +++ /dev/null @@ -1,118 +0,0 @@ -from metachain.registry import register_agent -from metachain.types import Agent, Result -from metachain.environment import DockerEnv, LocalEnv -from metachain.tools.meta.edit_tools import list_tools -from metachain.tools.meta.edit_agents import list_agents -from metachain.agents.meta_agent.agent_editor import get_agent_editor_agent -from metachain.agents.meta_agent.tool_editor import get_tool_editor_agent -from typing import Union -from metachain.tools.inner import case_resolved, case_not_resolved -from pydantic import BaseModel -from metachain.util import function_to_json -from metachain.agents.meta_agent.meta_plan_agent import get_meta_plan_agent -class AgentDescription(BaseModel): - tools: list[str] - existing: bool - -class ToolDescription(BaseModel): - tool_functionalities: str - existing: bool - tool_docs: str - -class ToolPlan(BaseModel): - tool_name: str - tool_description: ToolDescription - -class AgentPlan(BaseModel): - agent_name: str - agent_description: AgentDescription - - - -@register_agent(name = "Meta Agent", func_name="get_meta_agent") -def get_meta_agent(model: str) -> str: - """ - The meta agent is an agent that can be used to create and run other agents. - """ - def instructions(context_variables): - code_env: Union[DockerEnv, LocalEnv] = context_variables.get("code_env", LocalEnv()) - instructions = f"""\ -You are a helpful assistant that can help the user with their request by creating and running agents in the Metachain agent framework. Your responsibility is to determine which agent is best suited to handle the user's request under the current context, and transfer the conversation to that agent. And you should not stop to try to solve the user's request by transferring to another agent only until the task is completed. - -Existing tools you already have: -{list_tools(context_variables)} - -Existing agents you already have: -{list_agents(context_variables)} - -You should first transfer the conversation to the `Meta Plan Agent` to plan how to use MetaChain to solve the user's request, and the plan should follow the following constraints: - -1. If exising agents are enough for your task, you can directly use them to solve the user's request. - -2. If exising agents are not enough for your task but there are enough existing tools, you can transfer the conversation to the `Agent Editor Agent` to develop new agents by using the existing tools. - -3. If exising agents and existing tools are not enough for your task, you should first transfer the conversation to the `Tool Editor Agent` to develop new tools, then transfer the conversation to the `Agent Editor Agent` to develop new agents by using the new tools. -""" - return instructions - - tool_editor_agent: Agent = get_tool_editor_agent(model) - agent_editor_agent: Agent = get_agent_editor_agent(model) - meta_plan_agent: Agent = get_meta_plan_agent(model) - def transfer_to_tool_editor_agent(sub_task: str): - """ - Args: - sub_task: The detailed description of the sub-task that the `Meta Agent` will ask the `Tool Editor Agent` to do. - """ - return tool_editor_agent - def transfer_to_agent_editor_agent(sub_task: str): - """ - Args: - sub_task: The detailed description of the sub-task that the `Meta Agent` will ask the `Agent Editor Agent` to do. - """ - return agent_editor_agent - def transfer_to_meta_plan_agent(sub_task: str): - """ - Use this function when you want to plan how to use MetaChain to solve the user's request. - Args: - sub_task: The detailed description of the sub-task that the `Meta Agent` will ask the `Meta Plan Agent` to do. - """ - return meta_plan_agent - meta_agent = Agent( - name="Meta Agent", - model=model, - instructions=instructions, - functions=[transfer_to_meta_plan_agent, transfer_to_tool_editor_agent, transfer_to_agent_editor_agent, case_resolved, case_not_resolved], - tool_choice = "required", - parallel_tool_calls = False - ) - - def transfer_back_to_meta_agent(task_status: str): - """ - Args: - task_status: The status of the task that the `Meta Agent` will ask the `Meta Agent` to do. - """ - return meta_agent - def transfer_back_to_meta_agent_with_plans(tool_development_steps: list[ToolPlan]) -> str: - """ - This function is used to plan how to use MetaChain to solve the user's request. You can use this function only after you have fully understood the user's request and have try your best to search information from exsiting resources. - - Args: - tool_development_steps: The steps of tool development. It is a list of dictionaries, each dictionary contains the tools name you should use in the exsiting MetaChain or the tools name you should develop. If the tool is not existing, dictionaries should contain the tool documentation. - """ - tool_str = "\n".join([f"{tool['tool_name']}: {tool['tool_description']['tool_functionalities']} [{tool['tool_description']['existing']}]" for tool in tool_development_steps]) - ret_val = f"""\ - Receiving user's request, I have the following plans to use MetaChain to solve the user's request: - As for using existing tools, I have the following plans: - {tool_str} - """ - return Result( - value=ret_val, - agent=meta_agent - ) - - tool_editor_agent.functions.append(transfer_back_to_meta_agent) - agent_editor_agent.functions.append(transfer_back_to_meta_agent) - meta_plan_agent.functions.append(transfer_back_to_meta_agent_with_plans) - - return meta_agent - diff --git a/metachain/agents/meta_agent/meta_plan_agent.py b/metachain/agents/meta_agent/meta_plan_agent.py deleted file mode 100644 index 77bb334..0000000 --- a/metachain/agents/meta_agent/meta_plan_agent.py +++ /dev/null @@ -1,38 +0,0 @@ -from metachain.types import Agent -from pydantic import BaseModel -from metachain.tools.meta.tool_retriever import get_api_plugin_tools_doc -from metachain.tools.meta.search_tools import search_trending_models_on_huggingface, get_hf_model_tools_doc -from metachain.tools.meta.edit_tools import list_tools -from typing import Union -from metachain.environment import DockerEnv, LocalEnv - - -def get_meta_plan_agent(model: str) -> Agent: - def instructions(context_variables): - code_env: Union[DockerEnv, LocalEnv] = context_variables.get("code_env", LocalEnv()) - instructions = f"""\ -You are a helpful planner that can help `Tool Editor Agent` how to use MetaChain to solve the user's request. - -Existing tools you already have: -{list_tools(context_variables)} - -You should first fully understand the user's request, then analyze the existing tools and determine which tools are needed to solve the user's request, finally, you should transfer the conversation to the `Meta Agent` with the plan of using the tools. - -If existing tools are not enough for your task, you should develop new tools. - -1. [IMPORTANT] If you want to use third-party api, especially for some tasks related to Finance, Entertainment, eCommerce, Food, Travel, Sports, you MUST use the `get_api_plugin_tools_doc` tool to search information from existing api documents, it contains how to implement the api and API keys. - - -2. [IMPORTANT] If you want to use Hugging Face models, especially for some tasks related to vision, audio, video, you should use the `search_trending_models_on_huggingface` tool to search trending models related to the specific task on Hugging Face, and then use the `get_hf_model_tools_doc` tool to get the detailed information about the specific model. - -3. [IMPORTANT] You can not use `transfer_back_to_meta_agent_with_plans` util you have fully understood the user's request and have try your best to search information from exsiting resources if you want to create a new tool. -""" - return instructions - return Agent( - name="Meta Plan Agent", - model=model, - instructions=instructions, - functions=[get_api_plugin_tools_doc, search_trending_models_on_huggingface, get_hf_model_tools_doc], - tool_choice = "required", - parallel_tool_calls = False - ) diff --git a/metachain/agents/meta_agent/tool_editor.py.back b/metachain/agents/meta_agent/tool_editor.py.back deleted file mode 100644 index f261889..0000000 --- a/metachain/agents/meta_agent/tool_editor.py.back +++ /dev/null @@ -1,121 +0,0 @@ -from metachain.registry import register_agent -from metachain.tools.meta.edit_tools import list_tools, create_tool, delete_tool, run_tool, get_metachain_path -from metachain.tools.meta.tool_retriever import get_api_plugin_tools_doc -from metachain.tools.meta.search_tools import search_trending_models_on_huggingface, get_hf_model_tools_doc -from metachain.types import Agent -from metachain.io_utils import read_file -from metachain.tools.terminal_tools import execute_command, terminal_page_down, terminal_page_up, terminal_page_to - -@register_agent(name = "Tool Editor Agent", func_name="get_tool_editor_agent") -def get_tool_editor_agent(model: str) -> str: - """ - The tool editor is an agent that can be used to edit the tools. - """ - def instructions(context_variables): - return f"""\ -You are a Tool Editor specialized in the MetaChain framework. Your role is to create, modify, and maintain tools that agents can use effectively. - -CURRENT TOOLS: -{list_tools(context_variables)} - -TOOL CREATION GUIDELINES: - -1. STRUCTURE AND FORMATTING - - Follow the template structure below: -```python -{read_file('metachain/tools/dummy_tool.py')} -``` - - MUST use @register_plugin_tool decorator - - Include clear docstrings with args and returns - - Handle errors gracefully - - If the tool should be used with third-part api key, you should write the api key inside the definition of the tool - - DO NOT direct return too long output (e.g., the raw content of the download file for `download_file_from_url`), instead, save the output to a file in the `workplace/outputs` directory - -2. IMPLEMENTATION PRINCIPLES: - - Keep tools GENERIC and REUSABLE - - Avoid over-specific implementations - - Focus on single responsibility - - Ensure proper error handling - - Include input validation - - Return clear, structured outputs -""" + \ -r""" - -3. TESTING REQUIREMENTS: - - All tools MUST be tested before deployment - - Use this testing template: -```python -from metachain.tools import your_tool_name - -if __name__ == "__main__": - # Setup test environment - test_args = { - "arg1": value1, - "arg2": value2 - } - - # Execute test - result = your_tool_name(**test_args) - print(f"Test result: {result}") -``` - - if the output of the tool is too long, you should use the `terminal_page_down` or `terminal_page_up` or `terminal_page_to` function to move the terminal page to the specific page with the meaningful content. - -4. DEPENDENCY MANAGEMENT: - - Use execute_command for installing dependencies - - Document all required packages - - Verify compatibility with MetaChain - -CRITICAL RULES: -1. ALWAYS use @register_plugin_tool decorator -2. NEVER create overly specific tools -3. ALWAYS test before finalizing -4. ALWAYS handle errors gracefully -5. ALWAYS document clearly - -BEST PRACTICES: -1. Keep tools modular and focused -2. Provide clear error messages -3. Include usage examples in docstrings -4. Follow Python PEP 8 style guide -5. Use type hints for better clarity - -Remember: A good tool is reusable, reliable, and well-documented. Focus on creating tools that can be effectively used across different agents and scenarios. -""" - tool_list = [list_tools, create_tool, delete_tool, run_tool, get_api_plugin_tools_doc, search_trending_models_on_huggingface, get_hf_model_tools_doc, execute_command, terminal_page_down, terminal_page_up, terminal_page_to] - return Agent( - name="Tool Editor Agent", - model=model, - instructions=instructions, - functions=tool_list, - tool_choice = "required", - parallel_tool_calls = False - ) - - -"""\ -You are a tool editor agent that can be used to edit the tools. You are working on a Agent framework named MetaChain, and your responsibility is to edit the tools in the MetaChain, so that the tools can be used by the agents to help the user with their request. - -The existing tools are shown below: -{list_tools(context_variables)} - -If you want to create a new tool, you should: -1. follow the format of the `tool_dummy` below. Note that if the tool should be used with third-part api key, you should write the api key inside the definition of the tool: -```python -{read_file('metachain/tools/dummy_tool.py')} -``` - -2. you successfully create the tool only after you have successfully tested the tool with the `test_tool` function, and an example of testing the tool is shown below.: -```python -from metachain.tools import tool_dummy - -if __name__ == "__main__": - ... # some pre-operations - print(tool_dummy(args1=args1, args2=args1, ...)) -``` - -3. If you encounter any error while creating and running the tool, like dependency missing, you should use the `execute_command` function to install the dependency. - -[IMPORTANT] The `register_plugin_tool` registry function is strictly required for a tool implementation to be recognized by the MetaChain framework. - -[IMPORTANT] Tools you create should be as general as possible, and you should not create too specific tools, so that the tools can be reused by other agents or other related tasks. -""" \ No newline at end of file diff --git a/metachain/agents/meta_agent/workflow.xml b/metachain/agents/meta_agent/workflow.xml deleted file mode 100644 index b7d5950..0000000 --- a/metachain/agents/meta_agent/workflow.xml +++ /dev/null @@ -1,53 +0,0 @@ - - - Personal Sales Agent - The personal sales agent is an agent that serves as a personal sales agent for a specific user. - You are a personal sales agent that can be used to help the user {user_name} with their request. - - - recommend_product - Recommend a product to the user. - - - recommend_service - Recommend a service to the user. - - - transfer_customer - Transfer a customer to another sales agent. - - - search_information - Search for information for the user. - - - - - create_agent - Create a new agent. - - - - - user_name - The name of the user. - John Doe - - - user_email - The email of the user. - john.doe@example.com - - - - - - - personal_sales_agent - agent_former_agent - - user_request - create_agent - - - \ No newline at end of file diff --git a/metachain/agents/meta_agent/workflow_form/condition_mining.json b/metachain/agents/meta_agent/workflow_form/condition_mining.json deleted file mode 100644 index 8c8db4b..0000000 --- a/metachain/agents/meta_agent/workflow_form/condition_mining.json +++ /dev/null @@ -1,184 +0,0 @@ -{ - "name": "math_solver_chain_workflow", - "system_input": { - "key": "math_problem", - "description": "The math problem that needs to be solved." - }, - "system_output": { - "key": "solution", - "description": "The complete solution to the math problem." - }, - "global_variables": {}, - "agents": [ - { - "name": "Objective Extraction Agent", - "description": "This agent analyzes the math problem and extracts its main objective or goal.", - "category": "existing", - "tools": null - }, - { - "name": "Condition Extraction Agent", - "description": "This agent identifies and extracts all relevant conditions and given information from the math problem.", - "category": "existing", - "tools": null - }, - { - "name": "Condition Evaluator Agent", - "description": "This agent evaluates whether the extracted conditions are sufficient to solve the math problem.", - "category": "existing", - "tools": null - }, - { - "name": "Math Solver Agent", - "description": "This agent solves mathematical problems using analytical and systematic approaches.", - "category": "existing", - "tools": null - } - ], - "events": [ - { - "name": "on_start", - "inputs": [ - { - "key": "math_problem", - "description": "The math problem that needs to be solved." - } - ], - "task": null, - "outputs": [ - { - "key": "math_problem", - "description": "The math problem that needs to be solved.", - "condition": null, - "action": { - "type": "RESULT", - "value": null - } - } - ], - "listen": null, - "agent": null - }, - { - "name": "extract_objective", - "inputs": [ - { - "key": "math_problem", - "description": "The math problem that needs to be solved." - } - ], - "task": "Extract and clearly state the main objective of the math problem.", - "outputs": [ - { - "key": "objective", - "description": "The main objective or question that needs to be answered.", - "condition": null, - "action": { - "type": "RESULT", - "value": null - } - } - ], - "listen": [ - "on_start" - ], - "agent": { - "name": "Objective Extraction Agent", - "model": "claude-3-5-sonnet-20241022" - } - }, - { - "name": "extract_conditions", - "inputs": [ - { - "key": "objective", - "description": "The main objective or question that needs to be answered." - } - ], - "task": "Extract all relevant conditions and given information from the math problem.", - "outputs": [ - { - "key": "conditions", - "description": "The complete set of conditions and information extracted from the problem.", - "condition": null, - "action": { - "type": "RESULT", - "value": null - } - } - ], - "listen": [ - "extract_objective" - ], - "agent": { - "name": "Condition Extraction Agent", - "model": "claude-3-5-sonnet-20241022" - } - }, - { - "name": "evaluate_conditions", - "inputs": [ - { - "key": "conditions", - "description": "The complete set of conditions and information extracted from the problem." - } - ], - "task": "Evaluate if the extracted conditions are sufficient to solve the problem.", - "outputs": [ - { - "key": "merged_conditions", - "description": "The merged and organized conditions ready for problem-solving.", - "condition": "When conditions are sufficient to solve the problem.", - "action": { - "type": "RESULT", - "value": null - } - }, - { - "key": "insufficient_feedback", - "description": "Feedback on what additional information is needed.", - "condition": "When conditions are insufficient to solve the problem.", - "action": { - "type": "GOTO", - "value": "extract_conditions" - } - } - ], - "listen": [ - "extract_conditions" - ], - "agent": { - "name": "Condition Evaluator Agent", - "model": "claude-3-5-sonnet-20241022" - } - }, - { - "name": "solve_problem", - "inputs": [ - { - "key": "merged_conditions", - "description": "The merged and organized conditions ready for problem-solving." - } - ], - "task": "Solve the math problem using the complete set of conditions.", - "outputs": [ - { - "key": "solution", - "description": "The complete solution to the math problem.", - "condition": null, - "action": { - "type": "RESULT", - "value": null - } - } - ], - "listen": [ - "evaluate_conditions" - ], - "agent": { - "name": "Math Solver Agent", - "model": "claude-3-5-sonnet-20241022" - } - } - ] -} \ No newline at end of file diff --git a/metachain/agents/meta_agent/workflow_form/condition_mining.xml b/metachain/agents/meta_agent/workflow_form/condition_mining.xml deleted file mode 100644 index 97ffb89..0000000 --- a/metachain/agents/meta_agent/workflow_form/condition_mining.xml +++ /dev/null @@ -1,169 +0,0 @@ - - math_solver_chain_workflow - - math_problem - The math problem that needs to be solved. - - - solution - The complete solution to the math problem. - - - - - Objective Extraction Agent - This agent analyzes the math problem and extracts its main objective or goal. - - - Condition Extraction Agent - This agent identifies and extracts all relevant conditions and given information from the math problem. - - - Condition Evaluator Agent - This agent evaluates whether the extracted conditions are sufficient to solve the math problem. - - - Math Solver Agent - This agent solves mathematical problems using analytical and systematic approaches. - - - - - - on_start - - - math_problem - The math problem that needs to be solved. - - - - - math_problem - The math problem that needs to be solved. - - RESULT - - - - - - - extract_objective - - - math_problem - The math problem that needs to be solved. - - - Extract and clearly state the main objective of the math problem. - - - objective - The main objective or question that needs to be answered. - - RESULT - - - - - on_start - - - Objective Extraction Agent - claude-3-5-sonnet-20241022 - - - - - extract_conditions - - - objective - The main objective or question that needs to be answered. - - - Extract all relevant conditions and given information from the math problem. - - - conditions - The complete set of conditions and information extracted from the problem. - - RESULT - - - - - extract_objective - - - Condition Extraction Agent - claude-3-5-sonnet-20241022 - - - - - evaluate_conditions - - - conditions - The complete set of conditions and information extracted from the problem. - - - Evaluate if the extracted conditions are sufficient to solve the problem. - - - merged_conditions - The merged and organized conditions ready for problem-solving. - When conditions are sufficient to solve the problem. - - RESULT - - - - insufficient_feedback - Feedback on what additional information is needed. - When conditions are insufficient to solve the problem. - - GOTO - extract_conditions - - - - - extract_conditions - - - Condition Evaluator Agent - claude-3-5-sonnet-20241022 - - - - - solve_problem - - - merged_conditions - The merged and organized conditions ready for problem-solving. - - - Solve the math problem using the complete set of conditions. - - - solution - The complete solution to the math problem. - - RESULT - - - - - evaluate_conditions - - - Math Solver Agent - claude-3-5-sonnet-20241022 - - - - \ No newline at end of file diff --git a/metachain/agents/meta_agent/workflow_form/math_condition_mining.json b/metachain/agents/meta_agent/workflow_form/math_condition_mining.json deleted file mode 100644 index 6277557..0000000 --- a/metachain/agents/meta_agent/workflow_form/math_condition_mining.json +++ /dev/null @@ -1,158 +0,0 @@ -{ - "name": "math_condition_mining_workflow", - "system_input": { - "key": "math_problem", - "description": "The mathematical problem that needs to be solved." - }, - "system_output": { - "key": "solution", - "description": "The detailed solution to the mathematical problem." - }, - "global_variables": {}, - "agents": [ - { - "name": "Objective Extraction Agent", - "description": "This agent is specialized in analyzing math problems and extracting the main objective or question being asked.", - "category": "existing", - "tools": null - }, - { - "name": "Condition Extraction Agent", - "description": "This agent is specialized in identifying and extracting all relevant conditions, given values, and constraints from the math problem.", - "category": "existing", - "tools": null - }, - { - "name": "Math Solver Agent", - "description": "This agent is specialized in evaluating whether conditions are sufficient and solving math problems using appropriate mathematical methods.", - "category": "existing", - "tools": null - } - ], - "events": [ - { - "name": "on_start", - "inputs": [ - { - "key": "math_problem", - "description": "The mathematical problem that needs to be solved." - } - ], - "task": null, - "outputs": [ - { - "key": "math_problem", - "description": "The mathematical problem that needs to be solved.", - "condition": null, - "action": { - "type": "RESULT", - "value": null - } - } - ], - "listen": null, - "agent": null - }, - { - "name": "extract_objective", - "inputs": [ - { - "key": "math_problem", - "description": "The mathematical problem that needs to be solved." - } - ], - "task": "Analyze the math problem and extract the main objective or question being asked.", - "outputs": [ - { - "key": "objective", - "description": "The main objective or question extracted from the math problem.", - "condition": null, - "action": { - "type": "RESULT", - "value": null - } - } - ], - "listen": [ - "on_start" - ], - "agent": { - "name": "Objective Extraction Agent", - "model": "claude-3-5-sonnet-20241022" - } - }, - { - "name": "extract_conditions", - "inputs": [ - { - "key": "math_problem", - "description": "The mathematical problem that needs to be solved." - }, - { - "key": "objective", - "description": "The main objective or question extracted from the math problem." - } - ], - "task": "Extract all relevant conditions, given values, and constraints from the math problem.", - "outputs": [ - { - "key": "conditions", - "description": "The extracted conditions, values, and constraints from the math problem.", - "condition": null, - "action": { - "type": "RESULT", - "value": null - } - } - ], - "listen": [ - "extract_objective" - ], - "agent": { - "name": "Condition Extraction Agent", - "model": "claude-3-5-sonnet-20241022" - } - }, - { - "name": "solve_problem", - "inputs": [ - { - "key": "objective", - "description": "The main objective or question extracted from the math problem." - }, - { - "key": "conditions", - "description": "The extracted conditions, values, and constraints from the math problem." - } - ], - "task": "Evaluate whether conditions are sufficient and solve the math problem if possible.", - "outputs": [ - { - "key": "solution", - "description": "The complete solution to the math problem.", - "condition": "When conditions are sufficient to solve the problem.", - "action": { - "type": "RESULT", - "value": null - } - }, - { - "key": "insufficient_conditions", - "description": "Feedback about missing or unclear conditions.", - "condition": "When conditions are insufficient to solve the problem.", - "action": { - "type": "GOTO", - "value": "extract_conditions" - } - } - ], - "listen": [ - "extract_conditions" - ], - "agent": { - "name": "Math Solver Agent", - "model": "claude-3-5-sonnet-20241022" - } - } - ] -} \ No newline at end of file diff --git a/metachain/agents/meta_agent/workflow_form/math_condition_mining.xml b/metachain/agents/meta_agent/workflow_form/math_condition_mining.xml deleted file mode 100644 index 0af0e38..0000000 --- a/metachain/agents/meta_agent/workflow_form/math_condition_mining.xml +++ /dev/null @@ -1,148 +0,0 @@ - - math_problem_solver_workflow - - - math_problem - The mathematical problem that needs to be solved. - - - - solution - The detailed solution to the mathematical problem. - - - - - Objective Extraction Agent - This agent is specialized in analyzing math problems and extracting the main objective or question being asked. - - - Condition Extraction Agent - This agent is specialized in identifying and extracting all relevant conditions, given values, and constraints from the math problem. - - - Math Solver Agent - This agent is specialized in evaluating whether conditions are sufficient and solving math problems using appropriate mathematical methods. - - - - - - on_start - - - math_problem - The mathematical problem that needs to be solved. - - - - - math_problem - The mathematical problem that needs to be solved. - - RESULT - - - - - - - extract_objective - - - math_problem - The mathematical problem that needs to be solved. - - - Analyze the math problem and extract the main objective or question being asked. - - - objective - The main objective or question extracted from the math problem. - - RESULT - - - - - on_start - - - Objective Extraction Agent - gpt-4o-2024-08-06 - - - - - extract_conditions - - - math_problem - The mathematical problem that needs to be solved. - - - objective - The main objective or question extracted from the math problem. - - - Extract all relevant conditions, given values, and constraints from the math problem. - - - conditions - The extracted conditions, values, and constraints from the math problem. - - RESULT - - - - - extract_objective - - - Condition Extraction Agent - gpt-4o-2024-08-06 - - - - - solve_problem - - - objective - The main objective or question extracted from the math problem. - - - conditions - The extracted conditions, values, and constraints from the math problem. - - - Evaluate whether conditions are sufficient and solve the math problem if possible. - - - solution - The complete solution to the math problem. - When conditions are sufficient to solve the problem. - - RESULT - - - - insufficient_conditions - Feedback about missing or unclear conditions. - When conditions are insufficient to solve the problem. - - GOTO - extract_conditions - - - - - extract_conditions - - - Math Solver Agent - gpt-4o-2024-08-06 - - - - \ No newline at end of file diff --git a/metachain/agents/meta_agent/workflow_form/math_majority_voting.json b/metachain/agents/meta_agent/workflow_form/math_majority_voting.json deleted file mode 100644 index cbba29a..0000000 --- a/metachain/agents/meta_agent/workflow_form/math_majority_voting.json +++ /dev/null @@ -1,173 +0,0 @@ -{ - "name": "math_problem_solver_workflow", - "system_input": { - "key": "math_problem", - "description": "The math problem that needs to be solved." - }, - "system_output": { - "key": "final_solution", - "description": "The final solution to the math problem determined by majority voting." - }, - "global_variables": {}, - "agents": [ - { - "name": "Math Solver Agent", - "description": "This agent is specialized in solving math problems using appropriate mathematical methods.", - "category": "existing", - "tools": null - }, - { - "name": "Result Aggregator Agent", - "description": "This agent aggregates results from different models and determines the final answer through majority voting.", - "category": "existing", - "tools": null - } - ], - "events": [ - { - "name": "on_start", - "inputs": [ - { - "key": "math_problem", - "description": "The math problem that needs to be solved." - } - ], - "task": null, - "outputs": [ - { - "key": "math_problem", - "description": "The math problem that needs to be solved.", - "condition": null, - "action": { - "type": "RESULT", - "value": null - } - } - ], - "listen": null, - "agent": null - }, - { - "name": "solve_with_gpt4", - "inputs": [ - { - "key": "math_problem", - "description": "The math problem that needs to be solved." - } - ], - "task": "Solve the math problem using GPT-4 model.", - "outputs": [ - { - "key": "gpt4_solution", - "description": "The solution provided by GPT-4 model.", - "condition": null, - "action": { - "type": "RESULT", - "value": null - } - } - ], - "listen": [ - "on_start" - ], - "agent": { - "name": "Math Solver Agent", - "model": "gpt-4o-2024-08-06" - } - }, - { - "name": "solve_with_claude", - "inputs": [ - { - "key": "math_problem", - "description": "The math problem that needs to be solved." - } - ], - "task": "Solve the math problem using Claude model.", - "outputs": [ - { - "key": "claude_solution", - "description": "The solution provided by Claude model.", - "condition": null, - "action": { - "type": "RESULT", - "value": null - } - } - ], - "listen": [ - "on_start" - ], - "agent": { - "name": "Math Solver Agent", - "model": "claude-3-5-sonnet-20241022" - } - }, - { - "name": "solve_with_deepseek", - "inputs": [ - { - "key": "math_problem", - "description": "The math problem that needs to be solved." - } - ], - "task": "Solve the math problem using Deepseek model.", - "outputs": [ - { - "key": "deepseek_solution", - "description": "The solution provided by Deepseek model.", - "condition": null, - "action": { - "type": "RESULT", - "value": null - } - } - ], - "listen": [ - "on_start" - ], - "agent": { - "name": "Math Solver Agent", - "model": "deepseek/deepseek-chat" - } - }, - { - "name": "aggregate_results", - "inputs": [ - { - "key": "gpt4_solution", - "description": "The solution provided by GPT-4 model." - }, - { - "key": "claude_solution", - "description": "The solution provided by Claude model." - }, - { - "key": "deepseek_solution", - "description": "The solution provided by Deepseek model." - } - ], - "task": "Aggregate the solutions from different models and determine the final answer through majority voting.", - "outputs": [ - { - "key": "final_solution", - "description": "The final solution determined by majority voting.", - "condition": null, - "action": { - "type": "RESULT", - "value": null - } - } - ], - "listen": [ - "solve_with_gpt4", - "solve_with_claude", - "solve_with_deepseek" - ], - "agent": { - "name": "Result Aggregator Agent", - "model": "gpt-4o-2024-08-06" - } - } - ] -} \ No newline at end of file diff --git a/metachain/agents/meta_agent/workflow_form/math_majority_voting.xml b/metachain/agents/meta_agent/workflow_form/math_majority_voting.xml deleted file mode 100644 index 496af76..0000000 --- a/metachain/agents/meta_agent/workflow_form/math_majority_voting.xml +++ /dev/null @@ -1,161 +0,0 @@ - - math_problem_solver_workflow - - math_problem - The math problem that needs to be solved. - - - final_solution - The final solution to the math problem determined by majority voting. - - - - - Math Solver Agent - This agent is specialized in solving math problems using appropriate mathematical methods. - - - Result Aggregator Agent - This agent aggregates results from different models and determines the final answer through majority voting. - - - - - - on_start - - - math_problem - The math problem that needs to be solved. - - - - - math_problem - The math problem that needs to be solved. - - RESULT - - - - - - - solve_with_gpt4 - - - math_problem - The math problem that needs to be solved. - - - Solve the math problem using GPT-4 model. - - - gpt4_solution - The solution provided by GPT-4 model. - - RESULT - - - - - on_start - - - Math Solver Agent - gpt-4o-2024-08-06 - - - - - solve_with_claude - - - math_problem - The math problem that needs to be solved. - - - Solve the math problem using Claude model. - - - claude_solution - The solution provided by Claude model. - - RESULT - - - - - on_start - - - Math Solver Agent - claude-3-5-sonnet-20241022 - - - - - solve_with_deepseek - - - math_problem - The math problem that needs to be solved. - - - Solve the math problem using Deepseek model. - - - deepseek_solution - The solution provided by Deepseek model. - - RESULT - - - - - on_start - - - Math Solver Agent - deepseek/deepseek-chat - - - - - aggregate_results - - - gpt4_solution - The solution provided by GPT-4 model. - - - claude_solution - The solution provided by Claude model. - - - deepseek_solution - The solution provided by Deepseek model. - - - Aggregate the solutions from different models and determine the final answer through majority voting. - - - final_solution - The final solution determined by majority voting. - - RESULT - - - - - solve_with_gpt4 - solve_with_claude - solve_with_deepseek - - - Result Aggregator Agent - gpt-4o-2024-08-06 - - - - \ No newline at end of file diff --git a/metachain/agents/meta_agent/workflow_form/math_reasoning.xml b/metachain/agents/meta_agent/workflow_form/math_reasoning.xml deleted file mode 100644 index 3800c88..0000000 --- a/metachain/agents/meta_agent/workflow_form/math_reasoning.xml +++ /dev/null @@ -1,159 +0,0 @@ - - - problem_path - The URL of the dataset containing math problems to solve: https://huggingface.co/datasets/openai/gsm8k - - - solution_results - The aggregated solution results with majority voting from multiple models - - - - - Data Fetcher Agent - This agent is responsible for downloading and processing the dataset from HuggingFace - - - Math Solver Agent - This agent is specialized in solving mathematical problems step by step - - - Result Aggregator Agent - This agent aggregates solutions from different models and performs majority voting - - - - - - dataset_url - The URL of the GSM8K dataset - https://huggingface.co/datasets/openai/gsm8k - - - - - - fetch_dataset - - problem_path - The URL of the dataset to download - - Download the GSM8K dataset and save it locally - - - dataset_content - The downloaded math problems from the dataset - - RESULT - - - - - Data Fetcher Agent - gpt-4o-2024-08-06 - - - - - solve_with_gpt4 - - dataset_content - The math problems to solve - - Solve the math problems using GPT-4 model - - - gpt4_solutions - Solutions generated by GPT-4 - - RESULT - - - - - fetch_dataset - - - Math Solver Agent - gpt-4-1106-preview - - - - - solve_with_claude - - dataset_content - The math problems to solve - - Solve the math problems using Claude model - - - claude_solutions - Solutions generated by Claude - - RESULT - - - - - fetch_dataset - - - Math Solver Agent - claude-3-opus-20240229 - - - - - solve_with_mixtral - - dataset_content - The math problems to solve - - Solve the math problems using Mixtral model - - - mixtral_solutions - Solutions generated by Mixtral - - RESULT - - - - - fetch_dataset - - - Math Solver Agent - mixtral-8x7b-instruct - - - - - aggregate_results - - model_solutions - Solutions from different models to be aggregated - - Aggregate solutions from all models using majority voting - - - solution_results - Final aggregated solutions with majority voting - - RESULT - - - - - solve_with_gpt4 - solve_with_claude - solve_with_mixtral - - - Result Aggregator Agent - gpt-4o-2024-08-06 - - - - \ No newline at end of file diff --git a/metachain/agents/meta_agent/workflow_form/math_reasoning2.xml b/metachain/agents/meta_agent/workflow_form/math_reasoning2.xml deleted file mode 100644 index a6897cf..0000000 --- a/metachain/agents/meta_agent/workflow_form/math_reasoning2.xml +++ /dev/null @@ -1,167 +0,0 @@ - - - dataset_url - The URL of the math problem dataset on huggingface. - - - - final_result - The final solution of the math problem after majority voting. - - - - - Data Loader Agent - This agent is responsible for downloading and processing the dataset. - - download_file - analyze_data - load_one_instance - - - - - Math Solver Agent - This agent is responsible for solving math problems using different language models. - - - - Result Aggregator Agent - This agent aggregates results from different solvers and performs majority voting. - - - - - - dataset_path - Local path where the dataset will be stored - /workspace/data/math_dataset.json - - - - - - download_data - - dataset_url - The URL of the math problem dataset - - Download the dataset from huggingface and analyze its structure - - - problem_instance - A single math problem instance from the dataset - - RESULT - - - - - Data Loader Agent - gpt-4o-2024-08-06 - - - - - solve_with_gpt4 - - problem_instance - Math problem to solve - - Solve the math problem using GPT-4 - - - gpt4_solution - Solution from GPT-4 model - - RESULT - - - - - download_data - - - Math Solver Agent - gpt-4o-2024-08-06 - - - - - solve_with_claude - - problem_instance - Math problem to solve - - Solve the math problem using Claude - - - claude_solution - Solution from Claude model - - RESULT - - - - - download_data - - - Math Solver Agent - claude-3-5-sonnet-20241022 - - - - - solve_with_palm - - problem_instance - Math problem to solve - - Solve the math problem using PaLM - - - palm_solution - Solution from PaLM model - - RESULT - - - - - download_data - - - Math Solver Agent - palm-2-4-chat-20240125 - - - - - aggregate_results - - solutions - Solutions from all models - - Aggregate solutions using majority voting - - - final_result - Final solution after majority voting - - RESULT - - - - - solve_with_gpt4 - solve_with_claude - solve_with_palm - - - Result Aggregator Agent - gpt-4o-2024-08-06 - - - - \ No newline at end of file diff --git a/metachain/agents/meta_agent/workflow_form/math_reasoning3.json b/metachain/agents/meta_agent/workflow_form/math_reasoning3.json deleted file mode 100644 index 0df491a..0000000 --- a/metachain/agents/meta_agent/workflow_form/math_reasoning3.json +++ /dev/null @@ -1,158 +0,0 @@ -{ - "name": "math_problem_solver_workflow", - "system_input": { - "key": "math_problem", - "description": "The math problem that needs to be solved." - }, - "system_output": { - "key": "final_solution", - "description": "The final solution to the math problem determined through majority voting." - }, - "global_variables": {}, - "agents": [ - { - "name": "Math Solver Agent", - "description": "This agent is specialized in solving math problems using appropriate mathematical methods.", - "category": "existing", - "tools": null - }, - { - "name": "Result Aggregator Agent", - "description": "This agent is specialized in aggregating results from different models and determining the final answer through majority voting.", - "category": "existing", - "tools": null - } - ], - "events": [ - { - "name": "on_start", - "input": { - "key": "math_problem", - "description": "The math problem that needs to be solved." - }, - "task": "Distribute the math problem to parallel solvers.", - "outputs": [ - { - "key": "problem_ready", - "description": "Math problem ready for parallel processing.", - "condition": null, - "action": { - "type": "RESULT", - "value": null - } - } - ], - "listen": null, - "agent": { - "name": "Math Solver Agent", - "model": "gpt-4o-2024-08-06" - } - }, - { - "name": "solve_with_gpt4", - "input": { - "key": "problem_ready", - "description": "Math problem to be solved." - }, - "task": "Solve the math problem using GPT-4 model.", - "outputs": [ - { - "key": "gpt4_solution", - "description": "Solution from GPT-4 model.", - "condition": null, - "action": { - "type": "RESULT", - "value": null - } - } - ], - "listen": [ - "on_start" - ], - "agent": { - "name": "Math Solver Agent", - "model": "gpt-4o-2024-08-06" - } - }, - { - "name": "solve_with_claude", - "input": { - "key": "problem_ready", - "description": "Math problem to be solved." - }, - "task": "Solve the math problem using Claude model.", - "outputs": [ - { - "key": "claude_solution", - "description": "Solution from Claude model.", - "condition": null, - "action": { - "type": "RESULT", - "value": null - } - } - ], - "listen": [ - "on_start" - ], - "agent": { - "name": "Math Solver Agent", - "model": "claude-3-5-sonnet-20241022" - } - }, - { - "name": "solve_with_deepseek", - "input": { - "key": "problem_ready", - "description": "Math problem to be solved." - }, - "task": "Solve the math problem using Deepseek model.", - "outputs": [ - { - "key": "deepseek_solution", - "description": "Solution from Deepseek model.", - "condition": null, - "action": { - "type": "RESULT", - "value": null - } - } - ], - "listen": [ - "on_start" - ], - "agent": { - "name": "Math Solver Agent", - "model": "deepseek/deepseek-chat" - } - }, - { - "name": "aggregate_results", - "input": { - "key": "multiple_solutions", - "description": "Solutions from all three models." - }, - "task": "Aggregate solutions from different models and determine final answer through majority voting.", - "outputs": [ - { - "key": "final_solution", - "description": "Final solution determined through majority voting.", - "condition": null, - "action": { - "type": "RESULT", - "value": null - } - } - ], - "listen": [ - "solve_with_gpt4", - "solve_with_claude", - "solve_with_deepseek" - ], - "agent": { - "name": "Result Aggregator Agent", - "model": "gpt-4o-2024-08-06" - } - } - ] -} \ No newline at end of file diff --git a/metachain/agents/meta_agent/workflow_form/math_reasoning3.xml b/metachain/agents/meta_agent/workflow_form/math_reasoning3.xml deleted file mode 100644 index 1f6beab..0000000 --- a/metachain/agents/meta_agent/workflow_form/math_reasoning3.xml +++ /dev/null @@ -1,148 +0,0 @@ - - math_problem_solver_workflow - - math_problem - The math problem that needs to be solved. - - - final_solution - The final solution to the math problem determined through majority voting. - - - - - Math Solver Agent - This agent is specialized in solving math problems using appropriate mathematical methods. - - - Result Aggregator Agent - This agent is specialized in aggregating results from different models and determining the final answer through majority voting. - - - - - - on_start - - math_problem - The math problem that needs to be solved. - - Distribute the math problem to parallel solvers. - - - problem_ready - Math problem ready for parallel processing. - - RESULT - - - - - Math Solver Agent - gpt-4o-2024-08-06 - - - - - solve_with_gpt4 - - problem_ready - Math problem to be solved. - - Solve the math problem using GPT-4 model. - - - gpt4_solution - Solution from GPT-4 model. - - RESULT - - - - - on_start - - - Math Solver Agent - gpt-4o-2024-08-06 - - - - - solve_with_claude - - problem_ready - Math problem to be solved. - - Solve the math problem using Claude model. - - - claude_solution - Solution from Claude model. - - RESULT - - - - - on_start - - - Math Solver Agent - claude-3-5-sonnet-20241022 - - - - - solve_with_deepseek - - problem_ready - Math problem to be solved. - - Solve the math problem using Deepseek model. - - - deepseek_solution - Solution from Deepseek model. - - RESULT - - - - - on_start - - - Math Solver Agent - deepseek/deepseek-chat - - - - - aggregate_results - - multiple_solutions - Solutions from all three models. - - Aggregate solutions from different models and determine final answer through majority voting. - - - final_solution - Final solution determined through majority voting. - - RESULT - - - - - solve_with_gpt4 - solve_with_claude - solve_with_deepseek - - - Result Aggregator Agent - gpt-4o-2024-08-06 - - - - \ No newline at end of file diff --git a/metachain/agents/meta_agent/workflow_form/math_reasoning4.json b/metachain/agents/meta_agent/workflow_form/math_reasoning4.json deleted file mode 100644 index 1cd428f..0000000 --- a/metachain/agents/meta_agent/workflow_form/math_reasoning4.json +++ /dev/null @@ -1,119 +0,0 @@ -{ - "name": "mining_conditions_workflow", - "system_input": { - "key": "math_problem", - "description": "The math problem that user wants to solve." - }, - "system_output": { - "key": "solution", - "description": "The detailed solution of the math problem, including steps and final answer." - }, - "global_variables": {}, - "agents": [ - { - "name": "Objective Extraction Agent", - "description": "This agent is specialized in analyzing math problems and extracting the main objective or question being asked.", - "category": "new", - "tools": null - }, - { - "name": "Condition Extraction Agent", - "description": "This agent is specialized in identifying and extracting all relevant conditions, given values, and constraints from the math problem.", - "category": "new", - "tools": null - }, - { - "name": "Math Solver Agent", - "description": "This agent is specialized in evaluating whether conditions are sufficient and solving math problems using appropriate mathematical methods.", - "category": "new", - "tools": null - } - ], - "events": [ - { - "name": "on_start", - "input": { - "key": "math_problem", - "description": "The original math problem text." - }, - "task": "Extract the main objective or question from the math problem.", - "outputs": [ - { - "key": "objective", - "description": "The clearly defined objective or question that needs to be solved.", - "condition": null, - "action": { - "type": "RESULT", - "value": null - } - } - ], - "listen": null, - "agent": { - "name": "Objective Extraction Agent", - "model": "gpt-4o-2024-08-06" - } - }, - { - "name": "extract_conditions", - "input": { - "key": "objective", - "description": "The objective of the math problem." - }, - "task": "Extract all relevant conditions, given values, and constraints from the math problem.", - "outputs": [ - { - "key": "conditions", - "description": "List of all identified conditions and constraints.", - "condition": null, - "action": { - "type": "RESULT", - "value": null - } - } - ], - "listen": [ - "on_start" - ], - "agent": { - "name": "Condition Extraction Agent", - "model": "gpt-4o-2024-08-06" - } - }, - { - "name": "evaluate_and_solve", - "input": { - "key": "conditions", - "description": "The extracted conditions and constraints." - }, - "task": "Evaluate if conditions are sufficient and solve the math problem if possible.", - "outputs": [ - { - "key": "insufficient_conditions", - "description": "Conditions are not sufficient to solve the problem.", - "condition": "If the current conditions are not enough to solve the problem.", - "action": { - "type": "GOTO", - "value": "extract_conditions" - } - }, - { - "key": "solution", - "description": "Complete solution with steps and final answer.", - "condition": "If conditions are sufficient to solve the problem.", - "action": { - "type": "RESULT", - "value": null - } - } - ], - "listen": [ - "extract_conditions" - ], - "agent": { - "name": "Math Solver Agent", - "model": "gpt-4o-2024-08-06" - } - } - ] -} \ No newline at end of file diff --git a/metachain/agents/meta_agent/workflow_form/math_reasoning4.xml b/metachain/agents/meta_agent/workflow_form/math_reasoning4.xml deleted file mode 100644 index 7868aa7..0000000 --- a/metachain/agents/meta_agent/workflow_form/math_reasoning4.xml +++ /dev/null @@ -1,113 +0,0 @@ - - mining_conditions_workflow - - math_problem - The math problem that user wants to solve. - - - - solution - The detailed solution of the math problem, including steps and final answer. - - - - - Objective Extraction Agent - This agent is specialized in analyzing math problems and extracting the main objective or question being asked. - - - - Condition Extraction Agent - This agent is specialized in identifying and extracting all relevant conditions, given values, and constraints from the math problem. - - - - Math Solver Agent - This agent is specialized in evaluating whether conditions are sufficient and solving math problems using appropriate mathematical methods. - - - - - - on_start - - math_problem - The original math problem text. - - Extract the main objective or question from the math problem. - - - objective - The clearly defined objective or question that needs to be solved. - - RESULT - - - - - Objective Extraction Agent - gpt-4o-2024-08-06 - - - - - extract_conditions - - objective - The objective of the math problem. - - Extract all relevant conditions, given values, and constraints from the math problem. - - - conditions - List of all identified conditions and constraints. - - RESULT - - - - - on_start - - - Condition Extraction Agent - gpt-4o-2024-08-06 - - - - - evaluate_and_solve - - conditions - The extracted conditions and constraints. - - Evaluate if conditions are sufficient and solve the math problem if possible. - - - insufficient_conditions - Conditions are not sufficient to solve the problem. - If the current conditions are not enough to solve the problem. - - GOTO - extract_conditions - - - - solution - Complete solution with steps and final answer. - If conditions are sufficient to solve the problem. - - RESULT - - - - - extract_conditions - - - Math Solver Agent - gpt-4o-2024-08-06 - - - - \ No newline at end of file diff --git a/metachain/agents/meta_agent/workflow_form/parallelization.xml b/metachain/agents/meta_agent/workflow_form/parallelization.xml deleted file mode 100644 index e69de29..0000000 diff --git a/metachain/agents/meta_agent/workflow_form/prompt_chaining.xml b/metachain/agents/meta_agent/workflow_form/prompt_chaining.xml deleted file mode 100644 index b043cbd..0000000 --- a/metachain/agents/meta_agent/workflow_form/prompt_chaining.xml +++ /dev/null @@ -1,144 +0,0 @@ - - - user_topic - The user's topic that user wants to write a wikipiead-like article about. - - - article - The article that satisfies the user's request. - - - - Web Surfer Agent - This agent is used to search the web for the user's topic. - - - Outline Agent - This agent is used to write an outline for the user's topic. - - - Evaluator Agent - This agent is used to evaluate the outline of the user's topic. - - - Article Writer Agent - This agent is used to write the article for the user's topic. - - - - - on_start - - user_topic - The user's topic that user wants to write a wikipiead-like article about. - - - search the information about the topic and return the result. - - - - search_result - The search result of the user's topic. - - RESULT - - - - - Web Surfer Agent - gpt-4o-2024-08-06 - - - - on_outline - - search_result - The search result of the user's topic. - - - write an outline for the user's topic. - - - - outline - The outline of the user's topic. - - RESULT - - - - - on_start - - - Outline Agent - gpt-4o-2024-08-06 - - - - on_evaluate - - outline - The outline of the user's topic. - - - evaluate the outline of the user's topic. - - - - positive_feedback - The positive feedback of the outline of the user's topic. - - If the outline is good enough, give positive feedback. - - - RESULT - - - - negative_feedback - The negative feedback of the outline of the user's topic. - - If the outline is not good enough, give negative feedback. - - - ABORT - - - - - on_outline - - - Evaluator Agent - gpt-4o-2024-08-06 - - - - on_write - - outline - The outline of user's topic. - - - write the article for the user's topic. - - - - article - The article of the user's topic. - - RESULT - - - - - on_evaluate - - - Article Writer Agent - gpt-4o-2024-08-06 - - - - diff --git a/metachain/agents/plan_agent.py b/metachain/agents/plan_agent.py deleted file mode 100644 index ae48d69..0000000 --- a/metachain/agents/plan_agent.py +++ /dev/null @@ -1,40 +0,0 @@ - - -from metachain.types import Agent -from metachain.tools import ( - get_api_plugin_tools_doc, check_agent, check_tool -) -from metachain.registry import register_agent - -@register_agent(name = "Plan Agent", func_name="get_plan_agent") -def get_plan_agent(model: str): - def instructions(context_variables): - working_dir = context_variables.get("working_dir", None) - return \ -f"""You are a planner working on an agent project named 'metachain' which can generate a coding plan for a given user request. -I want to use existing project code to solve the task. You should use the tools `check_agent` and `check_tool` to carefully go through the existing code to find out whether you should develop a new agent or new tool. -After you have checked the existing code, you should give a detailed plan for developing agents to solve the task based on the existing code, and ask user to confirm or modify the plan. -Finally, after user confirms the plan, you should generate the final coding plan and output it, and transfer the conversation to the 'Programming Triage Agent' to use the plan to execute the task util you finish the task, otherwise I will lose a lot of money. - -Follow the following rules to develop new tools: - -1. If you want to create new tools, you should first create a new file in the `metachain/metachain/tools` directory, write the function, and then add the function to the `metachain/metachain/tools/__init__.py`. Note that when add new tools into `__init__.py`, you first read the file content and keep the original content, then add the new tools into the file. -2. The tool is python functions. -3. When developing a new tool, you should follow the coding style of the existing tools, which means you should write docstring for the function, and add some useful comments to explain the code. -4. Function should usually return a `str` (values will be attempted to be cast as a `str`). -5. If you need to develop a new tool through external API, you should use `get_api_plugin_tools_doc` tool to get the tool doc, such as websearch, news search, financial tools, etc, otherwise you should develop a new tool by yourself. -6. If you need to develop a new tool related to vector database, you should use the pre-built class `Memory` in `/{working_dir}/metachain/metachain/memory/rag_memory.py` to save and retrieve the data. - -Follow the following instructions to develop new agents: - -1. If you want to create new agents, you should first create a new file in the `metachain/metachain/agents` directory, write the function `get_xxx_agent(model: str)`, and then add the function to the `metachain/metachain/agents/__init__.py`. Note that when add new agents into `__init__.py`, you first read the file content and keep the original content, then add the new agents into the file. - -Note that your plan should fit the given rules. -""" - return Agent( - name="Plan Agent", - model=model, - instructions=instructions, - functions=[check_agent, check_tool], - parallel_tool_calls = False - ) \ No newline at end of file diff --git a/metachain/agents/programming_agent.py b/metachain/agents/programming_agent.py deleted file mode 100644 index 75c0c4d..0000000 --- a/metachain/agents/programming_agent.py +++ /dev/null @@ -1,103 +0,0 @@ -from metachain.types import Agent -from metachain.tools import ( - gen_code_tree_structure, execute_command, read_file, create_file, write_file, list_files, create_directory, run_python, code_rag, case_resolved, get_api_plugin_tools_doc -) -from metachain.util import make_message, make_tool_message -from metachain.registry import register_agent -def examples(context_variables): - working_dir = context_variables.get("working_dir", None) - examples_list = [] - examples_list.extend(make_message('user', "Create a list of numbers from 1 to 10, and display them in a web page at port 5000.")) - examples_list.extend(make_message('assistant', "I should first use create_file to write the python code into a file named 'app.py' for starting a web server")) - examples_list.extend(make_tool_message(create_file, {'path': f"/{working_dir}/metachain/app.py", - 'content': """ -from flask import Flask -app = Flask(__name__) - -@app.route('/') -def index(): - numbers = list(range(1, 11)) - return str(numbers) - -if __name__ == '__main__': - app.run(port=5000)"""}, f"File created at: /{working_dir}/metachain/app.py")) - examples_list.extend(make_message('assistant', 'I have created a Python file `app.py` that will display a list of numbers from 1 to 10 when you run it. Let me run the Python file for you using `run_python`')) - examples_list.extend(make_tool_message(run_python, {'code_path': f"/{working_dir}/metachain/app.py"}, f""" -Traceback (most recent call last): - File "/{working_dir}/metachain/app.py", line 2, in - from flask import Flask -ModuleNotFoundError: No module named 'flask'""")) - examples_list.extend(make_message('assistant', "It seems that Flask is not installed. Let me install Flask for you using `execute_command` by the command: pip install flask")) - examples_list.extend(make_tool_message(execute_command, {'command': 'pip install flask'}, """Defaulting to user installation because normal site-packages is not writeable -Collecting flask - Using cached flask-3.0.3-py3-none-any.whl (101 kB) -Collecting blinker>=1.6.2 - Using cached blinker-1.7.0-py3-none-any.whl (13 kB) -Collecting Werkzeug>=3.0.0 - Using cached werkzeug-3.0.2-py3-none-any.whl (226 kB) -Collecting click>=8.1.3 - Using cached click-8.1.7-py3-none-any.whl (97 kB) -Collecting itsdangerous>=2.1.2 - Using cached itsdangerous-2.2.0-py3-none-any.whl (16 kB) -Requirement already satisfied: Jinja2>=3.1.2 in /home/openhands/.local/lib/python3.10/site-packages (from flask) (3.1.3) -Requirement already satisfied: MarkupSafe>=2.0 in /home/openhands/.local/lib/python3.10/site-packages (from Jinja2>=3.1.2->flask) (2.1.5) -Installing collected packages: Werkzeug, itsdangerous, click, blinker, flask -Successfully installed Werkzeug-3.0.2 blinker-1.7.0 click-8.1.7 flask-3.0.3 itsdangerous-2.2.0""")) - examples_list.extend(make_message('assistant', "Now that Flask is installed, let me run the Python file again using `run_python`")) - examples_list.extend(make_tool_message(run_python, {'code_path': f"/{working_dir}/metachain/app.py"}, """* Serving Flask app 'app' - * Debug mode: off -WARNING: This is a development server. Do not use it in a production deployment. Use a production WSGI server instead. - * Running on http://127.0.0.1:5000 -Press CTRL+C to quit""")) - examples_list.extend(make_message('assistant', """The server is running on port 5000 with PID 124. You can access the list of numbers by visiting http://127.0.0.1:5000. Your task is completed.""")) - return examples_list - -@register_agent(name = "Programming Agent", func_name="get_programming_agent") -def get_programming_agent(model: str): - def instructions(context_variables): - working_dir = context_variables.get("working_dir", None) - ret_instructions = \ - f"""You are a programmer working on an agent project named 'metachain' whose path is /{working_dir}/metachain. - - Your can leverage your capabilities by using the specific functions listed below: - - 1. Creating project structures based on the user requirement using function `create_directory`. - 2. Writing clean, efficient, and well-documented code using function `create_file` and `write_file`. - 3. You must run python scripts using function `run_python` rather than using the `execute_command` function. - 4. Exam the project to re-use the existing code snippets as much as possible, you may need to use - functions like `list_files`, `read_file` and `write_file`. - 5. Writing the code into the file when creating new files, do not create empty files. - 6. If you are required to code base on the specific directory, you can use function `code_rag` to search the relatd codes in the specific directory, and remember you could only search one thing (like a function name, a class name, a variable name, etc.) in the codebase at a time. - 7. Before you write code into the existing files, you should first read the file content using function `read_file` and reserve the original content as much as possible. - 8. Decide whether the task requires execution and debugging before moving to the next or not. - 9. Generate the commands to run and test the current task, and the dependencies list for this task. - 10. You only write Python scripts, don't write Jupiter notebooks which require interactive execution. - 11. Note that every path you read, write, or search should be the absolute path (starting with '/'). - - Your task is using existing project to create agents to complete the user request. - If the existing tools or agents are not enough for your task, you should develop new tools or agents. - Follow the following routine: - 1. If there is enough pre-built tools and agents, create a python script in the `/{working_dir}/metachain` folder to run the agent to complete the user request. - 2. If you need to develop new tools, create a new tool in the `/{working_dir}/metachain/metachain/tools` folder. - 3. If you need to develop new agents, create a new agent in the `/{working_dir}/metachain/metachain/agents` folder. - 4. Create a python script in the `/{working_dir}/metachain` folder to run the new agent to complete the user request. - - Note that if you need OPENAI_API_KEY, my key is: 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 - """ - how_to_guides = context_variables.get("how_to_guides", None) - if how_to_guides: - ret_instructions += \ - f""" - If you want to develop new tools or agents, you should follow the following guides: - {how_to_guides} - """ - return ret_instructions - return Agent( - name="Programming Agent", - model=model, - instructions=instructions, - functions=[gen_code_tree_structure, execute_command, read_file, create_file, write_file, list_files, create_directory, run_python, code_rag, get_api_plugin_tools_doc], - # examples=examples, - tool_choice = "auto", - parallel_tool_calls = False - ) \ No newline at end of file diff --git a/metachain/agents/programming_triage_agent.py b/metachain/agents/programming_triage_agent.py deleted file mode 100644 index e0b336b..0000000 --- a/metachain/agents/programming_triage_agent.py +++ /dev/null @@ -1,415 +0,0 @@ -from metachain.types import Agent -from metachain.tools import ( - gen_code_tree_structure, execute_command, read_file, create_file, write_file, list_files, create_directory, run_python, code_rag, case_resolved, get_api_plugin_tools_doc -) -from metachain.util import make_message, make_tool_message -from metachain.registry import register_agent - -@register_agent(name = "Tool Creation Agent", func_name="get_tool_creation_agent") -def get_tool_creation_agent(model: str): - def tool_creation_instructions(context_variables): - working_dir = context_variables.get("working_dir", None) - return \ - f"""You are working on an agent project named 'metachain' whose path is /{working_dir}/metachain. - Your task is to develop new tools in the `/{working_dir}/metachain/metachain/tools` folder. - - Follow the following instructions to develop new tools: - - 1. If you want to create new tools, you should first create a new file in the `metachain/metachain/tools` directory, write the function, and then add the function to the `metachain/metachain/tools/__init__.py`. Note that when add new tools into `__init__.py`, you first read the file content and keep the original content, then add the new tools into the file. - 2. The tool is python functions. - 3. When developing a new tool, you should follow the coding style of the existing tools, which means you should write docstring for the function, and add some useful comments to explain the code. - 4. Function should usually return a `str` (values will be attempted to be cast as a `str`). - 5. If there is any error during the development process, you should use tools to debug the error and fix the error, and you should not transfer the conversation back to the 'Programming Triage Agent' util the error is fixed. - 6. If you need to develop a new tool through external API, you should use `get_api_plugin_tools_doc` tool to get the tool doc, such as websearch, news search, financial tools, etc, otherwise you should develop a new tool by yourself. - 7. If you need to develop a new tool related to vector database, you should use the pre-built class `Memory` in `/{working_dir}/metachain/metachain/memory/rag_memory.py` to save and retrieve the data. - 8. You can add `if __name__ == "__main__":` at the end of the function file to make sure the function can be executed, and after testing all functions you should develop, using `transfer_back_to_programming_triage_agent` function to transfer the conversation back to the 'Programming Triage Agent', note that you should not transfer the conversation back to the 'Programming Triage Agent' util you finish the your task that is to develop all the tools and make sure they can be executed. - - Note that if you need OPENAI_API_KEY, my key is: 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 - """ - return Agent( - name="Tool Creation Agent", - model=model, - instructions=tool_creation_instructions, - functions=[gen_code_tree_structure, execute_command, read_file, create_file, write_file, list_files, create_directory, run_python, code_rag, get_api_plugin_tools_doc], - tool_choice = "auto", - parallel_tool_calls = False - ) - -@register_agent(name = "Agent Creation Agent", func_name="get_agent_creation_agent") -def get_agent_creation_agent(model: str): - def agent_creation_instructions(context_variables): - working_dir = context_variables.get("working_dir", None) - return \ - f"""You are working on an agent project named 'metachain' whose path is /{working_dir}/metachain. - Your task is to develop new agents in the `/{working_dir}/metachain/metachain/agents` folder. - - Follow the following instructions to develop new agents: - - 1. If you want to create new agents, you should first create a new file in the `metachain/metachain/agents` directory, write the function `get_xxx_agent(model: str)`, and then add the function to the `metachain/metachain/agents/__init__.py`. Note that when add new agents into `__init__.py`, you first read the file content and keep the original content, then add the new agents into the file. - 2. In this stage, you should not run the agent, you should only develop the agent. - 3. You may need to develop more than one agent, and in this stage you should not concern the relationship between agents. - 4. After developing a new agent, you should use `transfer_back_to_programming_triage_agent` function to transfer the conversation back to the 'Programming Triage Agent', note that you should not transfer the conversation back to the 'Programming Triage Agent' util you finish the your task that is to develop all the agents. - - - And there is a guide for you to follow: - - """+\ - r"""An `Agent` simply encapsulates a set of `instructions` with a set of `functions` (plus some additional settings below), and has the capability to hand off execution to another `Agent`. - - While it's tempting to personify an `Agent` as "someone who does X", it can also be used to represent a very specific workflow or step defined by a set of `instructions` and `functions` (e.g. a set of steps, a complex retrieval, single step of data transformation, etc). This allows `Agent`s to be composed into a network of "agents", "workflows", and "tasks", all represented by the same primitive. - - ### `Agent` Fields - - | Field | Type | Description | Default | - | ---------------- | ------------------------ | ------------------------------------------------------------ | ---------------------------- | - | **name** | `str` | The name of the agent. | `"Agent"` | - | **model** | `str` | The model to be used by the agent. | `"gpt-4o"` | - | **instructions** | `str` or `func() -> str` | Instructions for the agent, can be a string or a callable returning a string. | `"You are a helpful agent."` | - | **functions** | `List` | A list of functions that the agent can call. | `[]` | - | **tool_choice** | `str` | The tool choice for the agent, if any. | `None` | - - #### Instructions - - `Agent` `instructions` are directly converted into the `system` prompt of a conversation (as the first message). Only the `instructions` of the active `Agent` will be present at any given time (e.g. if there is an `Agent` handoff, the `system` prompt will change, but the chat history will not.) - - ```python - agent = Agent( - instructions="You are a helpful agent." - ) - ``` - - The `instructions` can either be a regular `str`, or a function that returns a `str`. The function can optionally receive a `context_variables` parameter, which will be populated by the `context_variables` passed into `client.run()`. - - ```python - def instructions(context_variables): - user_name = context_variables["user_name"] - return f"Help the user, {user_name}, do whatever they want." - - agent = Agent( - instructions=instructions - ) - response = client.run( - agent=agent, - messages=[{"role":"user", "content": "Hi!"}], - context_variables={"user_name":"John"} - ) - print(response.messages[-1]["content"]) - ``` - - ``` - Hi John, how can I assist you today? - ``` - """ - return Agent( - name="Agent Creation Agent", - model=model, - instructions=agent_creation_instructions, - functions=[gen_code_tree_structure, execute_command, read_file, create_file, write_file, list_files, create_directory, run_python, code_rag], - tool_choice = "auto", - parallel_tool_calls = False - ) - -@register_agent(name = "Workflow Run Agent", func_name="get_workflow_run_agent") -def get_workflow_run_agent(model: str): - def workflow_run_instructions(context_variables): - working_dir = context_variables.get("working_dir", None) - return \ - f"""You are working on an agent project named 'metachain' whose path is /{working_dir}/metachain. - Your task is to run workflows to complete the user request. - - Follow the following instructions to run workflows: - - 1. The workflow is a directed graph represented by a dictionary, with the format: - """ +\ - r""" - { - "type": "object", - "properties": { - "nodes": { - "type": "array", - "items": { - "type": "object", - "properties": { - "agent_name": {"type": "string"}, - "agent_tools": {"type": "array", "items": {"type": "string"}}, - "input": {"type": "string"}, - "output": {"type": "string"}, - "is_start": {"type": "boolean"}, - "is_end": {"type": "boolean"} - }, - "required": ["agent_name", "agent_tools", "input", "output", "is_start", "is_end"], - "additionalProperties": False - } - }, - "edges": { - "type": "array", - "items": { - "type": "object", - "properties": { - "start": {"type": "string"}, - "end": {"type": "string"}, - "description": {"type": "string"} - }, - "required": ["start", "end", "description"], - "additionalProperties": False - } - } - }, - "required": ["nodes", "edges"], - "additionalProperties": False - } - 2. First create a python script named `run_xxx_workflow.py` in the `/{working_dir}/metachain` directory, and the workflow graph should be instantiated by `Graph` class in `metachain/metachain/workflow/flowgraph.py`, using `Graph.from_dict()` method. - 3. After instantiating the workflow graph, you should use `FlowEngine` class in `metachain/metachain/workflow/flowengine.py`, using `FlowEngine(g = g, model=model)` to instantiate the workflow engine. - 4. Then you can use `engine.run_meta(query, context_variables = context_variables, debug = True)` to run the workflow。 - 5. After running the workflow, you should tell the 'Programming Triage Agent' final running results and use `transfer_back_to_programming_triage_agent` function to transfer the conversation back to the 'Programming Triage Agent'. - 6. If there is any error during the running process, you should use tools to debug the error and fix the error, and you should not transfer the conversation back to the 'Programming Triage Agent' util the error is fixed. - - """+\ - r""" - There is an example to run a workflow based on the 'metachain' project: - - ```python - from metachain.workflow import Graph, FlowEngine - from metachain.types import Response - import os - os.environ["OPENAI_API_KEY"] = "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" - model = 'gpt-4o-2024-08-06' - workflow_dict = { - "nodes": [ - { - "agent_name": "user_request", - "agent_tools": [], - "input": "PDF file", - "output": "PDF file", - "is_start": True, - "is_end": False - }, - { - "agent_name": "read_pdf_agent", - "agent_tools": [ - "read_pdf" - ], - "input": "PDF file", - "output": "Extracted text", - "is_start": False, - "is_end": False - }, - { - "agent_name": "chunk_text_agent", - "agent_tools": [ - "chunk_text" - ], - "input": "Extracted text", - "output": "Chunked text", - "is_start": False, - "is_end": False - }, - { - "agent_name": "vectordb_agent", - "agent_tools": [ - "vectordb_save" - ], - "input": "Chunked text", - "output": "Text saved to VectorDB", - "is_start": False, - "is_end": False - }, - { - "agent_name": "retrieve_vectordb_agent", - "agent_tools": [ - "retrieve_vectordb" - ], - "input": "Text saved to VectorDB", - "output": "Method section text", - "is_start": False, - "is_end": False - }, - { - "agent_name": "output", - "agent_tools": [], - "input": "Method section text", - "output": "Description of Method section", - "is_start": False, - "is_end": True - } - ], - "edges": [ - { - "start": "user_request", - "end": "read_pdf_agent", - "description": "Send PDF to be read." - }, - { - "start": "read_pdf_agent", - "end": "chunk_text_agent", - "description": "Send extracted text for chunking." - }, - { - "start": "chunk_text_agent", - "end": "vectordb_agent", - "description": "Save chunked text to VectorDB." - }, - { - "start": "vectordb_agent", - "end": "retrieve_vectordb_agent", - "description": "Retrieve Method section." - }, - { - "start": "retrieve_vectordb_agent", - "end": "output", - "description": "Output of Method section text." - } - ] - } - g = Graph.from_dict(workflow_dict) - engine = FlowEngine(g = g, model=model) - - query = 'I have a paper in the pdf format, and I want to know what the method section is about.' - context_variables = {} - response: Response = engine.run_meta(query, context_variables = context_variables, debug = True) - print(response.messages[-1]['content']) - ``` - """ - return Agent( - name="Workflow Run Agent", - model=model, - instructions=workflow_run_instructions, - functions=[gen_code_tree_structure, execute_command, read_file, create_file, write_file, list_files, create_directory, run_python, code_rag], - tool_choice = "auto", - parallel_tool_calls = False - ) -@register_agent(name = "Agent Run Agent", func_name="get_agent_run_agent") -def get_agent_run_agent(model: str): - def agent_run_instructions(context_variables): - working_dir = context_variables.get("working_dir", None) - return \ - f"""You are working on an agent project named 'metachain' whose path is /{working_dir}/metachain. - Your task is to run agents to complete the user request. - - Follow the following instructions to run agents: - - 1. To complete the user request using 'metachain' project, you need to run the agent by creating a python file named `run_xxx_agent.py` in the 'metachain' directory, and use `run_python` function to run the agent. - 2. If there is any error during the running process, you should use tools to debug the error and fix the error, and you should not transfer the conversation back to the 'Programming Triage Agent' util the error is fixed. - 3. After running the agent, you should tell the 'Programming Triage Agent' final running results and use `transfer_back_to_programming_triage_agent` function to transfer the conversation back to the 'Programming Triage Agent', note that you should not transfer the conversation back to the 'Programming Triage Agent' util you finish the your task that is to run all the agents. - - Note that if you need OPENAI_API_KEY, my key is: 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 - - And there is a guide for you to follow: - - """+\ - r""" - ```python - from metachain import MetaChain - from metachain.agents import get_programming_agent - - client = MetaChain() - programming_agent = get_programming_agent(model) - context_variables = {"key": value} - messages = [{"role": "user", "content": task_instructions}] - response = client.run(agent=programming_agent, messages=messages, context_variables=context_variables, debug=True) - ``` - - ### `client.run()` - - MetaChain's `run()` function is analogous to the `chat.completions.create()` function in the Chat Completions API - it takes `messages` and returns `messages` and saves no state between calls. Importantly, however, it also handles Agent function execution, hand-offs, context variable references, and can take multiple turns before returning to the user. - - At its core, MetaChain's `client.run()` implements the following loop: - - 1. Get a completion from the current Agent - 2. Execute tool calls and append results - 3. Switch Agent if necessary - 4. Update context variables, if necessary - 5. If no new function calls, return - - #### Arguments - - | Argument | Type | Description | Default | - | --------------------- | ------- | ------------------------------------------------------------ | -------------- | - | **agent** | `Agent` | The (initial) agent to be called. | (required) | - | **messages** | `List` | A list of message objects, identical to [Chat Completions `messages`](https://platform.openai.com/docs/api-reference/chat/create#chat-create-messages) | (required) | - | **context_variables** | `dict` | A dictionary of additional context variables, available to functions and Agent instructions | `{}` | - | **max_turns** | `int` | The maximum number of conversational turns allowed | `float("inf")` | - | **model_override** | `str` | An optional string to override the model being used by an Agent | `None` | - | **execute_tools** | `bool` | If `False`, interrupt execution and immediately returns `tool_calls` message when an Agent tries to call a function | `True` | - | **stream** | `bool` | If `True`, enables streaming responses | `False` | - | **debug** | `bool` | If `True`, enables debug logging | `False` | - - Once `client.run()` is finished (after potentially multiple calls to agents and tools) it will return a `Response` containing all the relevant updated state. Specifically, the new `messages`, the last `Agent` to be called, and the most up-to-date `context_variables`. You can pass these values (plus new user messages) in to your next execution of `client.run()` to continue the interaction where it left off – much like `chat.completions.create()`. (The `run_demo_loop` function implements an example of a full execution loop in `/MetaChain/repl/repl.py`.) - - #### `Response` Fields - - | Field | Type | Description | - | --------------------- | ------- | ------------------------------------------------------------ | - | **messages** | `List` | A list of message objects generated during the conversation. Very similar to [Chat Completions `messages`](https://platform.openai.com/docs/api-reference/chat/create#chat-create-messages), but with a `sender` field indicating which `Agent` the message originated from. | - | **agent** | `Agent` | The last agent to handle a message. | - | **context_variables** | `dict` | The same as the input variables, plus any changes. | - """ - return Agent( - name="Agent Run Agent", - model=model, - instructions=agent_run_instructions, - functions=[gen_code_tree_structure, execute_command, read_file, create_file, write_file, list_files, create_directory, run_python, code_rag], - tool_choice = "auto", - parallel_tool_calls = False - ) -@register_agent(name = "Programming Triage Agent", func_name="get_programming_triage_agent") -def get_programming_triage_agent(model: str): - def programming_triage_instructions(context_variables): - working_dir = context_variables.get("working_dir", None) - ret_instructions = \ - f"""You are a programmer working on an agent project named 'metachain' whose path is /{working_dir}/metachain. - - Your overall task is using existing project to create agents or workflows to complete the user request. - - If the existing tools or agents are not enough for your task, you should develop new tools or agents. - And you should determine which agent is best suited to handle the user's request, and transfer the conversation to that agent based on the following routine: - - 1. If you need to develop new tools, transfer the conversation to the 'Tool Creation Agent' to create a new tool in the `/{working_dir}/metachain/metachain/tools` folder using function `transfer_to_tool_creation_agent`. - 2. If you need to develop new agents, transfer the conversation to the 'Agent Creation Agent' to create a new agent in the `/{working_dir}/metachain/metachain/agents` folder using function `transfer_to_agent_creation_agent`. - 3. After there is enough pre-built tools and agents, transfer the conversation to the 'Agent Run Agent' or 'Workflow Run Agent' to create agents or workflows to complete the user request using function `transfer_to_agent_run_agent` or `transfer_to_workflow_run_agent`. - 4. Note that if you should create both new tools and new agents, you should create the new tools first, and then create the new agents. - - Note that if there are not enough pre-built tools, you should develop new tools first, and then develop new agents, and finally run the workflow or agent to complete the user request. - - Once you receive the develop plan, you should not stop util you finish the task. - """ - how_to_guides = context_variables.get("how_to_guides", None) - if how_to_guides: - ret_instructions += \ - f""" - If you want to develop new tools or agents, you should follow the following guides: - {how_to_guides} - """ - return ret_instructions - tool_creation_agent = get_tool_creation_agent(model) - agent_creation_agent = get_agent_creation_agent(model) - workflow_run_agent = get_workflow_run_agent(model) - agent_run_agent = get_agent_run_agent(model) - def transfer_to_tool_creation_agent(input: str): - return tool_creation_agent - def transfer_to_agent_creation_agent(input: str): - return agent_creation_agent - def transfer_to_workflow_run_agent(input: str): - return workflow_run_agent - def transfer_to_agent_run_agent(input: str): - return agent_run_agent - programming_triage_agent = Agent( - name="Programming Triage Agent", - model=model, - instructions=programming_triage_instructions, - functions=[transfer_to_tool_creation_agent, transfer_to_agent_creation_agent, transfer_to_workflow_run_agent, transfer_to_agent_run_agent], - tool_choice = "auto", - parallel_tool_calls = False - ) - def transfer_back_to_programming_triage_agent(): - """Call this function if the existing agent has already finished the sub-task.""" - return programming_triage_agent - tool_creation_agent.functions.append(transfer_back_to_programming_triage_agent) - agent_creation_agent.functions.append(transfer_back_to_programming_triage_agent) - workflow_run_agent.functions.append(transfer_back_to_programming_triage_agent) - agent_run_agent.functions.append(transfer_back_to_programming_triage_agent) - return programming_triage_agent - - -if __name__ == "__main__": - print(agent_creation_instructions({"working_dir": "metachain"})) diff --git a/metachain/agents/tool_agent/agent_editor.py b/metachain/agents/tool_agent/agent_editor.py deleted file mode 100644 index 738be60..0000000 --- a/metachain/agents/tool_agent/agent_editor.py +++ /dev/null @@ -1,38 +0,0 @@ -from metachain.registry import register_agent -from metachain.tools.meta.edit_agents import list_agents, create_agent, delete_agent, run_agent -from metachain.tools.terminal_tools import execute_command -from metachain.types import Agent -from metachain.io_utils import read_file - -@register_agent(name = "Agent Editor Agent", func_name="get_agent_editor_agent") -def get_agent_editor_agent(model: str) -> str: - """ - The agent editor is an agent that can be used to edit the agents. - """ - def instructions(context_variables): - return f"""\ -You are an agent editor agent that can be used to edit the agents. You are working on a Agent framework named MetaChain, and your responsibility is to edit the agents in the MetaChain, so that the agents can be used to help the user with their request. - -The existing agents are shown below: -{list_agents(context_variables)} - -If you want to create a new agent, you should: -1. follow the format of the `get_dummy_agent` below: -```python -{read_file('metachain/agents/dummy_agent.py')} -``` -2. you successfully create the agent only after you have successfully run the agent with the `run_agent` function to satisfy the user's request. - -3. If you encounter any error while creating and running the agent, like dependency missing, you should use the `execute_command` function to install the dependency. - -[IMPORTANT] The `register_plugin_agent` registry function is strictly required for a agent implementation to be recognized by the MetaChain framework. -""" - tool_list = [list_agents, create_agent, delete_agent, run_agent, execute_command] - return Agent( - name="Agent Editor Agent", - model=model, - instructions=instructions, - functions=tool_list, - tool_choice = "required", - parallel_tool_calls = False - ) diff --git a/metachain/agents/tool_agent/meta_plan_agent.py b/metachain/agents/tool_agent/meta_plan_agent.py deleted file mode 100644 index 03b2906..0000000 --- a/metachain/agents/tool_agent/meta_plan_agent.py +++ /dev/null @@ -1,40 +0,0 @@ -from metachain.types import Agent -from pydantic import BaseModel -from metachain.tools.meta.tool_retriever import get_api_plugin_tools_doc -from metachain.tools.meta.search_tools import search_trending_models_on_huggingface, get_hf_model_tools_doc -from metachain.tools.meta.edit_tools import list_tools -from typing import Union -from metachain.environment import DockerEnv, LocalEnv - - -def get_meta_plan_agent(model: str) -> Agent: - def instructions(context_variables): - code_env: Union[DockerEnv, LocalEnv] = context_variables.get("code_env", LocalEnv()) - instructions = f"""\ -You are a helpful planner that can help `Tool Editor Agent` how to use MetaChain to solve the user's request. - -Existing tools you already have: -{list_tools(context_variables)} - -You should first fully understand the user's request, then analyze the existing tools and determine which tools are needed to solve the user's request, finally, you should transfer the conversation to the `Meta Agent` with the plan of using the tools. - -If existing tools are not enough for your task, you should develop new tools. - -1. [IMPORTANT] If you want to use third-party api, especially for some tasks related to Finance, Entertainment, eCommerce, Food, Travel, Sports, you MUST use the `get_api_plugin_tools_doc` tool to search information from existing api documents, it contains how to implement the api and API keys. - - -2. [IMPORTANT] If you want to use Hugging Face models, especially for some tasks related to vision, audio, video, you should use the `search_trending_models_on_huggingface` tool to search trending models related to the specific task on Hugging Face, and then use the `get_hf_model_tools_doc` tool to get the detailed information about the specific model. - -3. [IMPORTANT] As for the tags ['image-text-to-text', 'visual-question-answering', 'video-text-to-text'] and ANY visual tasks, you should use `visual_question_answering` tool instead of Hugging Face models. - -4. [IMPORTANT] You can not use `transfer_back_to_meta_agent_with_plans` util you have fully understood the user's request and have try your best to search information from exsiting resources if you want to create a new tool. -""" - return instructions - return Agent( - name="Meta Plan Agent", - model=model, - instructions=instructions, - functions=[get_api_plugin_tools_doc, search_trending_models_on_huggingface, get_hf_model_tools_doc], - tool_choice = "required", - parallel_tool_calls = False - ) diff --git a/metachain/agents/tool_agent/tool_agent.py b/metachain/agents/tool_agent/tool_agent.py deleted file mode 100644 index c0a5961..0000000 --- a/metachain/agents/tool_agent/tool_agent.py +++ /dev/null @@ -1,100 +0,0 @@ -from metachain.registry import register_agent -from metachain.types import Agent, Result -from metachain.environment import DockerEnv, LocalEnv -from metachain.tools.meta.edit_tools import list_tools -from metachain.agents.tool_agent.tool_editor import get_tool_editor_agent -from typing import Union -from metachain.tools.inner import case_resolved, case_not_resolved -from pydantic import BaseModel -from metachain.util import function_to_json -from metachain.agents.tool_agent.meta_plan_agent import get_meta_plan_agent - -class ToolDescription(BaseModel): - tool_functionalities: str - existing: bool - tool_docs: str - -class ToolPlan(BaseModel): - tool_name: str - tool_description: ToolDescription - -@register_agent(name = "Tool Agent", func_name="get_tool_agent") -def get_tool_agent(model: str) -> Agent: - """ - The tool agent is an agent that can be used to create and run other tools. - """ - def instructions(context_variables): - code_env: Union[DockerEnv, LocalEnv] = context_variables.get("code_env", LocalEnv()) - instructions = f"""\ -You are a helpful assistant that can help the user with their request by creating and running tools in the Metachain agent framework. Your responsibility is to determine which sub-agent is best suited to handle the user's request under the current context, and transfer the conversation to that sub-agent. And you should not stop to try to solve the user's request by transferring to another sub-agent only until the task is completed. - -Your sub-agents are: -1. `Meta Plan Agent`: This agent is used to plan how to use MetaChain to solve the user's request. -2. `Tool Editor Agent`: This agent is used to run and edit tools. - -Existing tools you already have: -{list_tools(context_variables)} - -You should first transfer the conversation to the `Meta Plan Agent` to plan how to use MetaChain to solve the user's request, and the plan should follow the following constraints: - -1. If exising tools are enough for your task, you can directly use them to solve the user's request. - -2. If exising tools are not enough for your task, `Meta Plan Agent` should search information from the resources and plan how to create new tools. - -3. [IMPORTANT] As for the tags ['image-text-to-text', 'visual-question-answering', 'video-text-to-text'] and ANY visual tasks, you should use `visual_question_answering` tool instead of Hugging Face models. -""" - return instructions - - tool_editor_agent: Agent = get_tool_editor_agent(model) - meta_plan_agent: Agent = get_meta_plan_agent(model) - def transfer_to_tool_editor_agent(sub_task: str): - """ - Args: - sub_task: The detailed description of the sub-task that the `Meta Agent` will ask the `Tool Editor Agent` to do. - """ - return tool_editor_agent - def transfer_to_meta_plan_agent(sub_task: str): - """ - Use this function when you want to plan how to use MetaChain to solve the user's request. - Args: - sub_task: The detailed description of the sub-task that the `Meta Agent` will ask the `Meta Plan Agent` to do. - """ - return meta_plan_agent - meta_agent = Agent( - name="Meta Agent", - model=model, - instructions=instructions, - functions=[transfer_to_meta_plan_agent, transfer_to_tool_editor_agent, case_resolved, case_not_resolved], - tool_choice = "required", - parallel_tool_calls = False - ) - - def transfer_back_to_meta_agent(task_status: str): - """ - Args: - task_status: The status of the task that the `Meta Agent` will ask the `Meta Agent` to do. - """ - return meta_agent - def transfer_back_to_meta_agent_with_plans(tool_development_steps: list[ToolPlan]) -> str: - """ - This function is used to plan how to use MetaChain to solve the user's request. You can use this function only after you have fully understood the user's request and have try your best to search information from exsiting resources. - - Args: - tool_development_steps: The steps of tool development. It is a list of dictionaries, each dictionary contains the tools name you should use in the exsiting MetaChain or the tools name you should develop. If the tool is not existing, dictionaries should contain the tool documentation. - """ - tool_str = "\n".join([f"{tool['tool_name']}: {tool['tool_description']['tool_functionalities']} [{tool['tool_description']['existing']}]" for tool in tool_development_steps]) - ret_val = f"""\ - Receiving user's request, I have the following plans to use MetaChain to solve the user's request: - As for using existing tools, I have the following plans: - {tool_str} - """ - return Result( - value=ret_val, - agent=meta_agent - ) - - tool_editor_agent.functions.append(transfer_back_to_meta_agent) - meta_plan_agent.functions.append(transfer_back_to_meta_agent_with_plans) - - return meta_agent - diff --git a/metachain/agents/tool_agent/tool_editor.py b/metachain/agents/tool_agent/tool_editor.py deleted file mode 100644 index 9fb9a6b..0000000 --- a/metachain/agents/tool_agent/tool_editor.py +++ /dev/null @@ -1,143 +0,0 @@ -from metachain.registry import register_agent -from metachain.tools.meta.edit_tools import list_tools, create_tool, delete_tool, run_tool, get_metachain_path -from metachain.tools.meta.tool_retriever import get_api_plugin_tools_doc -from metachain.tools.meta.search_tools import search_trending_models_on_huggingface, get_hf_model_tools_doc -from metachain.types import Agent -from metachain.io_utils import read_file -from metachain.tools.terminal_tools import execute_command - -def get_tool_editor_agent(model: str) -> Agent: - """ - The tool editor is an agent that can be used to edit the tools. - """ - def instructions(context_variables): - return f"""\ -You are a tool editor agent responsible for managing plugin tools in the MetaChain framework. Your core responsibility is to edit, create, and manage plugin tools that can be used by other agents. - -[PLUGIN TOOLS SYSTEM] -- Plugin tools are the building blocks of MetaChain -- All available plugin tools are as follows: -{list_tools(context_variables)} -- Plugin tools can ONLY be executed using `run_tool(tool_name, run_code)` -- NEVER try to import and run tools directly - always use `run_tool` - -[AVAILABLE MANAGEMENT TOOLS] -1. list_tools(): - - Lists all existing plugin tools - - Returns: tool name, arguments, docstring, implementation details - - Use this FIRST to check existing tools - -2. create_tool(tool_name: str, tool_code: str): - - Creates new plugin tools - - Requires proper registration using @register_plugin_tool - -3. run_tool(tool_name: str, run_code: str,): - - REQUIRED method to execute any plugin tool - - Format: run_tool("tool_name", "from metachain.tools import tool_name; print(tool_name(args))") - -4. delete_tool(tool_name: str,): - - Removes existing plugin tools - - Use with caution - -5. get_api_plugin_tools_doc: - - Required for third-party API integrations - - Must be used for Finance, Entertainment, etc. - -6. execute_command: - - Handles system-level operations - - Use for dependency installation - -[CRITICAL PRINCIPLES FOR PLUGIN TOOLS] -1. Tools MUST be abstract, modular, and reusable: - - Use generic function names (e.g., `download_media` instead of `download_youtube_video`) - - Break complex tasks into smaller, reusable components - - Avoid task-specific implementations - - Use parameters instead of hardcoded values - -2. For ALL visual tasks (images, videos, visual analysis): - - MUST use the existing `visual_question_answering` plugin tool - - NO direct implementation of visual processing - - Chain `visual_question_answering` with other tools as needed - -[WORKFLOW FOR PLUGIN TOOL MANAGEMENT] -1. Always start with `list_tools()` to check existing tools -2. For new plugin tools: - a. Design generic, reusable interface - b. Follow the template format: -```python -{read_file('metachain/tools/dummy_tool.py')} -``` - c. Create using `create_tool` - d. Test using `run_tool` - e. Handle dependencies with `execute_command` - -[IMPORTANT RULES] -- ALL tools must be registered with @register_plugin_tool -- ALL tools must have type hints -- Each tool does ONE thing well -- Create modular tools that can be combined -- ALWAYS use `run_tool` to execute plugin tools -- NEVER modify the `visual_question_answering` tool - -[TOOL TESTING EXAMPLE] -Correct way to test a plugin tool: -```python -result = run_tool( - tool_name="your_tool", - run_code="from metachain.tools import your_tool; print(your_tool(param1='value1'))", - context_variables=context_variables -) -``` -""" - tool_list = [list_tools, create_tool, run_tool, delete_tool, get_api_plugin_tools_doc, execute_command] - return Agent( - name="Tool Editor Agent", - model=model, - instructions=instructions, - functions=tool_list, - tool_choice = "required", - parallel_tool_calls = False - ) - - -""" -5. [IMPORTANT] If you want to use Hugging Face models, especially for some tasks related to vision, audio, video, you should use the `search_trending_models_on_huggingface` tool to search trending models related to the specific task on Hugging Face, and then use the `get_hf_model_tools_doc` tool to get the detailed information about the specific model. - -6. [IMPORTANT] As for the tags ['image-text-to-text', 'visual-question-answering', 'video-text-to-text'] and ANY visual tasks, you should use `visual_question_answering` tool instead of Hugging Face models. -""" - -"""\ -You are a tool editor agent that can be used to edit the tools. You are working on a Agent framework named MetaChain, and your responsibility is to edit the tools in the MetaChain, so that the tools can be used by the agents to help the user with their request. - -The existing tools are shown below: -{list_tools(context_variables)} - -If you want to create a new tool, you should: -1. follow the format of the `tool_dummy` below. Note that if the tool should be used with third-part api key, you should write the api key inside the definition of the tool: -```python -{read_file('metachain/tools/dummy_tool.py')} -``` - -2. you successfully create the tool only after you have successfully run the tool with the `run_tool` function, and an example of testing the tool is shown below.: -```python -from metachain.tools import tool_dummy - -if __name__ == "__main__": - ... # some pre-operations - print(run_tool(tool_name="tool_dummy", run_code="from metachain.tools import tool_dummy; print(tool_dummy(args1=args1, args2=args1, ...))")) -``` - -3. If you encounter any error while creating and running the tool, like dependency missing, you should use the `execute_command` function to install the dependency. - -4. [IMPORTANT] If you want to use third-party api, especially for some tasks related to Finance, Entertainment, eCommerce, Food, Travel, Sports, you MUST use the `get_api_plugin_tools_doc` tool to search information from existing api documents, it contains how to implement the api and API keys. - -[IMPORTANT] The `register_plugin_tool` registry function is strictly required for a tool implementation to be recognized by the MetaChain framework. - -[IMPORTANT] The tool you create should be abstract, modular, and reusable. Specifically, the function name must be generic (e.g., -`count_objects` instead of `count_apples`). The function must use parameters instead of hard-coded values. The -function body must be self-contained. - -[IMPORTANT] Explicitly declare input and output data types using type hints. - -[IMPORTANT] For ANY visual tasks related to image and video, you should use `visual_question_answering` tool. -""" \ No newline at end of file diff --git a/metachain/agents/tool_check_agent.py b/metachain/agents/tool_check_agent.py deleted file mode 100644 index 7ff4ebe..0000000 --- a/metachain/agents/tool_check_agent.py +++ /dev/null @@ -1,28 +0,0 @@ -from metachain.types import Agent -from metachain.tools import ( - get_api_plugin_tools_doc, check_tool -) -from metachain.registry import register_agent - - -@register_agent(name = "Tool Check Agent", func_name="get_tool_check_agent") -def get_tool_check_agent(model: str): - def instructions(context_variables): - return \ -f"""You are a developer working on a project named 'metachain'. -You are given a user request and required to use existing project code to solve the task. -Your goal is to enrich the functionality of existing list of tools in the `tools` folder as much as possible, so that once the similar task occurs again, the agent can solve it directly by using the tools without developing new tools. -whether you should develop some new tools to integrate into the agent to directly solve the task. -If you use an external api, you should always develop a new tool, rather than using coding-related tools. -Answer 'Needed' or 'Not needed' first and then give your reason. ('Needed' means you should develop a new tool, 'Not needed' means you should not develop a new tool). -You can use `check_tool` tool to review the existing tools and check whether developing a new tool is needed. -""" - return Agent( - name="Tool Check Agent", - model=model, - instructions=instructions, - functions=[check_tool], - parallel_tool_calls = False - ) - -"""If you need to develop a new tool, you must use `get_tool_doc` tool to get the tool doc.""" \ No newline at end of file diff --git a/metachain/environment/browser_cookies.py b/metachain/environment/browser_cookies.py index ecfa24e..2437f6c 100644 --- a/metachain/environment/browser_cookies.py +++ b/metachain/environment/browser_cookies.py @@ -8,13 +8,6 @@ def load_cookies_from_json(json_path): cookies = json.load(f) return cookies -# COOKIES_LIST = [] -# COOKIES_LIST += load_cookies_from_json(wd / "cookie_json" / "orcid.org.cookies.json") -# COOKIES_LIST += load_cookies_from_json(wd / "cookie_json" / "www.researchgate.net.cookies.json") -# COOKIES_LIST += load_cookies_from_json(wd / "cookie_json" / "github.com.cookies.json") -# COOKIES_LIST += load_cookies_from_json(wd / "cookie_json" / "www.youtube.com.cookies.json") -# COOKIES_LIST += load_cookies_from_json(wd / "cookie_json" / "www.ncbi.nlm.nih.gov.cookies.json") -# COOKIES_LIST += load_cookies_from_json(wd / "cookie_json" / "archive.org.cookies.json") def convert_cookies_to_python(): all_cookies = [] diff --git a/metachain/environment/cookie_json/README.md b/metachain/environment/cookie_json/README.md new file mode 100644 index 0000000..031e7a8 --- /dev/null +++ b/metachain/environment/cookie_json/README.md @@ -0,0 +1,36 @@ +# How to obtain cookie json files + +## What are cookies? +Cookies are small pieces of data stored by websites on users' computers, containing information like login status and preferences. They are essential for web automation as they allow automated browsers to maintain authenticated sessions, skip repeated logins, and simulate real user behavior across multiple page visits. + +## How to organize them in this folder? +We recommend you to use the Google Chrome browser with the extension "Export cookie JSON file for Puppeteer", as show in the following figure: + +![extension](../../../assets/cookies/extension.png) + +1. Go to a specific website and login. +2. Then use the extension to export the cookies, and save it as a json file in the `cookie_json` folder. + +![export](../../../assets/cookies/export.png) + +3. After you have exported all cookies, use the following command to convert them to python code: + +```bash +cd path/to/MetaChain && python metachain/environment/browser_cookies.py +``` + +## Recommended websites + +We recommend you to export the cookies from the following websites: + +- [archive.org](https://archive.org) +- [github.com](https://github.com) +- [nature.com](https://nature.com) +- [orcid.org](https://orcid.org) +- [www.collinsdictionary.com](https://www.collinsdictionary.com) +- [www.jstor.org](https://www.jstor.org) +- [www.ncbi.nlm.nih.gov](https://www.ncbi.nlm.nih.gov) +- [www.pnas.org](https://www.pnas.org) +- [www.reddit.com](https://www.reddit.com) +- [www.researchgate.net](https://www.researchgate.net) +- [www.youtube.com](https://www.youtube.com) diff --git a/metachain/environment/cookie_json/archive.org.cookies.json b/metachain/environment/cookie_json/archive.org.cookies.json deleted file mode 100644 index f608f89..0000000 --- a/metachain/environment/cookie_json/archive.org.cookies.json +++ /dev/null @@ -1,83 +0,0 @@ -[ - { - "name": "donation-identifier", - "value": "8ed6af4cc08b88b68b36fffcb6dd7323", - "domain": ".archive.org", - "path": "/", - "expires": 1741773847.95608, - "httpOnly": false, - "secure": false - }, - { - "name": "abtest-identifier", - "value": "ca9982a6c4240d53598f01665a3c6100", - "domain": ".archive.org", - "path": "/", - "expires": 1741773847.956153, - "httpOnly": false, - "secure": false - }, - { - "name": "test-cookie", - "value": "1", - "domain": ".archive.org", - "path": "/", - "expires": 1734348067.326946, - "httpOnly": false, - "secure": false - }, - { - "name": "g_state", - "value": "{\"i_l\":0}", - "domain": "archive.org", - "path": "/", - "expires": 1748690473, - "httpOnly": false, - "secure": false - }, - { - "name": "logged-in-sig", - "value": "1764674476%201733138476%20Y3yQCmHjxUil%2FcGs%2FgYR6m%2FHA%2F%2FtAtShDsn25N2tNIzvkGr6EkwbEsYEwDTjZ6%2Bu4Iy65eDH5gZVrZayaRZzJEa6R91agNjLC1rmw%2F47W5OXyDVFN5kLX%2Ba2OxNOzEx6Ws%2BLVwFVr%2Bdnbzhdt1vqNTEpECwy14%2Fu4n9qXGANJ5IKEO7pfu4ONymTb0RWH%2B158Wphp0Gluy9bR1a3t3TSGM%2FyhBEa37FJ56ckJJDghwIVsANhhu%2FextDlCDLXDkPtxLrwdX%2FAlbBoNFIeQ5%2BzoJX21KKQVdJxVWzSRLb4LXyFQsvhkpL221qlJ%2FDQER53IrTAIkmxrDI4cfjumUnKTQ%3D%3D", - "domain": ".archive.org", - "path": "/", - "expires": 1764674476.838234, - "httpOnly": false, - "secure": false - }, - { - "name": "logged-in-user", - "value": "jiabintang77%40gmail.com", - "domain": ".archive.org", - "path": "/", - "expires": 1764674476.838343, - "httpOnly": false, - "secure": false - }, - { - "name": "PHPSESSID", - "value": "jteta3bg9mb3t8e6dkp7r6mcd4", - "domain": ".archive.org", - "path": "/", - "expires": -1, - "httpOnly": false, - "secure": false - }, - { - "name": "donation", - "value": "x", - "domain": ".archive.org", - "path": "/", - "expires": 1736767334, - "httpOnly": false, - "secure": false - }, - { - "name": "mp_94085d51c4102efbb82a71d85705cdcf_mixpanel", - "value": "%7B%22distinct_id%22%3A%20%22193871a38b622b1-030839df772cce-1e525636-1fa400-193871a38b71d9a%22%2C%22%24device_id%22%3A%20%22193871a38b622b1-030839df772cce-1e525636-1fa400-193871a38b71d9a%22%2C%22%24initial_referrer%22%3A%20%22%24direct%22%2C%22%24initial_referring_domain%22%3A%20%22%24direct%22%7D", - "domain": ".archive.org", - "path": "/", - "expires": 1764675133, - "httpOnly": false, - "secure": false - } -] \ No newline at end of file diff --git a/metachain/environment/cookie_json/dl-acm-org.eproxy.lib.hku.hk.cookies.json b/metachain/environment/cookie_json/dl-acm-org.eproxy.lib.hku.hk.cookies.json deleted file mode 100644 index 66bce88..0000000 --- a/metachain/environment/cookie_json/dl-acm-org.eproxy.lib.hku.hk.cookies.json +++ /dev/null @@ -1,48 +0,0 @@ -[ - { - "name": "AMCV_4D6368F454EC41940A4C98A6%40AdobeOrg", - "value": "179643557%7CMCIDTS%7C20060%7CMCMID%7C09958998665032490705964449674769238820%7CMCAID%7CNONE%7CMCOPTOUT-1733149186s%7CNONE%7CvVersion%7C5.5.0", - "domain": ".hku.hk", - "path": "/", - "expires": 1767701986.053151, - "httpOnly": false, - "secure": false - }, - { - "name": "ezproxy", - "value": "e1~OilZogbDH4iMWPK", - "domain": ".eproxy.lib.hku.hk", - "path": "/", - "expires": -1, - "httpOnly": true, - "secure": false - }, - { - "name": "ezproxyl", - "value": "OilZogbDH4iMWPK", - 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{'name': '_gh_sess', 'value': 'oUZyg0XEvo5fm%2FC18yV17FMePsGYB4hM9R5q8AgiwOAjTritHx1Ux4jNGjnm7Jaxz99%2FOxD4agIy05dUdG6cnSxRP62NJE7bZxIWFV2W64ekLVCwz7ge2oaRcvVlN4HjVhw5dsl2czpD8Irn%2BZG0Dmw16tH9GZZ4yhaFW5%2Fshmte3DBYsndzLNn4rGje9B3P1IFYyz9sYx23j71xRb9wRjwoLHPYGf4Yp3vRKVAzTp3X6nrjvgr4XGU2N%2BGPH3OYDZQYCIPLckTIEmRg7a0dd2KvU2mfcm%2F%2B9N9%2FNNBFTbKvUhPwWM8kIRpv5WTzU%2FI5Y0qBv71gX2B7nNm%2FtIkWjbWUhgizf%2BpxOHAuhs89sRaicpc9NjasSUISwfxRCoH5evWqVXEifhqQvSU42iR4wkhnRHs%3D--za2vZwPq%2FBJxevj3--tEOzEYASRs0gepJUCIv8Mg%3D%3D', 'domain': 'github.com', 'path': '/', 'expires': -1, 'httpOnly': True, 'secure': True, 'sameSite': 'Lax'}, - {'domain': 'www.nature.com', 'secure': False, 'expirationDate': 1733745572000, 'hostOnly': True, 'name': 'user.uuid.v2', 'httpOnly': False, 'session': False, 'storeId': None, 'value': '"765b07e9-028b-45d1-8abd-baa7b6c88125"', 'path': '/', 'sameSite': 'Lax'}, - {'domain': '.nature.com', 'secure': False, 'hostOnly': False, 'name': 'Hm_lpvt_d38bce82bcb44717ccc29a90c4b781ea', 'httpOnly': False, 'session': True, 'storeId': None, 'value': '1733140842', 'path': '/', 'sameSite': 'Lax'}, - {'domain': '.nature.com', 'secure': False, 'expirationDate': 1764676842000, 'hostOnly': False, 'name': 'ajs_anonymous_id', 'httpOnly': False, 'session': False, 'storeId': None, 'value': '7e4d00ab-3618-46a2-b0fb-c80b189a0584', 'path': '/', 'sameSite': 'Lax'}, - {'domain': '.nature.com', 'secure': False, 'expirationDate': 1764676842000, 'hostOnly': False, 'name': 'ajs_user_id', 'httpOnly': False, 'session': False, 'storeId': None, 'value': 'b1ae7862-b9d6-49c5-a7a5-ad96682ac6dc_SN', 'path': '/', 'sameSite': 'Lax'}, - {'domain': '.nature.com', 'secure': False, 'expirationDate': 1767700841000, 'hostOnly': False, 'name': '_ga_B3E4QL2TPR', 'httpOnly': False, 'session': False, 'storeId': None, 'value': 'GS1.1.1733140776.1.1.1733140841.60.0.0', 'path': '/', 'sameSite': 'Lax'}, - {'domain': '.nature.com', 'secure': False, 'expirationDate': 1767700841000, 'hostOnly': False, 'name': '_ga_ERRNTNZ807', 'httpOnly': False, 'session': False, 'storeId': None, 'value': 'GS1.1.1733140776.1.1.1733140841.60.0.467679787', 'path': '/', 'sameSite': 'Lax'}, - {'domain': '.nature.com', 'secure': False, 'expirationDate': 1767304843000, 'hostOnly': False, 'name': 'cto_bundle', 'httpOnly': False, 'session': False, 'storeId': None, 'value': '5685XF9lQVd1dU4zd2xWRE1uZ3BpQTk3SUVXNkx2bGslMkZwTkZodjRWJTJCcGoyd0JWdiUyQjVlcGkwMVoyWHc4aGxKQkM2N3hyeGI4aFlIRzBZRDNTUTJFb1JYZVhPJTJGMUIlMkZka252a0RPZFdlbld4OU1jaUFrMHN6VDVaREYzSSUyRmFDMEtnb0FoaQ', 'path': '/', 'sameSite': 'Lax'}, - {'domain': '.nature.com', 'secure': True, 'expirationDate': 1766836842000, 'hostOnly': False, 'name': '__gpi', 'httpOnly': False, 'session': False, 'storeId': None, 'value': 'UID=00000fa61060e41d:T=1733140842:RT=1733140842:S=ALNI_Mai2WWloG6liac6hEyJYOSjI3WtCg', 'path': '/', 'sameSite': 'Lax'}, - {'domain': '.nature.com', 'secure': False, 'expirationDate': 1766836841000, 'hostOnly': False, 'name': '_uetvid', 'httpOnly': False, 'session': False, 'storeId': None, 'value': 'e6d7f220b0a411efaac753cc9ddac552', 'path': '/', 'sameSite': 'Lax'}, - {'domain': '.nature.com', 'secure': False, 'expirationDate': 1764676841000, 'hostOnly': False, 'name': 'Hm_lvt_d38bce82bcb44717ccc29a90c4b781ea', 'httpOnly': False, 'session': False, 'storeId': None, 'value': '1733140777', 'path': '/', 'sameSite': 'Lax'}, - {'domain': '.nature.com', 'secure': True, 'expirationDate': 1748692774000, 'hostOnly': False, 'name': '__eoi', 'httpOnly': False, 'session': False, 'storeId': None, 'value': 'ID=1ced890879e93934:T=1733140774:RT=1733140774:S=AA-AfjauQ5O9wXrdBjufrcsmQ-EM', 'path': '/', 'sameSite': 'Lax'}, - {'domain': '.nature.com', 'secure': True, 'expirationDate': 1766836842000, 'hostOnly': False, 'name': '__gads', 'httpOnly': False, 'session': False, 'storeId': None, 'value': 'ID=edf25ef88638a1b3:T=1733140842:RT=1733140842:S=ALNI_MYUdW0s3LG6IOpCKgjBo4gbGPsI1Q', 'path': '/', 'sameSite': 'Lax'}, - {'domain': '.nature.com', 'secure': False, 'expirationDate': 1740916843000, 'hostOnly': False, 'name': '_fbp', 'httpOnly': False, 'session': False, 'storeId': None, 'value': 'fb.1.1733140776577.688163329394303800', 'path': '/', 'sameSite': 'Lax'}, - {'domain': '.nature.com', 'secure': False, 'expirationDate': 1767700841000, 'hostOnly': False, 'name': '_ga', 'httpOnly': False, 'session': False, 'storeId': None, 'value': 'GA1.1.2115119478.1733140776', 'path': '/', 'sameSite': 'Lax'}, - {'domain': '.nature.com', 'secure': False, 'expirationDate': 1733227241000, 'hostOnly': False, 'name': '_uetsid', 'httpOnly': False, 'session': False, 'storeId': None, 'value': 'e6d7f280b0a411efaed4a5384bcc5d88', 'path': '/', 'sameSite': 'Lax'}, - {'domain': '.nature.com', 'secure': False, 'hostOnly': False, 'name': 'HMACCOUNT', 'httpOnly': False, 'session': True, 'storeId': None, 'value': '7B6C1DFC72FE250C', 'path': '/', 'sameSite': 'Lax'}, - {'domain': '.nature.com', 'secure': True, 'expirationDate': 1767700841000, 'hostOnly': False, 'name': 'permutive-id', 'httpOnly': False, 'session': False, 'storeId': None, 'value': '7cbbccaf-2079-4e6d-99fc-186a9db51c90', 'path': '/', 'sameSite': 'Lax'}, - {'domain': '.nature.com', 'secure': False, 'expirationDate': 1767700841000, 'hostOnly': False, 'name': 'permutive-session', 'httpOnly': False, 'session': False, 'storeId': None, 'value': '%7B%22session_id%22%3A%221d3a9243-5c93-4975-ae30-63ca2047b7cf%22%2C%22last_updated%22%3A%222024-12-02T12%3A00%3A41.747Z%22%7D', 'path': '/', 'sameSite': 'Lax'}, - {'domain': '.nature.com', 'secure': False, 'expirationDate': 1764676775000, 'hostOnly': False, 'name': 'sncc', 'httpOnly': False, 'session': False, 'storeId': None, 'value': 'P%3D8%3AV%3D68.0.0%26C%3DC01%2CC02%2CC03%2CC04%26D%3Dtrue', 'path': '/', 'sameSite': 'Lax'}, ] diff --git a/metachain/environment/docker_container.py b/metachain/environment/docker_container.py deleted file mode 100644 index 364ccfe..0000000 --- a/metachain/environment/docker_container.py +++ /dev/null @@ -1,95 +0,0 @@ -import os -import subprocess -from constant import GITHUB_AI_TOKEN, AI_USER, BASE_IMAGES -import time -from metachain.util import run_command_in_container - -def init_container(workplace_name, container_name, test_pull_name = 'test_pull_1010', task_name = 'test_task', git_clone = False, setup_package = 'setup_package'): - # get the current working directory's subfolder path - workplace = os.path.join(os.getcwd(), workplace_name) - - # check if the container exists - container_check_command = ["docker", "ps", "-a", "--filter", f"name={container_name}", "--format", "{{.Names}}"] - existing_container = subprocess.run(container_check_command, capture_output=True, text=True) - - os.makedirs(workplace, exist_ok=True) - # cp_command = ["cp", "tcp_server.py", workplace] - if not os.path.exists(os.path.join(workplace, 'tcp_server.py')): - unzip_command = ["tar", "-xzvf", f"packages/{setup_package}.tar.gz", "-C", workplace] - subprocess.run(unzip_command) - if git_clone: - if not os.path.exists(os.path.join(workplace, 'metachain')): - git_command = ["cd", workplace, "&&", "git", "clone", "-b", test_pull_name, f"https://{AI_USER}:{GITHUB_AI_TOKEN}@github.com/tjb-tech/metachain.git"] - git_command = " ".join(git_command) - - result = subprocess.run(git_command, shell=True) - if result.returncode != 0: - raise Exception(f"Failed to clone the repository. Please check your internet connection and try again.") - # create a new branch - new_branch_name = f"{test_pull_name}_{task_name}" - create_branch_command = f"cd {workplace}/metachain && git checkout -b {new_branch_name}" - result = subprocess.run(create_branch_command, shell=True, capture_output=True, text=True) - if result.returncode != 0: - print(Exception(f"Failed to create and switch to new branch. Error: {result.stderr}")) - switch_branch_command = f"cd {workplace}/metachain && git checkout {new_branch_name}" - result = subprocess.run(switch_branch_command, shell=True, capture_output=True, text=True) - if result.returncode != 0: - raise Exception(f"Failed to switch to new branch. Error: {result.stderr}") - else: - print(f"Successfully switched to new branch: {new_branch_name}") - else: - print(f"Successfully created and switched to new branch: {new_branch_name}") - - if existing_container.stdout.strip() == container_name: - # check if the container is running - running_check_command = ["docker", "ps", "--filter", f"name={container_name}", "--format", "{{.Names}}"] - running_container = subprocess.run(running_check_command, capture_output=True, text=True) - - if running_container.stdout.strip() == container_name: - print(f"Container '{container_name}' is already running. Skipping creation.") - return # container is already running, skip creation - else: - # container exists but is not running, start it - start_command = ["docker", "start", container_name] - subprocess.run(start_command) - print(f"Container '{container_name}' has been started.") - return - - # if the container does not exist, create and start a new container - docker_command = [ - "docker", "run", "-d", "--name", container_name, "--user", "root", - "-v", f"{workplace}:/{workplace_name}", - "-w", f"/{workplace_name}", "-p", "12345:12345", BASE_IMAGES, - "/bin/bash", "-c", - f"python3 /{workplace_name}/tcp_server.py --workplace {workplace_name}" - ] - # execute the docker command - result = subprocess.run(docker_command, capture_output=True, text=True) - if result.returncode != 0: - raise Exception(f"Failed to start container: {result.stderr}") - if wait_for_container_ready(container_name, timeout=60): - print(f"Container '{container_name}' has been created and started.") - -def wait_for_container_ready(container_name, timeout=30): - """using subprocess to check if the container is running""" - start_time = time.time() - - while time.time() - start_time < timeout: - result = subprocess.run( - ["docker", "inspect", "--format", "{{.State.Running}}", container_name], - capture_output=True, - text=True - ) - - if result.returncode == 0 and "true" in result.stdout.lower(): - # 额外检查 tcp_server 是否运行 - try: - result = run_command_in_container('ps aux') - if "tcp_server.py" in result['result']: - return True - except Exception as e: - pass - - time.sleep(1) - - raise TimeoutError(f"Container {container_name} failed to start within {timeout} seconds") \ No newline at end of file diff --git a/metachain/environment/docker_env.py b/metachain/environment/docker_env.py index a5d39bd..dd6963e 100644 --- a/metachain/environment/docker_env.py +++ b/metachain/environment/docker_env.py @@ -52,24 +52,25 @@ class DockerEnv: unzip_command = ["tar", "-xzvf", f"packages/{self.setup_package}.tar.gz", "-C", self.local_workplace] subprocess.run(unzip_command) if self.git_clone: - if not os.path.exists(os.path.join(self.local_workplace, 'metachain')): - git_command = ["cd", self.local_workplace, "&&", "git", "clone", "-b", self.test_pull_name, f"https://{AI_USER}:{GITHUB_AI_TOKEN}@github.com/tjb-tech/metachain.git"] + if not os.path.exists(os.path.join(self.local_workplace, 'MetaChain')): + git_command = ["cd", self.local_workplace, "&&", "git", "clone", "-b", self.test_pull_name, f"https://{AI_USER}:{GITHUB_AI_TOKEN}@github.com/HKUDS/MetaChain.git"] + print(git_command) git_command = " ".join(git_command) result = subprocess.run(git_command, shell=True) if result.returncode != 0: - raise Exception(f"Failed to clone the repository. Please check your internet connection and try again.") - copy_env_command = f"cp .env {self.local_workplace}/metachain" + raise Exception(f"Failed to clone the repository. The error is: {result.stdout}") + copy_env_command = f"cp .env {self.local_workplace}/MetaChain" result = subprocess.run(copy_env_command, shell=True, capture_output=True, text=True) if result.returncode != 0: - raise Exception(f"Failed to copy .env file to the metachain directory. Error: {result.stderr}") + raise Exception(f"Failed to copy .env file to the MetaChain directory. Error: {result.stderr}") # create a new branch new_branch_name = f"{self.test_pull_name}_{self.task_name}" - create_branch_command = f"cd {self.local_workplace}/metachain && git checkout -b {new_branch_name}" + create_branch_command = f"cd {self.local_workplace}/MetaChain && git checkout -b {new_branch_name}" result = subprocess.run(create_branch_command, shell=True, capture_output=True, text=True) if result.returncode != 0: print(Exception(f"Failed to create and switch to new branch. Error: {result.stderr}")) - switch_branch_command = f"cd {self.local_workplace}/metachain && git checkout {new_branch_name}" + switch_branch_command = f"cd {self.local_workplace}/MetaChain && git checkout {new_branch_name}" result = subprocess.run(switch_branch_command, shell=True, capture_output=True, text=True) if result.returncode != 0: raise Exception(f"Failed to switch to new branch. Error: {result.stderr}") diff --git a/metachain/environment/download_helper.py b/metachain/environment/download_helper.py deleted file mode 100644 index d9c9a17..0000000 --- a/metachain/environment/download_helper.py +++ /dev/null @@ -1,76 +0,0 @@ -import os -import shutil -import time -from seleniumbase.config import settings -from seleniumbase.fixtures import constants - -# The "downloads_folder" is a folder for saving downloaded files. -# Works for downloads initiated by Chromium and Firefox WebDriver clicks. -# Browser type doesn't matter if using self.download_file(file_url) -# or self.save_file_as(file_url, new_file_name) -# The "downloads_folder" is cleaned out at the start of each pytest run, -# but there is an option to save existing files in "archived_files". -DOWNLOADS_DIR = constants.Files.DOWNLOADS_FOLDER -abs_path = os.path.abspath("./examples") -downloads_path = os.path.join(abs_path, DOWNLOADS_DIR) - - -def get_downloads_folder(): - return downloads_path - - -def reset_downloads_folder(): - """Clears the downloads folder. - If settings.ARCHIVE_EXISTING_DOWNLOADS is set to True, archives it.""" - downloads_dir = constants.Files.DOWNLOADS_FOLDER - archive_dir = constants.Files.ARCHIVED_DOWNLOADS_FOLDER - if downloads_dir.endswith("/"): - downloads_dir = downloads_dir[:-1] - if downloads_dir.startswith("/"): - downloads_dir = downloads_dir[1:] - if archive_dir.endswith("/"): - archive_dir = archive_dir[:-1] - if archive_dir.startswith("/"): - archive_dir = archive_dir[1:] - if len(downloads_dir) < 10 or len(archive_dir) < 10: - return # Prevent accidental deletions if constants are renamed - archived_downloads_folder = os.path.join(os.getcwd(), archive_dir) + os.sep - if os.path.exists(downloads_path) and not os.listdir(downloads_path) == []: - reset_downloads_folder_assistant(archived_downloads_folder) - if os.path.exists(downloads_path) and os.listdir(downloads_path) == []: - try: - os.rmdir(downloads_path) - except OSError: - pass - if ( - os.path.exists(archived_downloads_folder) - and os.listdir(archived_downloads_folder) == [] - ): - try: - os.rmdir(archived_downloads_folder) - except OSError: - pass - - -def reset_downloads_folder_assistant(archived_downloads_folder): - if not os.path.exists(archived_downloads_folder): - try: - os.makedirs(archived_downloads_folder, exist_ok=True) - except Exception: - pass # Should only be reachable during multi-threaded test runs - new_archived_downloads_sub_folder = "%s/downloads_%s" % ( - archived_downloads_folder, - int(time.time()), - ) - if os.path.exists(downloads_path): - if not os.listdir(downloads_path) == []: - try: - shutil.move(downloads_path, new_archived_downloads_sub_folder) - os.makedirs(downloads_path, exist_ok=True) - except Exception: - pass - if not settings.ARCHIVE_EXISTING_DOWNLOADS: - try: - shutil.rmtree(new_archived_downloads_sub_folder) - except OSError: - pass \ No newline at end of file diff --git a/metachain/environment/new.py b/metachain/environment/new.py deleted file mode 100644 index 1ccb6f0..0000000 --- a/metachain/environment/new.py +++ /dev/null @@ -1,568 +0,0 @@ -import base64 -import io -import logging -import pkgutil -import re -from typing import Literal - -import numpy as np -import PIL.Image -import playwright.sync_api - -from .constants import BROWSERGYM_ID_ATTRIBUTE as BID_ATTR -from .constants import BROWSERGYM_SETOFMARKS_ATTRIBUTE as SOM_ATTR -from .constants import BROWSERGYM_VISIBILITY_ATTRIBUTE as VIS_ATTR - -MARK_FRAMES_MAX_TRIES = 3 - - -logger = logging.getLogger(__name__) - - -class MarkingError(Exception): - pass - - -def _pre_extract( - page: playwright.sync_api.Page, - tags_to_mark: Literal["all", "standard_html"] = "standard_html", - lenient: bool = False, -): - """ - pre-extraction routine, marks dom elements (set bid and dynamic attributes like value and checked) - """ - js_frame_mark_elements = pkgutil.get_data(__name__, "javascript/frame_mark_elements.js").decode( - "utf-8" - ) - - # we can't run this loop in JS due to Same-Origin Policy - # (can't access the content of an iframe from a another one) - def mark_frames_recursive(frame, frame_bid: str): - assert frame_bid == "" or re.match(r"^[a-z][a-zA-Z]*$", frame_bid) - logger.debug(f"Marking frame {repr(frame_bid)}") - - # mark all DOM elements in the frame (it will use the parent frame element's bid as a prefix) - warning_msgs = frame.evaluate( - js_frame_mark_elements, - [frame_bid, BID_ATTR, tags_to_mark], - ) - # print warning messages if any - for msg in warning_msgs: - logger.warning(msg) - - # recursively mark all descendant frames - for child_frame in frame.child_frames: - # deal with detached frames - if child_frame.is_detached(): - continue - # deal with weird frames (pdf viewer in ) - child_frame_elem = child_frame.frame_element() - if not child_frame_elem.content_frame() == child_frame: - logger.warning( - f"Skipping frame '{child_frame.name}' for marking, seems problematic." - ) - continue - # deal with sandboxed frames with blocked script execution - sandbox_attr = child_frame_elem.get_attribute("sandbox") - if sandbox_attr is not None and "allow-scripts" not in sandbox_attr.split(): - continue - child_frame_bid = child_frame_elem.get_attribute(BID_ATTR) - if child_frame_bid is None: - if lenient: - logger.warning("Cannot mark a child frame without a bid. Skipping frame.") - continue - else: - raise MarkingError("Cannot mark a child frame without a bid.") - mark_frames_recursive(child_frame, frame_bid=child_frame_bid) - - # mark all frames recursively - mark_frames_recursive(page.main_frame, frame_bid="") - - -def _post_extract(page: playwright.sync_api.Page): - js_frame_unmark_elements = pkgutil.get_data( - __name__, "javascript/frame_unmark_elements.js" - ).decode("utf-8") - - # we can't run this loop in JS due to Same-Origin Policy - # (can't access the content of an iframe from a another one) - for frame in page.frames: - try: - if not frame == page.main_frame: - # deal with weird frames (pdf viewer in ) - if not frame.frame_element().content_frame() == frame: - logger.warning( - f"Skipping frame '{frame.name}' for unmarking, seems problematic." - ) - continue - # deal with sandboxed frames with blocked script execution - sandbox_attr = frame.frame_element().get_attribute("sandbox") - if sandbox_attr is not None and "allow-scripts" not in sandbox_attr.split(): - continue - # deal with frames without a BID - bid = frame.frame_element().get_attribute(BID_ATTR) - if bid is None: - continue - - frame.evaluate(js_frame_unmark_elements) - except playwright.sync_api.Error as e: - if any(msg in str(e) for msg in ("Frame was detached", "Frame has been detached")): - pass - else: - raise e - - -def extract_screenshot(page: playwright.sync_api.Page): - """ - Extracts the screenshot image of a Playwright page using Chrome DevTools Protocol. - - Args: - page: the playwright page of which to extract the screenshot. - - Returns: - A screenshot of the page, in the form of a 3D array (height, width, rgb). - - """ - - cdp = page.context.new_cdp_session(page) - cdp_answer = cdp.send( - "Page.captureScreenshot", - { - "format": "png", - }, - ) - cdp.detach() - - # bytes of a png file - png_base64 = cdp_answer["data"] - png_bytes = base64.b64decode(png_base64) - with io.BytesIO(png_bytes) as f: - # load png as a PIL image - img = PIL.Image.open(f) - # convert to RGB (3 channels) - img = img.convert(mode="RGB") - # convert to a numpy array - img = np.array(img) - - return img - - -# we could handle more data items here if needed -__BID_EXPR = r"([a-zA-Z0-9]+)" -__DATA_REGEXP = re.compile(r"^browsergym_id_" + __BID_EXPR + r"\s?" + r"(.*)") - - -def extract_data_items_from_aria(string: str, log_level: int = logging.NOTSET): - """ - Utility function to extract temporary data stored in the ARIA attributes of a node - """ - - match = __DATA_REGEXP.fullmatch(string) - if not match: - logger.log( - level=log_level, - msg=f"Failed to extract BrowserGym data from ARIA string: {repr(string)}", - ) - return [], string - - groups = match.groups() - data_items = groups[:-1] - original_aria = groups[-1] - return data_items, original_aria - - -def extract_dom_snapshot( - page: playwright.sync_api.Page, - computed_styles=[], - include_dom_rects: bool = True, - include_paint_order: bool = True, - temp_data_cleanup: bool = True, -): - """ - Extracts the DOM snapshot of a Playwright page using Chrome DevTools Protocol. - - Args: - page: the playwright page of which to extract the screenshot. - computed_styles: whitelist of computed styles to return. - include_dom_rects: whether to include DOM rectangles (offsetRects, clientRects, scrollRects) in the snapshot. - include_paint_order: whether to include paint orders in the snapshot. - temp_data_cleanup: whether to clean up the temporary data stored in the ARIA attributes. - - Returns: - A document snapshot, including the full DOM tree of the root node (including iframes, - template contents, and imported documents) in a flattened array, as well as layout - and white-listed computed style information for the nodes. Shadow DOM in the returned - DOM tree is flattened. - - """ - cdp = page.context.new_cdp_session(page) - dom_snapshot = cdp.send( - "DOMSnapshot.captureSnapshot", - { - "computedStyles": computed_styles, - "includeDOMRects": include_dom_rects, - "includePaintOrder": include_paint_order, - }, - ) - cdp.detach() - - # if requested, remove temporary data stored in the ARIA attributes of each node - if temp_data_cleanup: - pop_bids_from_attribute(dom_snapshot, "aria-roledescription") - pop_bids_from_attribute(dom_snapshot, "aria-description") - - return dom_snapshot - - -def pop_bids_from_attribute(dom_snapshot, attr: str): - try: - target_attr_name_id = dom_snapshot["strings"].index(attr) - except ValueError: - target_attr_name_id = -1 - # run the cleanup only if the target attribute string is present - if target_attr_name_id > -1: - processed_string_ids = set() - for document in dom_snapshot["documents"]: - for node_attributes in document["nodes"]["attributes"]: - i = 0 - # find the target attribute, if any - for i in range(0, len(node_attributes), 2): - attr_name_id = node_attributes[i] - attr_value_id = node_attributes[i + 1] - if attr_name_id == target_attr_name_id: - attr_value = dom_snapshot["strings"][attr_value_id] - # remove any data stored in the target attribute - if attr_value_id not in processed_string_ids: - _, new_attr_value = extract_data_items_from_aria(attr_value) - dom_snapshot["strings"][ - attr_value_id - ] = new_attr_value # update the string in the metadata - processed_string_ids.add( - attr_value_id - ) # mark string as processed (in case several nodes share the same target attribute string value) - attr_value = new_attr_value - # remove target attribute (name and value) if empty - if attr_value == "": - del node_attributes[i : i + 2] - # once target attribute is found, exit the search - break - - -def extract_dom_extra_properties(dom_snapshot): - def to_string(idx): - if idx == -1: - return None - else: - return dom_snapshot["strings"][idx] - - # pre-locate important string ids - try: - bid_string_id = dom_snapshot["strings"].index(BID_ATTR) - except ValueError: - bid_string_id = -1 - try: - vis_string_id = dom_snapshot["strings"].index(VIS_ATTR) - except ValueError: - vis_string_id = -1 - try: - som_string_id = dom_snapshot["strings"].index(SOM_ATTR) - except ValueError: - som_string_id = -1 - - # build the iframe tree (DFS from the first frame) - doc_properties = { - 0: { - "parent": None, - } - } - - docs_to_process = [0] - while docs_to_process: - doc = docs_to_process.pop(-1) # DFS - - children = dom_snapshot["documents"][doc]["nodes"]["contentDocumentIndex"] - for node, child_doc in zip(children["index"], children["value"]): - doc_properties[child_doc] = { - "parent": { - "doc": doc, # parent frame index - "node": node, # node index within the parent frame - } - } - docs_to_process.append(child_doc) - - # recover the absolute x and y position of the frame node in the parent (if any) - parent = doc_properties[doc]["parent"] - if parent: - parent_doc = parent["doc"] - parent_node = parent["node"] - try: - node_layout_idx = dom_snapshot["documents"][parent_doc]["layout"][ - "nodeIndex" - ].index(parent_node) - except ValueError: - node_layout_idx = -1 - if node_layout_idx >= 0: - node_bounds = dom_snapshot["documents"][parent_doc]["layout"]["bounds"][ - node_layout_idx - ] # can be empty? - # absolute position of parent + relative position of frame node within parent - parent_node_abs_x = doc_properties[parent_doc]["abs_pos"]["x"] + node_bounds[0] - parent_node_abs_y = doc_properties[parent_doc]["abs_pos"]["y"] + node_bounds[1] - else: - parent_node_abs_x = 0 - parent_node_abs_y = 0 - else: - parent_node_abs_x = 0 - parent_node_abs_y = 0 - - # get the frame's absolute position, by adding any scrolling offset if any - doc_properties[doc]["abs_pos"] = { - "x": parent_node_abs_x - dom_snapshot["documents"][doc]["scrollOffsetX"], - "y": parent_node_abs_y - dom_snapshot["documents"][doc]["scrollOffsetY"], - } - - document = dom_snapshot["documents"][doc] - doc_properties[doc]["nodes"] = [ - { - "bid": None, # default value, to be filled (str) - "visibility": None, # default value, to be filled (float) - "bbox": None, # default value, to be filled (list) - "clickable": False, # default value, to be filled (bool) - "set_of_marks": None, # default value, to be filled (bool) - } - for _ in enumerate(document["nodes"]["parentIndex"]) - ] # all nodes in document - - # extract clickable property - for node_idx in document["nodes"]["isClickable"]["index"]: - doc_properties[doc]["nodes"][node_idx]["clickable"] = True - - # extract bid and visibility properties (attribute-based) - for node_idx, node_attrs in enumerate(document["nodes"]["attributes"]): - i = 0 - # loop over all attributes - for i in range(0, len(node_attrs), 2): - name_string_id = node_attrs[i] - value_string_id = node_attrs[i + 1] - if name_string_id == bid_string_id: - doc_properties[doc]["nodes"][node_idx]["bid"] = to_string(value_string_id) - if name_string_id == vis_string_id: - doc_properties[doc]["nodes"][node_idx]["visibility"] = float( - to_string(value_string_id) - ) - if name_string_id == som_string_id: - doc_properties[doc]["nodes"][node_idx]["set_of_marks"] = ( - to_string(value_string_id) == "1" - ) - - # extract bbox property (in absolute coordinates) - for node_idx, bounds, client_rect in zip( - document["layout"]["nodeIndex"], - document["layout"]["bounds"], - document["layout"]["clientRects"], - ): - # empty clientRect means element is not actually rendered - if not client_rect: - doc_properties[doc]["nodes"][node_idx]["bbox"] = None - else: - # bounds gives the relative position within the document - doc_properties[doc]["nodes"][node_idx]["bbox"] = bounds.copy() - # adjust for absolute document position - doc_properties[doc]["nodes"][node_idx]["bbox"][0] += doc_properties[doc]["abs_pos"][ - "x" - ] - doc_properties[doc]["nodes"][node_idx]["bbox"][1] += doc_properties[doc]["abs_pos"][ - "y" - ] - - # Note: other interesting fields - # document["nodes"]["parentIndex"] # parent node - # document["nodes"]["nodeType"] - # document["nodes"]["nodeName"] - # document["nodes"]["nodeValue"] - # document["nodes"]["textValue"] - # document["nodes"]["inputValue"] - # document["nodes"]["inputChecked"] - # document["nodes"]["optionSelected"] - # document["nodes"]["pseudoType"] - # document["nodes"]["pseudoIdentifier"] - # document["nodes"]["isClickable"] - # document["textBoxes"] - # document["layout"]["nodeIndex"] - # document["layout"]["bounds"] - # document["layout"]["offsetRects"] - # document["layout"]["scrollRects"] - # document["layout"]["clientRects"] - # document["layout"]["paintOrders"] - - # collect the extra properties of all nodes with a browsergym_id attribute - extra_properties = {} - for doc in doc_properties.keys(): - for node in doc_properties[doc]["nodes"]: - bid = node["bid"] - if bid: - if bid in extra_properties: - logger.warning(f"duplicate {BID_ATTR}={repr(bid)} attribute detected") - extra_properties[bid] = { - extra_prop: node[extra_prop] - for extra_prop in ("visibility", "bbox", "clickable", "set_of_marks") - } - - return extra_properties - - -def extract_all_frame_axtrees(page: playwright.sync_api.Page): - """ - Extracts the AXTree of all frames (main document and iframes) of a Playwright page using Chrome DevTools Protocol. - - Args: - page: the playwright page of which to extract the frame AXTrees. - - Returns: - A dictionnary of AXTrees (as returned by Chrome DevTools Protocol) indexed by frame IDs. - - """ - cdp = page.context.new_cdp_session(page) - - # extract the frame tree - frame_tree = cdp.send( - "Page.getFrameTree", - {}, - ) - - # extract all frame IDs into a list - # (breadth-first-search through the frame tree) - frame_ids = [] - root_frame = frame_tree["frameTree"] - frames_to_process = [root_frame] - while frames_to_process: - frame = frames_to_process.pop() - frames_to_process.extend(frame.get("childFrames", [])) - # extract the frame ID - frame_id = frame["frame"]["id"] - frame_ids.append(frame_id) - - # extract the AXTree of each frame - frame_axtrees = { - frame_id: cdp.send( - "Accessibility.getFullAXTree", - {"frameId": frame_id}, - ) - for frame_id in frame_ids - } - - cdp.detach() - - # extract browsergym data from ARIA attributes - for ax_tree in frame_axtrees.values(): - for node in ax_tree["nodes"]: - data_items = [] - # look for data in the node's "roledescription" property - if "properties" in node: - for i, prop in enumerate(node["properties"]): - if prop["name"] == "roledescription": - data_items, new_value = extract_data_items_from_aria(prop["value"]["value"]) - prop["value"]["value"] = new_value - # remove the "description" property if empty - if new_value == "": - del node["properties"][i] - break - # look for data in the node's "description" (fallback plan) - if "description" in node: - data_items_bis, new_value = extract_data_items_from_aria( - node["description"]["value"] - ) - node["description"]["value"] = new_value - if new_value == "": - del node["description"] - if not data_items: - data_items = data_items_bis - # add the extracted "browsergym" data to the AXTree - if data_items: - (browsergym_id,) = data_items - node["browsergym_id"] = browsergym_id - return frame_axtrees - - -def extract_merged_axtree(page: playwright.sync_api.Page): - """ - Extracts the merged AXTree of a Playwright page (main document and iframes AXTrees merged) using Chrome DevTools Protocol. - - Args: - page: the playwright page of which to extract the merged AXTree. - - Returns: - A merged AXTree (same format as those returned by Chrome DevTools Protocol). - - """ - frame_axtrees = extract_all_frame_axtrees(page) - - cdp = page.context.new_cdp_session(page) - - # merge all AXTrees into one - merged_axtree = {"nodes": []} - for ax_tree in frame_axtrees.values(): - merged_axtree["nodes"].extend(ax_tree["nodes"]) - # connect each iframe node to the corresponding AXTree root node - for node in ax_tree["nodes"]: - if node["role"]["value"] == "Iframe": - frame_id = ( - cdp.send("DOM.describeNode", {"backendNodeId": node["backendDOMNodeId"]}) - .get("node", {}) - .get("frameId", None) - ) - if not frame_id: - logger.warning( - f"AXTree merging: unable to recover frameId of node with backendDOMNodeId {repr(node['backendDOMNodeId'])}, skipping" - ) - # it seems Page.getFrameTree() from CDP omits certain Frames (empty frames?) - # if a frame is not found in the extracted AXTrees, we just ignore it - elif frame_id in frame_axtrees: - # root node should always be the first node in the AXTree - frame_root_node = frame_axtrees[frame_id]["nodes"][0] - assert frame_root_node["frameId"] == frame_id - node["childIds"].append(frame_root_node["nodeId"]) - else: - logger.warning( - f"AXTree merging: extracted AXTree does not contain frameId '{frame_id}', skipping" - ) - - cdp.detach() - - return merged_axtree - - -def extract_focused_element_bid(page: playwright.sync_api.Page): - # this JS code will dive through ShadowDOMs - extract_focused_element_with_bid_script = """\ -() => { - // This recursive function traverses shadow DOMs - function getActiveElement(root) { - const active_element = root.activeElement; - - if (!active_element) { - return null; - } - - if (active_element.shadowRoot) { - return getActiveElement(active_element.shadowRoot); - } else { - return active_element; - } - } - return getActiveElement(document); -}""" - # this playwright code will dive through iFrames - frame = page - focused_bid = "" - while frame: - focused_element = frame.evaluate_handle( - extract_focused_element_with_bid_script, BID_ATTR - ).as_element() - if focused_element: - frame = focused_element.content_frame() - focused_bid = focused_element.get_attribute(BID_ATTR) - else: - frame = None - - return focused_bid \ No newline at end of file diff --git a/metachain/environment/seleniumbase_obs.py b/metachain/environment/seleniumbase_obs.py deleted file mode 100644 index 3d9e808..0000000 --- a/metachain/environment/seleniumbase_obs.py +++ /dev/null @@ -1,491 +0,0 @@ -import base64 -import io -import logging -import re -from typing import Dict, List, Optional - -import numpy as np -import PIL.Image - -logger = logging.getLogger(__name__) - -BID_ATTR = "browsergym_id" -VIS_ATTR = "browsergym_visibility" -SOM_ATTR = "browsergym_set_of_marks" - -class MarkingError(Exception): - pass - -def ensure_cdp_activated(browser): - """确保CDP模式已激活""" - if not hasattr(browser, 'cdp') or browser.cdp is None: - current_url = browser.get_current_url() - browser.activate_cdp_mode(current_url if current_url else "about:blank") - browser.sleep(1) # 等待CDP模式激活 - -def _pre_extract(browser): - """标记DOM元素""" - try: - ensure_cdp_activated(browser) - - # 定义并注入标记函数 - browser.cdp.evaluate(""" - window.markElements = function(frameBid='') { - function markElementsInDocument(doc, bid_prefix='') { - const elements = doc.getElementsByTagName('*'); - for (let element of elements) { - if (!element.hasAttribute('browsergym_id')) { - const bid = bid_prefix + element.tagName.toLowerCase() + '_' + - Math.random().toString(36).substr(2, 9); - element.setAttribute('browsergym_id', bid); - } - } - - // 递归处理所有iframe - const iframes = doc.getElementsByTagName('iframe'); - for (let iframe of iframes) { - try { - const frameDoc = iframe.contentDocument; - if (frameDoc) { - const frameBid = iframe.getAttribute('browsergym_id') || ''; - const sandbox = iframe.getAttribute('sandbox'); - if (!sandbox || sandbox.includes('allow-scripts')) { - markElementsInDocument(frameDoc, frameBid); - } - } - } catch (e) { - // 跨域iframe会抛出错误，忽略即可 - console.log('Cannot access iframe:', e); - } - } - } - - // 从当前文档开始标记 - markElementsInDocument(document, frameBid); - - return true; - }; - """) - - # 执行标记 - success = browser.cdp.evaluate("window.markElements()") - if not success: - raise MarkingError("Failed to mark elements") - - except Exception as e: - raise MarkingError(f"Error marking elements: {str(e)}") - -def extract_dom_snapshot(browser): - """获取DOM快照""" - try: - ensure_cdp_activated(browser) - - # 定义函数 - browser.cdp.evaluate(""" - window.getDOMSnapshot = function() { - const strings = new Map(); - let stringId = 0; - - function getStringId(str) { - if (str === null || str === undefined) return -1; - if (!strings.has(str)) { - strings.set(str, stringId++); - } - return strings.get(str); - } - - function processDocument(doc) { - function processNode(node, parentIndex) { - const nodeData = { - nodeType: [], - nodeName: [], - nodeValue: [], - parentIndex: [], - attributes: [], - contentDocumentIndex: { - index: [], - value: [] - } - }; - - nodeData.nodeType.push(node.nodeType); - nodeData.nodeName.push(getStringId(node.nodeName)); - nodeData.nodeValue.push(getStringId(node.nodeValue)); - nodeData.parentIndex.push(parentIndex); - - const attrs = []; - if (node.attributes) { - for (let attr of node.attributes) { - attrs.push(getStringId(attr.name)); - attrs.push(getStringId(attr.value)); - } - } - nodeData.attributes.push(attrs); - - if (node.nodeType === 1) { // Element node - const iframes = node.getElementsByTagName('iframe'); - for (let i = 0; i < iframes.length; i++) { - try { - const frameDoc = iframes[i].contentDocument; - if (frameDoc) { - nodeData.contentDocumentIndex.index.push(nodeData.nodeType.length - 1); - nodeData.contentDocumentIndex.value.push(1); // Assuming single document for now - } - } catch (e) { - console.log('Cannot access iframe:', e); - } - } - } - - for (let child of node.childNodes) { - const childData = processNode(child, nodeData.nodeType.length - 1); - - nodeData.nodeType.push(...childData.nodeType); - nodeData.nodeName.push(...childData.nodeName); - nodeData.nodeValue.push(...childData.nodeValue); - nodeData.parentIndex.push(...childData.parentIndex); - nodeData.attributes.push(...childData.attributes); - nodeData.contentDocumentIndex.index.push(...childData.contentDocumentIndex.index); - nodeData.contentDocumentIndex.value.push(...childData.contentDocumentIndex.value); - } - - return nodeData; - } - - return processNode(doc.documentElement, -1); - } - - const rootData = processDocument(document); - const stringsArray = Array.from(strings.keys()); - - return { - documents: [{ - nodes: rootData - }], - strings: stringsArray - }; - }; - """) - - # 执行函数 - dom_snapshot = browser.cdp.evaluate("window.getDOMSnapshot()") - - return dom_snapshot - - except Exception as e: - logger.error(f"Error capturing DOM snapshot: {str(e)}") - return {"documents": [], "strings": []} - -def extract_dom_extra_properties(browser) -> Dict: - """获取DOM元素的有意义的额外属性""" - try: - ensure_cdp_activated(browser) - - browser.cdp.evaluate(""" - window.getExtraProperties = function() { - const BID_ATTR = 'browsergym_id'; - const VIS_ATTR = 'browsergym_visibility'; - const SOM_ATTR = 'browsergym_set_of_marks'; - - // 定义重要的标签和属性 - const IMPORTANT_TAGS = new Set([ - 'A', 'BUTTON', 'INPUT', 'SELECT', 'TEXTAREA', 'FORM', - 'IMG', 'VIDEO', 'AUDIO', 'IFRAME', 'LABEL', 'H1', 'H2', - 'H3', 'H4', 'H5', 'H6' - ]); - - const IMPORTANT_ROLES = new Set([ - 'button', 'link', 'checkbox', 'radio', 'textbox', 'combobox', - 'listbox', 'menu', 'menuitem', 'tab', 'tabpanel', 'tree', - 'treeitem', 'dialog', 'alert', 'alertdialog', 'tooltip' - ]); - - function isElementVisible(element) { - const style = window.getComputedStyle(element); - return style.display !== 'none' && - style.visibility !== 'hidden' && - style.opacity !== '0' && - element.offsetWidth > 0 && - element.offsetHeight > 0; - } - - function isElementInteractive(element) { - // 检查是否可交互 - return element.onclick !== null || - element.onmousedown !== null || - element.onmouseup !== null || - element.onkeydown !== null || - element.onkeyup !== null || - element.onchange !== null || - element.onfocus !== null || - element.onblur !== null; - } - - function isElementMeaningful(element) { - // 检查标签是否重要 - if (IMPORTANT_TAGS.has(element.tagName)) return true; - - // 检查角色是否重要 - const role = element.getAttribute('role'); - if (role && IMPORTANT_ROLES.has(role)) return true; - - // 检查是否有重要的ARIA属性 - if (element.hasAttribute('aria-label')) return true; - if (element.hasAttribute('aria-description')) return true; - - // 检查是否可交互 - if (isElementInteractive(element)) return true; - - // 检查是否有有意义的文本内容 - const text = element.textContent.trim(); - if (text && text.length > 1 && !/^[\s\d.,]+$/.test(text)) return true; - - // 检查是否有有意义的图片 - if (element.tagName === 'IMG' && element.alt) return true; - - return false; - } - - function getDocumentProperties(doc, parentFrame = null) { - const properties = {}; - const frameOffset = { - x: 0, - y: 0 - }; - - if (parentFrame) { - const frameRect = parentFrame.getBoundingClientRect(); - frameOffset.x = frameRect.x + window.pageXOffset; - frameOffset.y = frameRect.y + window.pageYOffset; - } - - const elements = doc.querySelectorAll(`[${BID_ATTR}]`); - - elements.forEach(element => { - // 只处理有意义的元素 - if (!isElementMeaningful(element)) return; - - // 只处理可见元素 - if (!isElementVisible(element)) return; - - const bid = element.getAttribute(BID_ATTR); - if (!bid) return; - - let visibility = element.getAttribute(VIS_ATTR); - visibility = visibility ? parseFloat(visibility) : 1.0; - - const rect = element.getBoundingClientRect(); - const bbox = rect ? [ - rect.x + window.pageXOffset + frameOffset.x, - rect.y + window.pageYOffset + frameOffset.y, - rect.width, - rect.height - ] : null; - - // 更精确的可点击检测 - const isClickable = ( - element.tagName === 'BUTTON' || - element.tagName === 'A' || - (element.tagName === 'INPUT' && - ['button', 'submit', 'reset', 'radio', 'checkbox'].includes(element.type)) || - element.getAttribute('role') === 'button' || - isElementInteractive(element) || - window.getComputedStyle(element).cursor === 'pointer' - ); - - const setOfMarks = element.getAttribute(SOM_ATTR) === '1'; - - // 添加额外的有用信息 - const extraInfo = { - tag: element.tagName.toLowerCase(), - type: element.type || null, - role: element.getAttribute('role') || null, - text: element.textContent.trim() || null, - ariaLabel: element.getAttribute('aria-label') || null - }; - - properties[bid] = { - visibility: visibility, - bbox: bbox, - clickable: isClickable, - set_of_marks: setOfMarks, - ...extraInfo - }; - }); - - // 递归处理iframe - const iframes = doc.getElementsByTagName('iframe'); - for (let iframe of iframes) { - try { - const frameDoc = iframe.contentDocument; - if (frameDoc) { - const frameProperties = getDocumentProperties(frameDoc, iframe); - Object.assign(properties, frameProperties); - } - } catch (e) { - console.log('Cannot access iframe:', e); - } - } - - return properties; - } - - return getDocumentProperties(document); - }; - """) - - extra_properties = browser.cdp.evaluate("window.getExtraProperties()") - return extra_properties - - except Exception as e: - logger.error(f"Error extracting extra properties: {str(e)}") - return {} - -def extract_merged_axtree(browser): - """获取更清晰的Accessibility Tree""" - try: - ensure_cdp_activated(browser) - - browser.cdp.evaluate(""" - window.getAccessibilityTree = function() { - let nodeId = 1; - - // 需要忽略的角色 - const IGNORED_ROLES = new Set([ - 'generic', - 'presentation', - 'none', - 'ScrollBar', - 'background' - ]); - - // 需要保留的HTML标签 - const IMPORTANT_TAGS = new Set([ - 'a', 'button', 'input', 'select', 'textarea', 'header', - 'nav', 'main', 'footer', 'form', 'table', 'iframe', - 'h1', 'h2', 'h3', 'h4', 'h5', 'h6' - ]); - - function getElementRole(element) { - // 优先使用aria角色 - const ariaRole = element.getAttribute('role'); - if (ariaRole) return ariaRole; - - // 特殊元素的默认角色 - const tagName = element.tagName.toLowerCase(); - switch (tagName) { - case 'a': return 'link'; - case 'button': return 'button'; - case 'input': - const type = element.type; - if (type === 'checkbox') return 'checkbox'; - if (type === 'radio') return 'radio'; - if (type === 'submit') return 'button'; - return 'textbox'; - case 'select': return 'combobox'; - case 'textarea': return 'textbox'; - case 'img': return 'img'; - case 'table': return 'table'; - default: return tagName; - } - } - - function getElementName(element) { - // 按优先级获取元素名称 - return element.getAttribute('aria-label') || - element.getAttribute('title') || - element.getAttribute('alt') || - element.getAttribute('name') || - element.value || - element.textContent.trim(); - } - - function shouldIncludeElement(element) { - const tagName = element.tagName.toLowerCase(); - const role = getElementRole(element); - - // 检查是否是重要标签 - if (IMPORTANT_TAGS.has(tagName)) return true; - - // 检查是否有重要属性 - if (element.getAttribute('aria-label')) return true; - if (element.getAttribute('role')) return true; - if (element.onclick) return true; - - // 检查是否可交互 - const style = window.getComputedStyle(element); - if (style.cursor === 'pointer') return true; - - // 忽略无用角色 - if (IGNORED_ROLES.has(role)) return false; - - // 忽略空文本节点 - const text = element.textContent.trim(); - if (!text) return false; - - return true; - } - - function processNode(element) { - if (!shouldIncludeElement(element)) return null; - - const role = getElementRole(element); - const name = getElementName(element); - - // 如果既没有有效的角色也没有名称，则跳过 - if ((!role || IGNORED_ROLES.has(role)) && !name) return null; - - const node = { - nodeId: nodeId++, - role: { value: role }, - name: { value: name }, - properties: [], - childIds: [], - backendDOMNodeId: element.getAttribute('browsergym_id') || null, - frameId: element.ownerDocument?.defaultView?.frameElement?.getAttribute('browsergym_id') || null - }; - - // 收集重要的ARIA属性 - for (let attr of element.attributes) { - if (attr.name.startsWith('aria-')) { - node.properties.push({ - name: { value: attr.name }, - value: { value: attr.value } - }); - } - } - - // 递归处理子元素 - for (let child of element.children) { - const childNode = processNode(child); - if (childNode) { - node.childIds.push(childNode.nodeId); - } - } - - return node; - } - - const nodes = []; - function traverse(element) { - const node = processNode(element); - if (node) { - nodes.push(node); - for (let child of element.children) { - traverse(child); - } - } - } - - traverse(document.documentElement); - - return { nodes: nodes }; - }; - """) - - axtree = browser.cdp.evaluate("window.getAccessibilityTree()") - return axtree - - except Exception as e: - logger.error(f"Error getting accessibility tree: {str(e)}") - return {"nodes": []} \ No newline at end of file diff --git a/metachain/environment/utils.py b/metachain/environment/utils.py index f94389e..b920012 100644 --- a/metachain/environment/utils.py +++ b/metachain/environment/utils.py @@ -7,7 +7,7 @@ def setup_metachain(workplace_name: str, env: DockerEnv): if response['status'] == 0: print("Metachain is already installed.") return - cmd = f"cd /{workplace_name}/metachain && pip install -e ." + cmd = f"cd /{workplace_name}/MetaChain && pip install -e ." response = env.run_command(cmd, print_stream) if response['status'] == 0: print("Metachain is installed.") diff --git a/metachain/tools/code_report.py b/metachain/tools/code_report.py deleted file mode 100644 index e13b088..0000000 --- a/metachain/tools/code_report.py +++ /dev/null @@ -1,86 +0,0 @@ -import importlib -import inspect -import os -from typing import Dict, Any, Union -# from metachain.util import run_command_in_container -from metachain.environment import DockerEnv, LocalEnv -from metachain.registry import register_tool - -@register_tool("check_tool") -def check_tool(context_variables) -> str: - """ - Extract tools from existing code. - - Args: - - Returns: - A dictionary containing all function definitions {function name: {'source': function source code, 'file': function file path}} - """ - env: Union[DockerEnv, LocalEnv] = context_variables.get("code_env", LocalEnv()) - python_script = \ -"""import importlib -import inspect -import os -from typing import Dict, Any -def check_tool(): - module = importlib.import_module(f"metachain.tools") - - # obtain all function definitions - functions = {} - for name, obj in inspect.getmembers(module): - if inspect.isfunction(obj): - try: - # get the source code of the function - source = inspect.getsource(obj) - # get the file path of the function definition - file_path = inspect.getfile(obj) - functions[name] = { - "source": source, - "file": file_path - } - except Exception as e: - functions[name] = { - "source": f"Failed to get source code: {str(e)}", - "file": "Unknown" - } - - return functions -print(check_tool()) -""" - exec_script = f"cd {env.docker_workplace}/metachain && python -c '{python_script.strip()}'" - response = env.run_command(exec_script) - if response["status"] == 0: - return response["result"] - else: - return f"Failed to get tool definitions. Error: {response['result']}" - -@register_tool("check_agent") -def check_agent(context_variables) -> str: - """ - Extract agents from existing code. - - Args: - - Returns: - A dictionary containing all agents definitions {agent name: {'source': agent source code, 'file': agent file path}} - """ - env: Union[DockerEnv, LocalEnv] = context_variables.get("code_env", LocalEnv()) - cmd = f"ls -1 {env.docker_workplace}/metachain/metachain/agents" - response = env.run_command(cmd) - if response["status"] == 0: - agents_files = response["result"].split("\n") - else: - return f"Failed to get agent definitions. Error: {response['result']}" - agents = {} - print(agents_files) - for file in agents_files: - if file in ["__init__.py", "", "__pycache__"]: - continue - cmd = f"cat {env.docker_workplace}/metachain/metachain/agents/{file}" - response = env.run_command(cmd) - if response["status"] == 0: - agent_name = file.split(".")[0] - agents[agent_name] = {'source': response["result"], 'file': f"{env.docker_workplace}/metachain/metachain/agents/{file}"} - else: - return f"Failed to get agent definitions. Error: {response['result']}" - return agents diff --git a/metachain/tools/meta/edit_agents.py.back b/metachain/tools/meta/edit_agents.py.back deleted file mode 100644 index deee691..0000000 --- a/metachain/tools/meta/edit_agents.py.back +++ /dev/null @@ -1,415 +0,0 @@ -from metachain.registry import registry -from metachain.environment import LocalEnv, DockerEnv -from typing import Union -from metachain.tools.terminal_tools import ( - create_file, - create_directory, - execute_command, - run_python, - print_stream, - process_terminal_response - ) -from metachain.registry import register_tool -import json -from metachain.tools.meta.edit_tools import get_metachain_path -from string import Formatter -from pydantic import BaseModel -import subprocess -import sys -@register_tool("list_agents") -def list_agents(context_variables): - """ - List all plugin agents in the MetaChain. - Returns: - A list of information of all plugin agents including name, args, docstring, body, return_type, file_path. - """ - env: Union[LocalEnv, DockerEnv] = context_variables.get("code_env", LocalEnv()) - try: - path = get_metachain_path(env) - except Exception as e: - return "[ERROR] Failed to list agents. Error: " + str(e) - python_code = '"from metachain.registry import registry; import json; print(\\"AGENT_LIST_START\\"); print(json.dumps(registry.display_plugin_agents_info, indent=4)); print(\\"AGENT_LIST_END\\")"' - list_agents_cmd = f"cd {path} && DEFAULT_LOG=False python -c {python_code}" - result = env.run_command(list_agents_cmd) - if result['status'] != 0: - return "[ERROR] Failed to list agents. Error: " + result['result'] - try: - output = result['result'] - start_marker = "AGENT_LIST_START" - end_marker = "AGENT_LIST_END" - start_idx = output.find(start_marker) + len(start_marker) - end_idx = output.find(end_marker) - - if start_idx == -1 or end_idx == -1: - return "[ERROR] Failed to parse agent list: markers not found" - - json_str = output[start_idx:end_idx].strip() - return json_str - except Exception as e: - return f"[ERROR] Failed to process output: {str(e)}" - -@register_tool("create_agent_old") -def create_agent_old(agent_func: str, agent_code: str, context_variables): - """ - Create a new plugin agent. - Args: - agent_func: The name of the function of getting the new agent. - agent_code: The code of creating the new agent. (You should strictly follow the format of the template given to you to create the new agent.) - Returns: - A string representation of the result of the agent creation. - """ - env: Union[LocalEnv, DockerEnv] = context_variables.get("code_env", LocalEnv()) - try: - path = get_metachain_path(env) - except Exception as e: - return "[ERROR] Failed to list agents. Error: " + str(e) - - agents_dir = path + "/metachain/agents" - try: - msg = create_file(agents_dir + "/" + agent_func + ".py", agent_code, context_variables) - if msg.startswith("Error creating file:"): - return "[ERROR] Failed to create agent. Error: " + msg - return "[SUCCESS] Successfully created agent: " + agent_func + " in " + agents_dir + "/" + agent_func + ".py" - except Exception as e: - return "[ERROR] Failed to create agent. Error: " + str(e) - -@register_tool("delete_agent") -def delete_agent(agent_name: str, context_variables): - """ - Delete a plugin agent. - Args: - agent_name: The name of the agent to be deleted. - Returns: - A string representation of the result of the agent deletion. - """ - env: Union[LocalEnv, DockerEnv] = context_variables.get("code_env", LocalEnv()) - try: - agent_list = list_agents(context_variables) - if agent_list.startswith("[ERROR]"): - return "[ERROR] Failed to list agents. Error: " + agent_list - agent_dict = json.loads(agent_list) - if agent_name in agent_dict.keys(): - agent_info = agent_dict[agent_name] - else: - return "[ERROR] The agent " + agent_name + " does not exist." - except Exception as e: - return "[ERROR] Before deleting a agent, you should list all agents first. But the following error occurred: " + str(e) - - agent_path = agent_info['file_path'] - try: - result = env.run_command(f"rm {agent_path}") - if result['status'] != 0: - return f"[ERROR] Failed to delete agent: `{agent_name}`. Error: " + result['result'] - return f"[SUCCESS] Successfully deleted agent: `{agent_name}`." - except Exception as e: - return f"[ERROR] Failed to delete agent: `{agent_name}`. Error: " + str(e) - -@register_tool("run_agent") -@process_terminal_response -def run_agent(agent_name: str, model: str, query: str, ctx_vars: dict, context_variables): - """ - Run a plugin agent. - Args: - agent_name: The name of the agent. - model: The model to be used for the agent. - query: The query to be used for the agent. - ctx_vars: The global context variables to be used for the agent. - Returns: - A string representation of the result of the agent run. - """ - env: Union[LocalEnv, DockerEnv] = context_variables.get("code_env", LocalEnv()) - try: - path = get_metachain_path(env) - except Exception as e: - return "[ERROR] Failed to get the path of the MetaChain. Error: " + str(e) - - try: - agent_list = list_agents(context_variables) - if agent_list.startswith("[ERROR]"): - return "[ERROR] Failed to list agents. Error: " + agent_list - agent_dict = json.loads(agent_list) - if agent_name in agent_dict.keys(): - agent_info = agent_dict[agent_name] - agent_func = agent_info['func_name'] - else: - return "[ERROR] The agent " + agent_name + " does not exist." - except Exception as e: - return "[ERROR] Before running a agent, you should list all agents first. But the following error occurred: " + str(e) - ctx_vars_str = "" - for key, value in ctx_vars.items(): - ctx_vars_str += f"{key}={value} " - try: - run_cmd = f'cd {path} && DEFAULT_LOG=False mc agent --model={model} --agent_func={agent_func} --query="{query}" {ctx_vars_str}' - result = env.run_command(run_cmd, print_stream) - # if result['status'] != 0: - # return f"[ERROR] Failed to run agent: `{agent_func}`. Error: " + result['result'] - # return f"[SUCCESS] Successfully run agent: `{agent_func}`. The result is: \n{result['result']}" - return result - except Exception as e: - return "[ERROR] Failed to run the agent. Error: " + str(e) - -def has_format_keys(s): - formatter = Formatter() - return any(tuple_item[1] is not None for tuple_item in formatter.parse(s)) -def extract_format_keys(s): - formatter = Formatter() - ret_list = [] - for tuple_item in formatter.parse(s): - if tuple_item[1] is not None and tuple_item[1] not in ret_list: - ret_list.append(tuple_item[1]) - return ret_list -@register_tool("create_agent") -def create_agent(agent_name: str, agent_description: str, agent_tools: list[str], agent_instructions: str, context_variables): - """ - Use this tool to create a new agent or modify an existing agent. - - Args: - agent_name: The name of the agent. - agent_description: The description of the agent. - agent_tools: The tools of the agent. The tools MUST be included in the list of given tools. - agent_instructions: The system instructions of the agent, which tells the agent about the responsibility of the agent, the tools it can use and other important information. It could be a pure string or a string with the format of {global_keys}, where the global keys are the keys of the variables that are given to the agent. - - Returns: - A string representation of the result of the agent creation or modification. - """ - tools_str = "" - code_env: Union[LocalEnv, DockerEnv] = context_variables.get("code_env", LocalEnv()) - try: - path = get_metachain_path(code_env) - except Exception as e: - return "[ERROR] Failed to list agents. Error: " + str(e) - - agents_dir = path + "/metachain/agents" - - for tool in agent_tools: - tools_str += f"from metachain.tools import {tool}\n" - agent_func = f"get_{agent_name.lower().replace(' ', '_')}" - if has_format_keys(agent_instructions): - format_keys = extract_format_keys(agent_instructions) - format_keys_values = [] - for fk in format_keys: - format_keys_values.append(f"{fk}=context_variables.get('{fk}', '')") - format_keys_values_str = ", ".join(format_keys_values) - instructions_str = f"""\ -def instructions(context_variables): - return {repr(agent_instructions)}.format({format_keys_values_str}) -""" - else: - instructions_str = f"""instructions = {repr(agent_instructions)}""" - tool_list = "[{}]".format(', '.join(f'{tool}' for tool in agent_tools)) - - create_codes = f"""\ -from metachain.types import Agent -{tools_str} -from metachain.registry import register_plugin_agent - -@register_plugin_agent(name="{agent_name}", func_name="{agent_func}") -def {agent_func}(model: str): - ''' - {agent_description} - ''' - {instructions_str} - return Agent( - name="{agent_name}", - model=model, - instructions=instructions, - tools={tool_list} - ) - -""" - # print(create_codes) - # with open(f"metachain/agents/{agent_name.lower().replace(' ', '_')}.py", "w", encoding="utf-8") as f: - # f.write(create_codes) - try: - msg = create_file(agents_dir + "/" + agent_name.lower().replace(' ', '_') + ".py", create_codes, context_variables) - if msg.startswith("Error creating file:"): - return "[ERROR] Failed to create agent. Error: " + msg - result = code_env.run_command('cd {} && python metachain/agents/{}.py'.format(path, agent_name.lower().replace(' ', '_'))) - if result['status'] != 0: - return "[ERROR] Failed to create agent. Error: " + result['result'] - return "Successfully created agent: " + agent_func + " in " + agents_dir + "/" + agent_name.lower().replace(' ', '_') + ".py" - except Exception as e: - return "[ERROR] Failed to create agent. Error: " + str(e) - -class SubAgent(BaseModel): - name: str - agent_input: str - agent_output: str -@register_tool("create_orchestrator_agent") -def create_orchestrator_agent(agent_name: str, agent_description: str, sub_agents: list[SubAgent], agent_instructions: str, context_variables): - """ - Use this tool to create a orchestrator agent for the given sub-agents. You MUST use this tool when you need to create TWO or MORE agents and regard them as a whole to complete a task. - - Args: - agent_name: The name of the orchestrator agent for the given sub-agents. - agent_description: The description of the orchestrator agent. - sub_agents: The list of sub-agents. Each sub-agent contains the name of the sub-agent, the input of the sub-agent and the output of the sub-agent. - agent_instructions: The system instructions of the orchestrator agent, which tells the agent about the responsibility of the agent (orchestrate the workflow of the given sub-agents), the given sub-agents and other important information. It could be a pure string or a string with the format of {global_keys}, where the global keys are the keys of the variables that are given to the agent. - - Returns: - A string representation of the result of the agent creation or modification. - """ - - code_env: Union[LocalEnv, DockerEnv] = context_variables.get("code_env", LocalEnv()) - try: - path = get_metachain_path(code_env) - except Exception as e: - return "[ERROR] Failed to list agents. Error: " + str(e) - - agents_dir = path + "/metachain/agents" - agent_list = list_agents(context_variables) - if agent_list.startswith("[ERROR]"): - return "Failed to list agents. Error: " + agent_list - agent_dict = json.loads(agent_list) - sub_agent_info = [agent_dict[sub_agent["name"]] for sub_agent in sub_agents] - import_agent_str = "" - for ainfo in sub_agent_info: - import_agent_str += f""" - from metachain.agents import {ainfo['func_name']} -""" - if has_format_keys(agent_instructions): - format_keys = extract_format_keys(agent_instructions) - format_keys_values = [] - for fk in format_keys: - format_keys_values.append(f"{fk}=context_variables.get('{fk}', '')") - format_keys_values_str = ", ".join(format_keys_values) - instructions_str = f"""\ -def instructions(context_variables): - return {repr(agent_instructions)}.format({format_keys_values_str}) -""" - else: - instructions_str = f"""instructions = {repr(agent_instructions)}""" - orchestrator_agent_def = f""" - {agent_name.lower().replace(' ', '_')} = Agent( - name="{agent_name}", - model=model, - instructions=instructions, - ) -""" - sub_agent_funcs = [ainfo['func_name'] for ainfo in sub_agent_info] - get_sub_agents = "" - transfer_sub_agent_func = "" - transfer_back_to_orchestrator_func = "" - transfer_funcs_str = [] - for sub_agent_func, sub_agent in zip(sub_agent_funcs, sub_agents): - get_sub_agents += f""" - {sub_agent_func.replace('get_', '')}: Agent = {sub_agent_func}(model) -""" - transfer_sub_agent_func += f""" - def transfer_to_{sub_agent_func.replace('get_', '')}({sub_agent["agent_input"]}): - return Result(value = {sub_agent["agent_input"]}, agent = {sub_agent_func.replace('get_', '')}) -""" - transfer_funcs_str.append(f"transfer_to_{sub_agent_func.replace('get_', '')}") - transfer_back_to_orchestrator_func += f""" - def transfer_back_to_{agent_name.lower().replace(' ', '_')}({sub_agent["agent_input"]}): - return Result(value = {sub_agent["agent_input"]}, agent = {agent_name.lower().replace(' ', '_')}) - {sub_agent_func.replace('get_', '')}.functions.append(transfer_back_to_{agent_name.lower().replace(' ', '_')}) -""" - - agent_func = f"get_{agent_name.lower().replace(' ', '_')}" - - - - create_codes = f"""\ -from metachain.types import Agent -from metachain.registry import register_plugin_agent -from metachain.types import Result - -@register_plugin_agent(name = "{agent_name}", func_name="{agent_func}") -def {agent_func}(model: str): - ''' - {agent_description} - ''' - {import_agent_str} - {instructions_str} - {orchestrator_agent_def} - - {get_sub_agents} - {transfer_sub_agent_func} - {transfer_back_to_orchestrator_func} - - {agent_name.lower().replace(' ', '_')}.functions = [{", ".join(transfer_funcs_str)}] - return {agent_name.lower().replace(' ', '_')} -""" - # print(create_codes) - # with open(f"metachain/agents/{agent_name.lower().replace(' ', '_')}.py", "w", encoding="utf-8") as f: - # f.write(create_codes) - try: - msg = create_file(agents_dir + "/" + agent_name.lower().replace(' ', '_') + ".py", create_codes, context_variables) - if msg.startswith("Error creating file:"): - return "[ERROR] Failed to create agent. Error: " + msg - result = code_env.run_command('cd {} && python metachain/agents/{}.py'.format(path, agent_name.lower().replace(' ', '_'))) - if result['status'] != 0: - return "[ERROR] Failed to create agent. Error: " + result['result'] - return "Successfully created agent: " + agent_func + " in " + agents_dir + "/" + agent_name.lower().replace(' ', '_') + ".py" - except Exception as e: - return "[ERROR] Failed to create agent. Error: " + str(e) - -def read_agent(agent_name: str, context_variables: dict): - try: - env: Union[LocalEnv, DockerEnv] = context_variables.get("code_env", LocalEnv()) - try: - path = get_metachain_path(env) - except Exception as e: - return "[ERROR] Failed to get the path of the MetaChain. Error: " + str(e) - agent_list = list_agents(context_variables) - if agent_list.startswith("[ERROR]"): - return "Failed to list agents. Error: " + agent_list - agent_dict = json.loads(agent_list) - if agent_name not in agent_dict.keys(): - return "[ERROR] The agent " + agent_name + " does not exist." - agent_info = agent_dict[agent_name] - ret_val = f"""\ - The information of the agent {agent_name} is: - {agent_info} - """ - return ret_val - except Exception as e: - return "[ERROR] Failed to read the agent. Error: " + str(e) - - -if __name__ == "__main__": - # print(list_agents({})) - from litellm import completion - from metachain.util import function_to_json - tools = [function_to_json(create_agent)] - messages = [ - {"role": "system", "content": "You are a helpful assistant."}, - {"role": "user", "content": """\ -Create an Personalized RAG agent that can answer the question about the given document. There are some tools you can use: -- save_raw_docs_to_vector_db: Save the raw documents to the vector database. The documents could be: - - ANY text document with the extension of pdf, docx, txt, etcs. - - A zip file containing multiple text documents - - a directory containing multiple text documents - All documents will be converted to raw text format and saved to the vector database in the chunks of 4096 tokens. -- query_db: Retrieve information from the database. Use this function when you need to search for information in the database. -- modify_query: Modify the query based on what you know. Use this function when you need to modify the query to search for more relevant information. -- answer_query: Answer the user query based on the supporting documents. -- can_answer: Check if you have enough information to answer the user query. -- visual_question_answering: This tool is used to answer questions about attached images or videos. - -There are some global variables you can use: -glbal_keys | global_vals ------------|----------- -user_name | "Jiabin Tang" -user_email | "jiabin.tang@gmail.com" - -[IMPORTANT] NOT ALL tools are required to be used. You can choose the tools that you think are necessary. - """}, - ] - for tool in tools: - params = tool["function"]["parameters"] - params["properties"].pop("context_variables", None) - if "context_variables" in params["required"]: - params["required"].remove("context_variables") - # response = completion( - # model="claude-3-5-sonnet-20241022", - # messages=messages, - # tools=tools, - # tool_choice="auto", # auto is default, but we'll be explicit - # ) - # print("\nLLM Response1:\n", response.choices[0].message.tool_calls) - # args = json.loads(response.choices[0].message.tool_calls[0].function.arguments) - # create_agent(args["agent_name"], args["agent_description"], args["agent_tools"], args["agent_instructions"], {}) - # print(list_agents({})) - print(create_orchestrator_agent("Orchestrator Coding RAG Agent", "An Orchestrator Agent that orchestrates the workflow of the codig agent and the RAG agent.", [{"name": "Personalized RAG Agent", "agent_input": "doc_query", "agent_output": "queried_doc_content"}, {"name": "Coding Agent", "agent_input": "coding_query", "agent_output": "coding_result"}], "You are a helpful assistant.", {})) \ No newline at end of file diff --git a/metachain/tools/meta/edit_workflow.py.backup b/metachain/tools/meta/edit_workflow.py.backup deleted file mode 100644 index 46a411a..0000000 --- a/metachain/tools/meta/edit_workflow.py.backup +++ /dev/null @@ -1,207 +0,0 @@ -from typing import Union -from metachain.environment import LocalEnv, DockerEnv -from metachain.tools.meta.edit_tools import get_metachain_path -from metachain.tools.meta.edit_agents import list_agents -import json -from metachain import MetaChain -from metachain.types import Response -CODE_PREFIX = """\ -import asyncio -import json -import argparse -from openai import AsyncOpenAI -from openai.types.chat import ChatCompletionMessageToolCall -from metachain.flow import default_drive, EventInput, ReturnBehavior -from metachain.flow.dynamic import goto_events, abort_this -import re -from metachain import MetaChain -from metachain.types import Response -from metachain.registry import register_workflow - -def extract_answer(response: str, key: str): - pattern = f"<{key}>(.*?)" - matches = re.findall(pattern, response) - return matches[0] if len(matches) > 0 else None -""" - -CODE_SUFFIX = r""" -def get_args(): - parser = argparse.ArgumentParser(description="running_workflow") - parser.add_argument('--system_input', type=str, default=None) - args = parser.parse_args() - return args - -if __name__ == "__main__": - args = get_args() -""" - -CODE_MAIN = """ - storage_results = dict({input_key} = args.system_input) - asyncio.run( - default_drive.invoke_event( - on_start, - global_ctx=storage_results, - ) - ) - system_output = storage_results.get({output_key}, None) - print("The system output is: " + system_output) -""" - -EVENT_TEMPLATE_PREFIX = """\ -@default_drive.{event_method} -async def {event_name}(event: EventInput, global_ctx): - inputs = {inputs} - input_dict = dict() - for inp in inputs: - input_dict[inp["key"]] = global_ctx.get(inp["key"], None) - - messages = global_ctx.get('messages', []) - task = {task} - outputs = {output_list} - agent = {agent_func_name}({model}) - -""" -EVENT_TEMPLATE_FIX = r""" - input_str = [] - for key, value in input_dict.items(): - input_str.append(f"The {key.replace('_', ' ')} is {value}") - input_str = "\n".join(input_str) + "\n" - query = input_str + '.\nThe task is: ' + task + '.\n' -""" - -# QUERY_TEMPLATE = """\ -# query = input_str + '.\\nThe task is: ' + task + '.\\n' -# """ - -START_EVENT_CODE = """\ -@default_drive.make_event -async def on_start(event: EventInput, global_ctx): - print("start the workflow:" + {workflow_name}) -""" - - - - -IF_ELSE_SUFFIX = \ -""" -You should follow the above instructions, and return the result in the following format: -""" - -EVENT_TEMPLATE_SUFFIX = """\ - messages.append({ - "role": "user", - "content": query - }) - client = MetaChain() - response: Response = await client.run_async(agent = agent, messages = messages, context_variables = global_ctx, debug = True) - result = response.messages[-1]["content"] - messages.extend(response.messages) - global_ctx["messages"] = messages - - for output in outputs: - ans = extract_answer(result, output["key"]) - if ans: - if output["action"]["type"] == "RESULT": - global_ctx[output["key"]] = ans - return ans - elif output["action"]["type"] == "ABORT": - return abort_this() - elif output["action"]["type"] == "GO_TO": - return goto_events([output["action"]["value"]]) - elif len(outputs) == 1: - global_ctx[output["key"]] = result - return result - raise Exception("No valid answer found") -""" -def start_event_to_code(workflow_name: str) -> str: - """ - Convert the start event to code. - """ - return START_EVENT_CODE.format(workflow_name = repr(workflow_name)) - -def single_event_to_code(event: dict, agent_info_dict: dict) -> str: - """ - Convert a single event to code. - - A event contains: - - name (str): the name of the event - - input (dict): the input to the event - - task (str): the task to perform - - outputs (list[dict]): the outputs to the event - - listen (list[str]): the listen to the event - - agent (dict): the agent to run - """ - if event["listen"] == None or len(event["listen"]) == 0: - event_method = "make_event" - else: - event_method = "listen_group([{}])".format(", ".join(event["listen"])) - inputs = event["inputs"] - - event_code = EVENT_TEMPLATE_PREFIX.format(event_method = event_method, event_name = event["name"], inputs = inputs, task = repr(event["task"]), output_list = event["outputs"], agent_mode_name = agent_info_dict[event["agent"]["name"]]["mode_name"], agent_func_name = agent_info_dict[event["agent"]["name"]]["func_name"], model = repr(event["agent"]["model"])) + EVENT_TEMPLATE_FIX - - if len(event["outputs"]) > 1: - condition_str = [] - for output in event["outputs"]: - condition_str.append(f"If {output['condition']}, then encapsulate your final answer (answer ONLY) within <{output['key']}> and . ") - query_suffix = "\n".join(condition_str) - query_suffix = f""" - query_suffix = {repr(IF_ELSE_SUFFIX)} - query_suffix += {repr(query_suffix)} - query += query_suffix -""" - event_code += query_suffix + EVENT_TEMPLATE_SUFFIX - else: - event_code += EVENT_TEMPLATE_SUFFIX - - return event_code - - -def json_to_workflow_code(workflow_form: dict, context_variables: dict) -> str: - system_input = workflow_form['system_input'] - system_output = workflow_form['system_output'] - code_env: Union[LocalEnv, DockerEnv] = context_variables.get("code_env", LocalEnv()) - try: - path = get_metachain_path(code_env) - except Exception as e: - return "[ERROR] Failed to list agents. Error: " + str(e) - - agents_dir = path + "/metachain/agents" - agent_list = list_agents(context_variables) - if agent_list.startswith("[ERROR]"): - return "Failed to list agents. Error: " + agent_list - agent_dict = json.loads(agent_list) - agent_info_dict = {} - workflow_name = workflow_form["name"] - for a in workflow_form["agents"]: - agent_info_dict[a["name"]] = {"name": a["name"], "func_name": agent_dict[a["name"]]["func_name"], "mode_name": a["name"].replace(" ", "_").lower()} - - import_agent_str = "" - for ainfo in agent_info_dict.values(): - import_agent_str += f""" -from metachain.agents import {ainfo['func_name']} -""" - events = workflow_form["events"] - events_code = CODE_PREFIX + import_agent_str - for event in events: - if event["name"] == "on_start": - events_code += start_event_to_code(workflow_name) - else: - events_code += single_event_to_code(event, agent_info_dict) - - events_code += CODE_SUFFIX - - events_code += CODE_MAIN.format(input_key = system_input["key"], output_key = repr(system_output["key"])) - - with open("math_majority_voting.py", "w") as f: - f.write(events_code) - -def create_workflow(workflow_form: dict, context_variables: dict) -> str: - pass - -def run_workflow(workflow_name: str, context_variables: dict) -> str: - pass - - -if __name__ == "__main__": - workflow_form = json.load(open("metachain/agents/meta_agent/workflow_form/math_majority_voting.json", "r")) - json_to_workflow_code(workflow_form, {}) \ No newline at end of file diff --git a/metachain/tools/terminal_tools.py b/metachain/tools/terminal_tools.py index 7d7ed27..02dc9bb 100644 --- a/metachain/tools/terminal_tools.py +++ b/metachain/tools/terminal_tools.py @@ -159,6 +159,7 @@ def process_terminal_response(func): else: res_output = f"[SUCCESS] {res_output}" tmp_file = os.path.join(os.getcwd(), "terminal_tmp", "terminal_output_{}___{}.txt".format(datetime.now().strftime("%Y%m%d_%H%M%S"), func.__name__)) + Path(tmp_file).parent.mkdir(parents=True, exist_ok=True) with open(tmp_file, "w") as f: f.write(res_output) return open_local_terminal_output(tmp_file) diff --git a/metachain_meta_agent.py b/metachain_meta_agent.py deleted file mode 100644 index c937e1e..0000000 --- a/metachain_meta_agent.py +++ /dev/null @@ -1,266 +0,0 @@ -from constant import DOCKER_WORKPLACE_NAME -from metachain.io_utils import read_yaml_file, get_md5_hash_bytext, read_file -from metachain.workflow import Graph, FlowEngine, meta_agent -from metachain.environment.utils import setup_metachain -from metachain.types import Response -from metachain import MetaChain -from metachain.util import ask_text, single_select_menu, print_markdown, debug_print, UserCompleter -from prompt_toolkit import PromptSession -from prompt_toolkit.completion import Completer, Completion -from prompt_toolkit.formatted_text import HTML -from prompt_toolkit.styles import Style -from rich.progress import Progress, SpinnerColumn, TextColumn -import json -import argparse -from datetime import datetime -from metachain.agents.meta_agent import tool_editor, agent_editor -from metachain.tools.meta.edit_tools import list_tools -from metachain.tools.meta.edit_agents import list_agents -from loop_utils.font_page import MC_LOGO, version_table, NOTES, GOODBYE_LOGO -from rich.live import Live -from metachain.environment.docker_env import DockerEnv, DockerConfig, check_container_ports -from metachain.environment.browser_env import BrowserEnv -from metachain.environment.markdown_browser import RequestsMarkdownBrowser -from evaluation.utils import update_progress, check_port_available, run_evaluation, clean_msg -import os -import os.path as osp -from metachain.agents import get_system_triage_agent -from metachain.logger import LoggerManager, MetaChainLogger -from rich.console import Console -from rich.markdown import Markdown -from rich.table import Table -from rich.columns import Columns -from rich.text import Text -from rich.panel import Panel -from metachain.agents.meta_agent.agent_former import get_agent_former_agent -from metachain.agents.meta_agent.tool_editor import get_tool_editor_agent -from metachain.agents.meta_agent.agent_creator import get_agent_creator_agent -import re -from metachain.agents.meta_agent.form_complie import parse_agent_form - -def get_args(): - parser = argparse.ArgumentParser(description="working@tjb-tech") - parser.add_argument('--container_name', type=str, default='gpu_test') - parser.add_argument('--model', type=str, default='gpt-4o-2024-08-06') - parser.add_argument('--test_pull_name', type=str, default='test_pull_1010') - parser.add_argument('--debug', action='store_true', default=False) - parser.add_argument('--port', type=int, default=12350) - parser.add_argument('--git_clone', action='store_true', default=False) - parser.add_argument('--task_cfg', type=str, default='benchmarks/case_study/finance_agent/case_finance_agent_single.yaml') - args = parser.parse_args() - return args -def get_config(args): - container_name = args.container_name - - port_info = check_container_ports(container_name) - port = args.port - if port_info: - port = port_info[0] - else: - # while not check_port_available(port): - # port += 1 - # 使用文件锁来确保端口分配的原子性 - import filelock - lock_file = os.path.join(os.getcwd(), ".port_lock") - lock = filelock.FileLock(lock_file) - - with lock: - port = args.port - while not check_port_available(port): - port += 1 - print(f'{port} is not available, trying {port+1}') - # 立即标记该端口为已使用 - with open(os.path.join(os.getcwd(), f".port_{port}"), 'w') as f: - f.write(container_name) - local_root = os.path.join(os.getcwd(), f"workspace_meta_showcase", f"showcase_{container_name}") - os.makedirs(local_root, exist_ok=True) - timestamp = datetime.now().strftime("%Y%m%d_%H%M%S") - docker_config = DockerConfig( - workplace_name=DOCKER_WORKPLACE_NAME, - container_name=container_name, - communication_port=port, - conda_path='/root/miniconda3', - local_root=local_root, - git_clone=args.git_clone, - test_pull_name=args.test_pull_name, - task_name = "meta_agent_" + timestamp - ) - return docker_config -def create_environment(docker_config: DockerConfig): - """ - 1. create the code environment - 2. create the web environment - 3. create the file environment - """ - code_env = DockerEnv(docker_config) - code_env.init_container() - - web_env = BrowserEnv(browsergym_eval_env = None, local_root=docker_config.local_root, workplace_name=docker_config.workplace_name) - file_env = RequestsMarkdownBrowser(viewport_size=1024 * 5, local_root=docker_config.local_root, workplace_name=docker_config.workplace_name, downloads_folder=os.path.join(docker_config.local_root, docker_config.workplace_name, "downloads")) - - return code_env, web_env, file_env -def extract_agents_content(text): - pattern = r'(.*?)' - # re.DOTALL 让 . 也能匹配换行符 - match = re.search(pattern, text, re.DOTALL) - if match: - return match.group(1) - return None -def main(args): - print('\033[s\033[?25l', end='') # Save cursor position and hide cursor - with Progress( - SpinnerColumn(), - TextColumn("[progress.description]{task.description}"), - transient=True # 这会让进度条完成后消失 - ) as progress: - task = progress.add_task("[cyan]Initializing...", total=None) - - progress.update(task, description="[cyan]Initializing config...[/cyan]\n") - docker_config = get_config(args) - - progress.update(task, description="[cyan]Setting up logger...[/cyan]\n") - log_path = osp.join("casestudy_results", 'logs', f'agent_{args.container_name}_{args.model}.log') - os.makedirs(osp.dirname(log_path), exist_ok=True) - LoggerManager.set_logger(MetaChainLogger(log_path = log_path)) - - progress.update(task, description="[cyan]Creating environment...[/cyan]\n") - code_env, web_env, file_env = create_environment(docker_config) - - progress.update(task, description="[cyan]Setting up metachain...[/cyan]\n") - setup_metachain(workplace_name=docker_config.workplace_name, env=code_env) - - context_variables = {"working_dir": docker_config.workplace_name, "code_env": code_env, "web_env": web_env, "file_env": file_env} - task_cfg = read_yaml_file(args.task_cfg) - - # generate agent form - client = MetaChain(LoggerManager.get_logger()) - agent_former = get_agent_former_agent(args.model) - messages = [ - {"role": "user", "content": task_cfg["requirements"] + """ -Directly output the form in the XML format without ANY other text. -"""} - ] - response = client.run(agent_former, messages, context_variables) - output_xml_form = response.messages[-1]["content"] - messages.extend(response.messages) - - - MAX_RETRY = 3 - for i in range(MAX_RETRY): - try: - output_xml_form = extract_agents_content(output_xml_form) - assert output_xml_form is not None, "No the XML form should be found in the output with the tag ...." - agent_form = parse_agent_form(output_xml_form) - break - except Exception as e: - print(f"Error parsing XML to agent form: {e}. Retry {i+1}/{MAX_RETRY}") - messages.append({"role": "user", "content": f"Error parsing XML to agent form: {e}\nNote that there are some special restrictions for creating agent form, please try again."}) - response = client.run(agent_former, messages, context_variables) - output_xml_form = response.messages[-1]["content"] - messages.extend(response.messages) - print(output_xml_form) - tool_editor_agent = get_tool_editor_agent(args.model) - def case_resolved(task_response: str, context_variables: dict): - """ - Use this tools when the desired tool is created and tested successfully. You can NOT use this tool if the tool is not created or tested successfully by running the tool. - - Args: - task_response: the response of creating the tool which contains the completion status of the tool. - """ - return f"Case resolved. The desired tool is created and tested successfully. Details: {task_response}" - def case_not_resolved(task_response: str, context_variables: dict): - """ - Use this tools when you encounter irresistible errors after trying your best with multiple attempts for creating the desired tool. You can NOT use this tool before you have tried your best. - - Args: - task_response: the reason why the tool is not created or tested successfully. - """ - return f"Case not resolved. The desired tool is not created or tested successfully. Details: {task_response}" - tool_editor_agent.functions.extend([case_resolved, case_not_resolved]) - - agents = agent_form.agents - for agent in agents: - if len(agent.tools.new) > 0: - new_tools = [] - for idx, tool in enumerate(agent.tools.new): - new_tools.append(f"{idx+1}. Tool name: {tool.name}, Tool description: {tool.description}") - new_tools_str = "\n".join(new_tools) - messages.append({"role": "user", "content": f"""\ -Your task is to create a list of new tools for me, the tools are: -{new_tools_str} - -Please create these new tools for me, note that you can NOT stop util you have created all the tools and tested them using `run_tool` successfully. - -If EVERY tool is created and tested successfully, you can stop and output "Case resolved". Otherwise, you should continue to create the tools. After you have tried your best, you can output "Case not resolved" and give the reason why the tool is not created or tested successfully. - -[IMPORTANT] EVERY tool MUST be tested successfully by running the tool using `run_tool` before you stop. -"""}) - response = client.run(tool_editor_agent, messages, context_variables) - content = response.messages[-1]["content"] - for i in range(MAX_RETRY): - if content.startswith("Case resolved"): - break - messages.append({"role": "user", "content": f"""\ -Your task is to create a list of new tools for me, the tools are: -{new_tools_str} - -Please create these new tools for me, note that you can NOT stop util you have created all the tools and tested them using `run_tool` successfully. -The last attempt failed with the following error: {content}, please try again to create the tools. -"""}) - response = client.run(tool_editor_agent, messages, context_variables) - content = response.messages[-1]["content"] - if i == MAX_RETRY: - return f"The desired tool is not created or tested successfully with {MAX_RETRY} attempts." - - # create agents: - agent_creator_agent = get_agent_creator_agent(args.model) - def case_resolved(task_response: str, context_variables: dict): - """ - Use this tools when the desired agent(s) is created and tested successfully. You can NOT use this tool if the agent(s) is not created or tested successfully by running the agent(s). - """ - return f"Case resolved. The desired agent(s) is created and tested successfully. : {task_response}" - def case_not_resolved(task_response: str, context_variables: dict): - """ - Use this tools when you encounter irresistible errors after trying your best with multiple attempts for creating the desired agent(s). You can NOT use this tool before you have tried your best. - """ - return f"Case not resolved. The desired agent(s) is not created or tested successfully. Details: {task_response}" - agent_creator_agent.functions.extend([case_resolved, case_not_resolved]) - messages.append({"role": "user", "content": f"""\ -The user's request to create agent(s) is: {task_cfg["requirements"]} -Given the completed agent form with XML format: {output_xml_form} -After previous attempts, you have created new tools that required by the desired agent(s). - -Your task is to create the desired agent(s) for me, note that you may create ONE single agent or multiple agents connected by orchestrator agent. - -After you have created the agent(s), you should test the agent(s) by running the agent(s) using `run_agent` tool to complete the user's task: -{task_cfg["task"]} - -Note that you can NOT stop util you have created the agent(s) and tested it successfully. -"""}) - response = client.run(agent_creator_agent, messages, context_variables) - content = response.messages[-1]["content"] - for i in range(MAX_RETRY): - if content.startswith("Case resolved"): - break - messages.append({"role": "user", "content": f"""\ -The user's request to create agent(s) is: {task_cfg["requirements"]} -Given the completed agent form with XML format: {output_xml_form} -After previous attempts, you have created new tools that required by the desired agent(s). - -Your task is to create the desired agent(s) for me, note that you may create ONE single agent or multiple agents connected by orchestrator agent. - -After you have created the agent(s), you should test the agent(s) by running the agent(s) using `run_agent` tool to complete the user's task: -{task_cfg["task"]} - -Note that you can NOT stop util you have created the agent(s) and tested it successfully. -The last attempt failed with the following error: {content}, please try again to create the desired agent(s). -"""}) - response = client.run(agent_creator_agent, messages, context_variables) - content = response.messages[-1]["content"] - if i == MAX_RETRY: - return f"The desired agent(s) is not created or tested successfully with {MAX_RETRY} attempts." - - -if __name__ == "__main__": - args = get_args() - main(args) \ No newline at end of file diff --git a/metachain_meta_agent.sh b/metachain_meta_agent.sh deleted file mode 100644 index 809ce92..0000000 --- a/metachain_meta_agent.sh +++ /dev/null @@ -1,13 +0,0 @@ -current_dir=$(dirname "$(readlink -f "$0")") - -cd $current_dir -export DOCKER_WORKPLACE_NAME=workplace -export EVAL_MODE=True -export DEBUG=True -export BASE_IMAGES=tjb-gaia-bookworm:v2 -export COMPLETION_MODEL=claude-3-5-sonnet-20241022 -# export COMPLETION_MODEL=gpt-4o-2024-08-06 -export MC_MODE=False - -python metachain_meta_agent.py --container_name nl2agent_showcase --model ${COMPLETION_MODEL} --test_pull_name test_pull_0111 --debug --port 12350 --git_clone -# python /Users/tangjiabin/Documents/reasoning/metachain/test_gaia_tool.py diff --git a/metachain_meta_workflow.py b/metachain_meta_workflow.py deleted file mode 100644 index aecb370..0000000 --- a/metachain_meta_workflow.py +++ /dev/null @@ -1,231 +0,0 @@ -from constant import DOCKER_WORKPLACE_NAME -from metachain.io_utils import read_yaml_file, get_md5_hash_bytext, read_file -from metachain.workflow import Graph, FlowEngine, meta_agent -from metachain.environment.utils import setup_metachain -from metachain.types import Response -from metachain import MetaChain -from metachain.util import ask_text, single_select_menu, print_markdown, debug_print, UserCompleter -from prompt_toolkit import PromptSession -from prompt_toolkit.completion import Completer, Completion -from prompt_toolkit.formatted_text import HTML -from prompt_toolkit.styles import Style -from rich.progress import Progress, SpinnerColumn, TextColumn -import json -import argparse -from datetime import datetime -from metachain.agents.meta_agent import tool_editor, agent_editor -from metachain.tools.meta.edit_tools import list_tools -from metachain.tools.meta.edit_agents import list_agents -from loop_utils.font_page import MC_LOGO, version_table, NOTES, GOODBYE_LOGO -from rich.live import Live -from metachain.environment.docker_env import DockerEnv, DockerConfig, check_container_ports -from metachain.environment.browser_env import BrowserEnv -from metachain.environment.markdown_browser import RequestsMarkdownBrowser -from evaluation.utils import update_progress, check_port_available, run_evaluation, clean_msg -import os -import os.path as osp -from metachain.agents import get_system_triage_agent -from metachain.logger import LoggerManager, MetaChainLogger -from rich.console import Console -from rich.markdown import Markdown -from rich.table import Table -from rich.columns import Columns -from rich.text import Text -from rich.panel import Panel -from metachain.agents.meta_agent.workflow_former import get_workflow_former_agent -from metachain.agents.meta_agent.workflow_creator import get_workflow_creator_agent -import re -from metachain.agents.meta_agent.worklow_form_complie import parse_workflow_form, WorkflowForm - -def get_args(): - parser = argparse.ArgumentParser(description="working@tjb-tech") - parser.add_argument('--container_name', type=str, default='gpu_test') - parser.add_argument('--model', type=str, default='gpt-4o-2024-08-06') - parser.add_argument('--test_pull_name', type=str, default='test_pull_1010') - parser.add_argument('--debug', action='store_true', default=False) - parser.add_argument('--port', type=int, default=12350) - parser.add_argument('--git_clone', action='store_true', default=False) - parser.add_argument('--task_cfg', type=str, default='benchmarks/case_study/math_workflow/majority_voting(paralizing).yaml') - args = parser.parse_args() - return args -def get_config(args): - container_name = args.container_name - - port_info = check_container_ports(container_name) - port = args.port - if port_info: - port = port_info[0] - else: - # while not check_port_available(port): - # port += 1 - # 使用文件锁来确保端口分配的原子性 - import filelock - lock_file = os.path.join(os.getcwd(), ".port_lock") - lock = filelock.FileLock(lock_file) - - with lock: - port = args.port - while not check_port_available(port): - port += 1 - print(f'{port} is not available, trying {port+1}') - # 立即标记该端口为已使用 - with open(os.path.join(os.getcwd(), f".port_{port}"), 'w') as f: - f.write(container_name) - local_root = os.path.join(os.getcwd(), f"workspace_meta_showcase", f"showcase_{container_name}") - os.makedirs(local_root, exist_ok=True) - timestamp = datetime.now().strftime("%Y%m%d_%H%M%S") - docker_config = DockerConfig( - workplace_name=DOCKER_WORKPLACE_NAME, - container_name=container_name, - communication_port=port, - conda_path='/root/miniconda3', - local_root=local_root, - git_clone=args.git_clone, - test_pull_name=args.test_pull_name, - task_name = "meta_agent_" + timestamp - ) - return docker_config -def create_environment(docker_config: DockerConfig): - """ - 1. create the code environment - 2. create the web environment - 3. create the file environment - """ - code_env = DockerEnv(docker_config) - code_env.init_container() - - web_env = BrowserEnv(browsergym_eval_env = None, local_root=docker_config.local_root, workplace_name=docker_config.workplace_name) - file_env = RequestsMarkdownBrowser(viewport_size=1024 * 5, local_root=docker_config.local_root, workplace_name=docker_config.workplace_name, downloads_folder=os.path.join(docker_config.local_root, docker_config.workplace_name, "downloads")) - - return code_env, web_env, file_env -def main(args): - print('\033[s\033[?25l', end='') # Save cursor position and hide cursor - with Progress( - SpinnerColumn(), - TextColumn("[progress.description]{task.description}"), - transient=True # 这会让进度条完成后消失 - ) as progress: - task = progress.add_task("[cyan]Initializing...", total=None) - - progress.update(task, description="[cyan]Initializing config...[/cyan]\n") - docker_config = get_config(args) - - progress.update(task, description="[cyan]Setting up logger...[/cyan]\n") - log_path = osp.join("casestudy_results", 'logs', f'agent_{args.container_name}_{args.model}.log') - LoggerManager.set_logger(MetaChainLogger(log_path = None)) - - progress.update(task, description="[cyan]Creating environment...[/cyan]\n") - code_env, web_env, file_env = create_environment(docker_config) - - progress.update(task, description="[cyan]Setting up metachain...[/cyan]\n") - setup_metachain(workplace_name=docker_config.workplace_name, env=code_env) - - context_variables = {"working_dir": docker_config.workplace_name, "code_env": code_env, "web_env": web_env, "file_env": file_env} - task_cfg = read_yaml_file(args.task_cfg) - - # generate agent form - client = MetaChain() - workflow_former = get_workflow_former_agent(args.model) - messages = [ - {"role": "user", "content": task_cfg["requirements"] + """ -Directly output the form in the XML format without ANY other text. -"""} - ] - response = client.run(workflow_former, messages, context_variables) - output_xml_form = response.messages[-1]["content"] - messages.extend(response.messages) - - MAX_RETRY = 3 - for i in range(MAX_RETRY): - workflow_form = parse_workflow_form(output_xml_form) - if isinstance(workflow_form, WorkflowForm): - break - elif isinstance(workflow_form, str): - print(f"Error parsing XML to workflow form: {workflow_form}. Retry {i+1}/{MAX_RETRY}") - messages.append({"role": "user", "content": f"Error parsing XML to workflow form, the error message is: {workflow_form}\nNote that there are some special restrictions for creating workflow form, please try again."}) - response = client.run(workflow_former, messages, context_variables) - output_xml_form = response.messages[-1]["content"] - messages.extend(response.messages) - else: - raise ValueError(f"Unexpected error: {workflow_form}") - print(output_xml_form) -# context_variables["workflow_form"] = workflow_form -# agents = workflow_form.agents -# new_agents = [] -# for agent in agents: -# if agent.category == "new": -# new_agents.append(agent) -# print(new_agents) - -# if len(new_agents) != 0: -# new_agent_str = "AGENT CREATION INSTRUCTIONS:\nBefore you create the workflow, you need to create the following new agents in the workflow:\n" -# for agent in new_agents: -# new_agent_str += f"Agent name: {agent.name}\nAgent description: {agent.description}\n" -# new_agent_str += f"Agent tools: {agent.tools}\n" if agent.tools else "Agent tools: []\n" -# else: -# new_agent_str = "" - -# workflow_creator_agent = get_workflow_creator_agent(args.model) -# def case_resolved(task_response: str, context_variables: dict): -# """ -# Use this tools when the desired workflow is created and tested successfully. You can NOT use this tool if the workflow is not created or tested successfully by running the workflow. -# """ -# return f"Case resolved. The desired workflow is created and tested successfully. : {task_response}" -# def case_not_resolved(task_response: str, context_variables: dict): -# """ -# Use this tools when you encounter irresistible errors after trying your best with multiple attempts for creating the desired workflow. You can NOT use this tool before you have tried your best. -# """ -# return f"Case not resolved. The desired workflow is not created or tested successfully. Details: {task_response}" -# workflow_creator_agent.functions.extend([case_resolved, case_not_resolved]) -# messages.append({"role": "user", "content": f"""\ -# WORKFLOW CREATION INSTRUCTIONS: -# The user's request to create workflow is: {task_cfg["requirements"]} -# Given the completed workflow form with XML format: {output_xml_form} - -# TASK: -# Your task is to create the workflow for me, and then test the workflow by running the workflow using `run_workflow` tool to complete the user's task: -# {task_cfg["task"]} - -# {new_agent_str} - -# TERMINATION INSTRUCTIONS: -# After you have created the workflow and tested it successfully, you can use the `case_resolved` tool to indicate the case is resolved, otherwise you should try your best to create the workflow. And ONLY after you have tried multiple times, you can use the `case_not_resolved` tool to indicate the case is not resolved and give the reason. - -# Remember: you can NOT stop util you have created the workflow and tested it successfully. -# """}) -# response = client.run(workflow_creator_agent, messages, context_variables) -# content = response.messages[-1]["content"] -# for i in range(MAX_RETRY): -# if content.startswith("Case resolved"): -# break -# messages.append({"role": "user", "content": f"""\ -# WORKFLOW CREATION INSTRUCTIONS: -# The user's request to create workflow is: {task_cfg["requirements"]} -# Given the completed workflow form with XML format: {output_xml_form} - -# TASK: -# Your task is to create the workflow for me, and then test the workflow by running the workflow using `run_workflow` tool to complete the user's task: -# {task_cfg["task"]} - -# {new_agent_str} - -# TERMINATION INSTRUCTIONS: -# After you have created the workflow and tested it successfully, you can use the `case_resolved` tool to indicate the case is resolved, otherwise you should try your best to create the workflow. And ONLY after you have tried multiple times, you can use the `case_not_resolved` tool to indicate the case is not resolved and give the reason. - -# Remember: you can NOT stop util you have created the workflow and tested it successfully. - -# FEEDBACK: -# The last attempt failed with the following error: {content}, please try again to create the desired workflow. -# """}) -# response = client.run(workflow_creator_agent, messages, context_variables) -# content = response.messages[-1]["content"] -# if i == MAX_RETRY: -# return f"The desired workflow is not created or tested successfully with {MAX_RETRY} attempts." - - - - - -if __name__ == "__main__": - args = get_args() - main(args) \ No newline at end of file diff --git a/metachain_meta_workflow.sh b/metachain_meta_workflow.sh deleted file mode 100644 index e8758a6..0000000 --- a/metachain_meta_workflow.sh +++ /dev/null @@ -1,16 +0,0 @@ -current_dir=$(dirname "$(readlink -f "$0")") - -cd $current_dir -export DOCKER_WORKPLACE_NAME=workplace -export EVAL_MODE=True -export DEBUG=True -export BASE_IMAGES=tjb-gaia-bookworm:v2 -export COMPLETION_MODEL=claude-3-5-sonnet-20241022 -# export COMPLETION_MODEL=gpt-4o-2024-08-06 -export MC_MODE=False - -task_cfg="benchmarks/case_study/math_workflow/majority_voting(paralizing).yaml" -# task_cfg="benchmarks/case_study/math_workflow/condition_mining(evaluator-optimizer).yaml" - -python metachain_meta_workflow.py --container_name nl2agent_showcase --model ${COMPLETION_MODEL} --test_pull_name test_pull_0111 --debug --port 12350 --git_clone --task_cfg ${task_cfg} -# python /Users/tangjiabin/Documents/reasoning/metachain/test_gaia_tool.py \ No newline at end of file diff --git a/playground/cli/metachain_cli.py b/playground/cli/metachain_cli.py index d3434b3..db4b97e 100644 --- a/playground/cli/metachain_cli.py +++ b/playground/cli/metachain_cli.py @@ -32,7 +32,8 @@ from rich.columns import Columns from rich.text import Text from rich.panel import Panel import re - +from playground.cli.metachain_meta_agent import meta_agent +from playground.cli.metachain_meta_workflow import meta_workflow def get_args(): parser = argparse.ArgumentParser(description="working@tjb-tech") parser.add_argument('--container_name', type=str, default='gpu_test') @@ -148,63 +149,14 @@ def user_mode(model: str, context_variables: dict, debug: bool = True): # attempt to parse model_answer if model_answer_raw.startswith('Case resolved'): - model_answer = re.findall(r'(.*?)', model_answer_raw) + model_answer = re.findall(r'(.*?)', model_answer_raw, re.DOTALL) if len(model_answer) == 0: model_answer = model_answer_raw else: model_answer = model_answer[0] else: model_answer = model_answer_raw - console.print(f"[bold green][bold magenta]@{agent_name}[/bold magenta] has finished with the response:[/bold green] [bold blue]{model_answer}[/bold blue]") - agent = response.agent - pass -def agent_chain(model: str, context_variables: dict, debug: bool = True): - from metachain.agents import get_plan_agent - from metachain.agents.programming_triage_agent import get_programming_triage_agent, get_agent_run_agent, get_tool_creation_agent, get_agent_creation_agent - programming_triage_agent = get_programming_triage_agent(model) - agent_run_agent = get_agent_run_agent(model) - tool_creation_agent = get_tool_creation_agent(model) - agent_creation_agent = get_agent_creation_agent(model) - def transfer_to_programming_triage_agent(): - return programming_triage_agent - plan_agent = get_plan_agent(model) - plan_agent.functions.append(transfer_to_programming_triage_agent) - - messages = [] - agent = plan_agent - agents = {plan_agent.name.replace(' ', '_'): plan_agent, programming_triage_agent.name.replace(' ', '_'): programming_triage_agent, agent_run_agent.name.replace(' ', '_'): agent_run_agent, tool_creation_agent.name.replace(' ', '_'): tool_creation_agent, agent_creation_agent.name.replace(' ', '_'): agent_creation_agent} - # REPL loop - style = Style.from_dict({ - 'bottom-toolbar': 'bg:#333333 #ffffff', - }) - - # 创建会话 - session = PromptSession( - completer=UserCompleter(agents.keys()), - complete_while_typing=True, - style=style - ) - timestamp = datetime.now().strftime("%Y%m%d_%H%M%S") - mc = MetaChain(timestamp) - while True: - # query = ask_text("Tell me what you want to do:") - query = session.prompt( - 'Tell me what you want to do (type "exit" to quit): ', - bottom_toolbar=HTML('Prompt: Enter @ to mention Agents') - ) - if query.strip().lower() == 'exit': - debug_print(debug, 'Agent completed. See you next time! :waving_hand:', color='green') - break - words = query.split() - for word in words: - if word.startswith('@') and word[1:] in agents.keys(): - print(f"[bold magenta]{word}[bold magenta]", end=' ') - agent = agents[word.replace('@', '')] - else: - print(word, end=' ') - messages.append({"role": "user", "content": query}) - response = mc.run(agent, messages, context_variables, debug=debug) - messages.extend(response.messages) + console.print(f"[bold green][bold magenta]@{agent_name}[/bold magenta] has finished with the response:\n[/bold green] [bold blue]{model_answer}[/bold blue]") agent = response.agent def tool_to_table(tool_dict: dict): @@ -240,9 +192,7 @@ def update_guidance(context_variables): console.print(Panel(logo_text, style="bold salmon1", expand=True)) console.print(version_table) console.print(Panel(NOTES,title="Important Notes", expand=True)) - -def workflow_chain(model: str, debug: bool = True): - pass + def main(args): print('\033[s\033[?25l', end='') # Save cursor position and hide cursor with Progress( @@ -284,17 +234,16 @@ def main(args): user_mode(args.model, context_variables, args.debug) case 'agent editor': clear_screen() - agent_chain(args.model, context_variables, args.debug) + meta_agent(args.model, context_variables, args.debug) case 'workflow editor': clear_screen() - workflow_chain(args.model, context_variables, args.debug) + meta_workflow(args.model, context_variables, args.debug) case 'exit': console = Console() logo_text = Text(GOODBYE_LOGO, justify="center") console.print(Panel(logo_text, style="bold salmon1", expand=True)) break - if __name__ == "__main__": args = get_args() main(args) \ No newline at end of file diff --git a/playground/cli/metachain_cli.sh b/playground/cli/metachain_cli.sh index 080e379..2f3d873 100644 --- a/playground/cli/metachain_cli.sh +++ b/playground/cli/metachain_cli.sh @@ -1,14 +1,15 @@ current_dir=$(dirname "$(readlink -f "$0")") cd $current_dir +cd ../.. export DOCKER_WORKPLACE_NAME=workplace export EVAL_MODE=True export DEBUG=True export BASE_IMAGES=tjbtech1/gaia-bookworm:v2 export COMPLETION_MODEL=claude-3-5-sonnet-20241022 # export COMPLETION_MODEL=gpt-4o-2024-08-06 -export DEBUG=False +export DEBUG=True export MC_MODE=True +export AI_USER=tjb-tech -python metachain_loop.py --container_name quick_start --model ${COMPLETION_MODEL} --test_pull_name test_pull_1225 --debug --port 12350 --git_clone -# python /Users/tangjiabin/Documents/reasoning/metachain/test_gaia_tool.py +python playground/cli/metachain_cli.py --container_name quick_start --model ${COMPLETION_MODEL} --test_pull_name mirror_branch_0207 --debug --port 12345 --git_clone diff --git a/playground/cli/metachain_meta_agent.py b/playground/cli/metachain_meta_agent.py new file mode 100644 index 0000000..603374c --- /dev/null +++ b/playground/cli/metachain_meta_agent.py @@ -0,0 +1,255 @@ +from metachain import MetaChain +from metachain.util import UserCompleter +from prompt_toolkit import PromptSession +from prompt_toolkit.formatted_text import HTML +from prompt_toolkit.styles import Style +from metachain.logger import LoggerManager, MetaChainLogger +from rich.console import Console +from rich.panel import Panel +from metachain.agents.meta_agent.agent_former import get_agent_former_agent +from metachain.agents.meta_agent.tool_editor import get_tool_editor_agent +from metachain.agents.meta_agent.agent_creator import get_agent_creator_agent +import re +from metachain.agents.meta_agent.form_complie import parse_agent_form + +def extract_agents_content(text): + pattern = r'(.*?)' + # re.DOTALL 让 . 也能匹配换行符 + match = re.search(pattern, text, re.DOTALL) + if match: + return match.group(1) + return None + +def agent_profiling(agent_former, client, messages, context_variables, requirements, debug): + messages.append({"role": "user", "content": requirements+ """ +Directly output the form in the XML format without ANY other text. +"""}) + + response = client.run(agent_former, messages, context_variables, debug=debug) + output_xml_form = response.messages[-1]["content"] + messages.extend(response.messages) + agent_form = None + + MAX_RETRY = 3 + for i in range(MAX_RETRY): + try: + output_xml_form = extract_agents_content(output_xml_form) + assert output_xml_form is not None, "No the XML form should be found in the output with the tag ...." + agent_form = parse_agent_form(output_xml_form) + break + except Exception as e: + print(f"Error parsing XML to agent form: {e}. Retry {i+1}/{MAX_RETRY}") + messages.append({"role": "user", "content": f"Error parsing XML to agent form: {e}\nNote that there are some special restrictions for creating agent form, please try again."}) + response = client.run(agent_former, messages, context_variables, debug=debug) + output_xml_form = response.messages[-1]["content"] + messages.extend(response.messages) + return agent_form, output_xml_form, messages + +def tool_editing(tool_editor_agent, client, messages, context_variables, agent_form, output_xml_form, debug, suggestions = ""): + def case_resolved(task_response: str, context_variables: dict): + """ + Use this tools when ALL desired tools are created and tested successfully. You can NOT use this tool if tools are not created or tested successfully by running the tools. + + Args: + task_response: the response of creating the tool which contains the completion status of the tool. + """ + return f"Case resolved. ALL desired tools are created and tested successfully. Details: {task_response}" + def case_not_resolved(task_response: str, context_variables: dict): + """ + Use this tools when you encounter irresistible errors after trying your best with multiple attempts for creating the desired tool. You can NOT use this tool before you have tried your best. + + Args: + task_response: the reason why the tool is not created or tested successfully. + """ + return f"Case not resolved. Some desired tools are not created or tested successfully. Details: {task_response}" + tool_editor_agent.functions.extend([case_resolved, case_not_resolved]) + MAX_RETRY = 3 + + if suggestions != "": + suggestions = "[IMPORTANT] Here are some suggestions for creating the tools: " + suggestions + + agents = agent_form.agents + new_tools = [] + for agent in agents: + if len(agent.tools.new) > 0: + + for idx, tool in enumerate(agent.tools.new): + new_tools.append(f"{idx+1}. Tool name: {tool.name}, Tool description: {tool.description}") + if len(new_tools) == 0: + return "Case resolved. ALL desired tools are created and tested successfully.", messages + new_tools_str = "\n".join(new_tools) + messages.append({"role": "user", "content": f"""\ +Your task is to create a list of new tools for me, the tools are: +{new_tools_str} +{suggestions} + +Please create these new tools for me, note that you can NOT stop util you have created all the tools and tested them using `run_tool` successfully. + +If ALL tools are created and tested successfully, you can stop and use `case_resolved` tool. Otherwise, you should continue to create the tools. After you have tried your best, you can use `case_not_resolved` tool to give the reason why the tool is not created or tested successfully. + +[IMPORTANT] ALL tools MUST be tested successfully by running the tools using `run_tool` before you stop. +"""}) + response = client.run(tool_editor_agent, messages, context_variables, debug=debug) + content = response.messages[-1]["content"] + for i in range(MAX_RETRY): + if content.startswith("Case resolved"): + return content, messages + messages.append({"role": "user", "content": f"""\ +Your task is to create a list of new tools for me, the tools are: +{new_tools_str} + +Please create these new tools for me, note that you can NOT stop util you have created all the tools and tested them using `run_tool` successfully. +The last attempt failed with the following error: {content}, please try again to create the tools. +"""}) + response = client.run(tool_editor_agent, messages, context_variables, debug=debug) + content = response.messages[-1]["content"] + if i == MAX_RETRY: + return f"{content}\nSome desired tools are not created or tested successfully with {MAX_RETRY} attempts.", messages + +def agent_editing(agent_creator_agent, client, messages, context_variables, agent_form, output_xml_form, requirements, task, debug, suggestions = ""): + MAX_RETRY = 3 + if suggestions != "": + suggestions = "[IMPORTANT] Here are some suggestions for creating the agent(s): " + suggestions + def case_resolved(task_response: str, context_variables: dict): + """ + Use this tools when the desired agent(s) is created and tested successfully. You can NOT use this tool if the agent(s) is not created or tested successfully by running the agent(s). + """ + return f"Case resolved. The desired agent(s) is created and tested successfully. : {task_response}" + def case_not_resolved(task_response: str, context_variables: dict): + """ + Use this tools when you encounter irresistible errors after trying your best with multiple attempts for creating the desired agent(s). You can NOT use this tool before you have tried your best. + """ + return f"Case not resolved. The desired agent(s) is not created or tested successfully. Details: {task_response}" + agent_creator_agent.functions.extend([case_resolved, case_not_resolved]) + messages.append({"role": "user", "content": f"""\ +The user's request to create agent(s) is: {requirements} +Given the completed agent form with XML format: {output_xml_form} +After previous attempts, you have created new tools that required by the desired agent(s). + +Your task is to create the desired agent(s) for me, note that you may create ONE single agent or multiple agents connected by orchestrator agent. + +After you have created the agent(s), you should test the agent(s) by running the agent(s) using `run_agent` tool to complete the user's task: +{task} + +Note that you can NOT stop util you have created the agent(s) and tested it successfully. +{suggestions} +"""}) + response = client.run(agent_creator_agent, messages, context_variables, debug=debug) + content = response.messages[-1]["content"] + for i in range(MAX_RETRY): + if content.startswith("Case resolved"): + return content, messages + messages.append({"role": "user", "content": f"""\ +The user's request to create agent(s) is: {requirements} +Given the completed agent form with XML format: {output_xml_form} +After previous attempts, you have created new tools that required by the desired agent(s). + +Your task is to create the desired agent(s) for me, note that you may create ONE single agent or multiple agents connected by orchestrator agent. + +After you have created the agent(s), you should test the agent(s) by running the agent(s) using `run_agent` tool to complete the user's task: +{task} + +Note that you can NOT stop util you have created the agent(s) and tested it successfully. +The last attempt failed with the following error: {content}, please try again to create the desired agent(s). +{suggestions} +"""}) + response = client.run(agent_creator_agent, messages, context_variables, debug=debug) + content = response.messages[-1]["content"] + if i == MAX_RETRY: + return f"{content}\nThe desired agent(s) is not created or tested successfully with {MAX_RETRY} attempts.", messages + + +def meta_agent(model: str, context_variables: dict, debug: bool = True): + logger = LoggerManager.get_logger() + # generate agent form + agent_former = get_agent_former_agent(model) + tool_editor_agent = get_tool_editor_agent(model) + agent_creator_agent = get_agent_creator_agent(model) + # enter agent + agent = agent_former + agents = {agent_former.name.replace(' ', '_'): agent_former, tool_editor_agent.name.replace(' ', '_'): tool_editor_agent, agent_creator_agent.name.replace(' ', '_'): agent_creator_agent} + style = Style.from_dict({ + 'bottom-toolbar': 'bg:#333333 #ffffff', + }) + # 创建会话 + session = PromptSession( + completer=UserCompleter(agents.keys()), + complete_while_typing=True, + style=style + ) + client = MetaChain(log_path=logger) + console = Console() + messages = [] + + last_message = "Tell me what do you want to create with `Agent Chain`?" + + while True: + query = session.prompt( + f'{last_message} (type "exit" to quit, press "Enter" to continue): ', + bottom_toolbar=HTML('Prompt: Enter @ to mention Agents'), + ) + if query.strip().lower() == 'exit': + + logo_text = "Agent Chain completed. See you next time! :waving_hand:" + console.print(Panel(logo_text, style="bold salmon1", expand=True)) + break + words = query.split() + console.print(f"[bold green]Your request: {query}[/bold green]", end=" ") + for word in words: + if word.startswith('@') and word[1:] in agents.keys(): + # print(f"[bold magenta]{word}[bold magenta]", end=' ') + agent = agents[word.replace('@', '')] + else: + # print(word, end=' ') + pass + print() + agent_name = agent.name + console.print(f"[bold green][bold magenta]@{agent_name}[/bold magenta] will help you, be patient...[/bold green]") + + match agent_name: + case 'Agent Former Agent': + if query == "": + console.print(f"[bold red]There MUST be a request to create the agent form.[/bold red]") + continue + requirements = query + agent_form, output_xml_form, messages = agent_profiling(agent_former, client, messages, context_variables, requirements, debug) + if agent_form is None: + console.print(f"[bold red]The agent form is not created successfully, please modify your requirements again.[/bold red]") + last_message = "Tell me what do you want to create with `Agent Chain`?" + continue + + agent = tool_editor_agent + console.print(f"[bold green]The agent form is created successfully. [/bold green]") + last_message = "It is time to create the desired tools, do you have any suggestions for creating the tools?" + case 'Tool Editor Agent': + suggestions = query + tool_response, messages = tool_editing(tool_editor_agent, client, messages, context_variables, agent_form, output_xml_form, debug, suggestions) + if tool_response.startswith("Case not resolved"): + console.print(f"[bold red]Some desired tools are not created or tested successfully, please try again.[/bold red]") + agent = tool_editor_agent + last_message = "The tools are not created successfully, do you have any suggestions for creating the tools?" + continue + elif tool_response.startswith("Case resolved"): + agent = agent_creator_agent + console.print(f"[bold green]The tools are created successfully. [/bold green]") + last_message = "It is time to create the desired agent(s), do you have any suggestions for creating the agent(s)?" + else: + raise ValueError(f"Unknown tool response: {tool_response}") + + case 'Agent Creator Agent': + suggestions = query + default_value='Come up with a task for the agent(s) to test your created agent(s), and use `run_agent` tool to test your created agent(s).' # 这里设置你想要的默认值 + task = session.prompt( + 'It is time to create the desired agent(s), what task do you want to complete with the agent(s)? (Press Enter if none): ', + + ) + task = default_value if not task.strip() else task + agent_response, messages = agent_editing(agent_creator_agent, client, messages, context_variables, agent_form, output_xml_form, requirements, task, debug, suggestions) + if agent_response.startswith("Case not resolved"): + console.print(f"[bold red]The agent(s) is not created or tested successfully, please try again.[/bold red]") + agent = agent_creator_agent + last_message = "The agent(s) are not created successfully, do you have any suggestions for creating the agent(s)?" + continue + else: + console.print(f"[bold green]The agent(s) are created successfully. [/bold green]") + last_message = "Tell me what do you want to create with `Agent Chain`?" diff --git a/playground/cli/metachain_meta_workflow.py b/playground/cli/metachain_meta_workflow.py new file mode 100644 index 0000000..a2ada3e --- /dev/null +++ b/playground/cli/metachain_meta_workflow.py @@ -0,0 +1,194 @@ +from metachain import MetaChain +from metachain.util import ask_text, single_select_menu, print_markdown, debug_print, UserCompleter +from prompt_toolkit import PromptSession +from prompt_toolkit.formatted_text import HTML +from prompt_toolkit.styles import Style +from metachain.logger import LoggerManager, MetaChainLogger +from rich.console import Console +from rich.panel import Panel +from metachain.agents.meta_agent.workflow_former import get_workflow_former_agent +from metachain.agents.meta_agent.workflow_creator import get_workflow_creator_agent +import re +from metachain.agents.meta_agent.worklow_form_complie import parse_workflow_form, WorkflowForm + +def workflow_profiling(workflow_former, client, messages, context_variables, requirements, debug): + messages.append({"role": "user", "content": requirements + """ +Directly output the form in the XML format without ANY other text. +"""}) + response = client.run(workflow_former, messages, context_variables, debug=debug) + output_xml_form = response.messages[-1]["content"] + messages.extend(response.messages) + + MAX_RETRY = 3 + for i in range(MAX_RETRY): + workflow_form = parse_workflow_form(output_xml_form) + if isinstance(workflow_form, WorkflowForm): + break + elif isinstance(workflow_form, str): + print(f"Error parsing XML to workflow form: {workflow_form}. Retry {i+1}/{MAX_RETRY}") + messages.append({"role": "user", "content": f"Error parsing XML to workflow form, the error message is: {workflow_form}\nNote that there are some special restrictions for creating workflow form, please try again."}) + response = client.run(workflow_former, messages, context_variables, debug=debug) + output_xml_form = response.messages[-1]["content"] + messages.extend(response.messages) + else: + raise ValueError(f"Unexpected error: {workflow_form}") + return workflow_form, output_xml_form, messages + +def workflow_editing(workflow_creator_agent, client, messages, context_variables, workflow_form, output_xml_form, requirements, task, debug, suggestions = ""): + MAX_RETRY = 3 + if suggestions != "": + suggestions = "[IMPORTANT] Here are some suggestions for creating the workflow: " + suggestions + agents = workflow_form.agents + new_agents = [] + for agent in agents: + if agent.category == "new": + new_agents.append(agent) + + if len(new_agents) != 0: + new_agent_str = "AGENT CREATION INSTRUCTIONS:\nBefore you create the workflow, you need to create the following new agents in the workflow:\n" + for agent in new_agents: + new_agent_str += f"Agent name: {agent.name}\nAgent description: {agent.description}\n" + new_agent_str += f"Agent tools: {agent.tools}\n" if agent.tools else "Agent tools: []\n" + else: + new_agent_str = "" + + def case_resolved(task_response: str, context_variables: dict): + """ + Use this tools when the desired workflow is created and tested successfully. You can NOT use this tool if the workflow is not created or tested successfully by running the workflow. + """ + return f"Case resolved. The desired workflow is created and tested successfully. : {task_response}" + def case_not_resolved(task_response: str, context_variables: dict): + """ + Use this tools when you encounter irresistible errors after trying your best with multiple attempts for creating the desired workflow. You can NOT use this tool before you have tried your best. + """ + return f"Case not resolved. The desired workflow is not created or tested successfully. Details: {task_response}" + workflow_creator_agent.functions.extend([case_resolved, case_not_resolved]) + messages.append({"role": "user", "content": f"""\ +WORKFLOW CREATION INSTRUCTIONS: +The user's request to create workflow is: {requirements} +Given the completed workflow form with XML format: {output_xml_form} + +TASK: +Your task is to create the workflow for me, and then test the workflow by running the workflow using `run_workflow` tool to complete the user's task: +{task} + +{new_agent_str} + +TERMINATION INSTRUCTIONS: +After you have created the workflow and tested it successfully, you can use the `case_resolved` tool to indicate the case is resolved, otherwise you should try your best to create the workflow. And ONLY after you have tried multiple times, you can use the `case_not_resolved` tool to indicate the case is not resolved and give the reason. + +Remember: you can NOT stop util you have created the workflow and tested it successfully. +{suggestions} +"""}) + response = client.run(workflow_creator_agent, messages, context_variables, debug=debug) + content = response.messages[-1]["content"] + for i in range(MAX_RETRY): + if content.startswith("Case resolved"): + return content, messages + messages.append({"role": "user", "content": f"""\ +WORKFLOW CREATION INSTRUCTIONS: +The user's request to create workflow is: {requirements} +Given the completed workflow form with XML format: {output_xml_form} + +TASK: +Your task is to create the workflow for me, and then test the workflow by running the workflow using `run_workflow` tool to complete the user's task: +{task} + +{new_agent_str} + +TERMINATION INSTRUCTIONS: +After you have created the workflow and tested it successfully, you can use the `case_resolved` tool to indicate the case is resolved, otherwise you should try your best to create the workflow. And ONLY after you have tried multiple times, you can use the `case_not_resolved` tool to indicate the case is not resolved and give the reason. + +Remember: you can NOT stop util you have created the workflow and tested it successfully. + +FEEDBACK: +The last attempt failed with the following error: {content}, please try again to create the desired workflow. +{suggestions} +"""}) + response = client.run(workflow_creator_agent, messages, context_variables, debug=debug) + content = response.messages[-1]["content"] + if i == MAX_RETRY: + return f"The desired workflow is not created or tested successfully with {MAX_RETRY} attempts.", messages + + + + +def meta_workflow(model: str, context_variables: dict, debug: bool = True): + print('\033[s\033[?25l', end='') # Save cursor position and hide cursor + logger = LoggerManager.get_logger() + workflow_former = get_workflow_former_agent(model) + workflow_creator_agent = get_workflow_creator_agent(model) + + agent = workflow_former + agents = {workflow_former.name.replace(' ', '_'): workflow_former, workflow_creator_agent.name.replace(' ', '_'): workflow_creator_agent} + style = Style.from_dict({ + 'bottom-toolbar': 'bg:#333333 #ffffff', + }) + # 创建会话 + session = PromptSession( + completer=UserCompleter(agents.keys()), + complete_while_typing=True, + style=style + ) + + client = MetaChain(log_path=logger) + console = Console() + messages = [] + + last_message = "Tell me what do you want to create with `Workflow Chain`?" + + while True: + query = session.prompt( + f'{last_message} (type "exit" to quit, press "Enter" to continue): ', + bottom_toolbar=HTML('Prompt: Enter @ to mention Agents'), + ) + if query.strip().lower() == 'exit': + + logo_text = "Workflow Chain completed. See you next time! :waving_hand:" + console.print(Panel(logo_text, style="bold salmon1", expand=True)) + break + words = query.split() + console.print(f"[bold green]Your request: {query}[/bold green]", end=" ") + for word in words: + if word.startswith('@') and word[1:] in agents.keys(): + # print(f"[bold magenta]{word}[bold magenta]", end=' ') + agent = agents[word.replace('@', '')] + else: + # print(word, end=' ') + pass + print() + agent_name = agent.name + console.print(f"[bold green][bold magenta]@{agent_name}[/bold magenta] will help you, be patient...[/bold green]") + match agent_name: + case "Workflow Former Agent": + if query == "": + console.print(f"[bold red]There MUST be a request to create the agent form.[/bold red]") + continue + requirements = query + workflow_form, output_xml_form, messages = workflow_profiling(workflow_former, client, messages, context_variables, requirements, debug) + if workflow_form is None: + console.print(f"[bold red]The workflow form is not created successfully, please modify your requirements again.[/bold red]") + last_message = "Tell me what do you want to create with `Workflow Chain`?" + continue + agent = workflow_creator_agent + context_variables["workflow_form"] = workflow_form + console.print(f"[bold green]The workflow form is created successfully. [/bold green]") + last_message = "It is time to create the desired workflow, do you have any suggestions for creating the workflow?" + case "Workflow Creator Agent": + suggestions = query + default_value='Come up with a task for the workflow to test your created workflow, and use `run_workflow` tool to test your created workflow.' # 这里设置你想要的默认值 + task = session.prompt( + 'It is time to create the desired workflow, what task do you want to complete with the workflow? (Press Enter if none): ', + + ) + task = default_value if not task.strip() else task + agent_response, messages = workflow_editing(workflow_creator_agent, client, messages, context_variables, workflow_form, output_xml_form, requirements, task, debug, suggestions) + if agent_response.startswith("Case not resolved"): + console.print(f"[bold red]The workflow is not created or tested successfully, please try again.[/bold red]") + agent = workflow_creator_agent + else: + console.print(f"[bold green]The workflow is created successfully. [/bold green]") + last_message = "Tell me what do you want to create with `Workflow Chain` next?" + + + \ No newline at end of file diff --git a/process_tool_docs.py b/process_tool_docs.py new file mode 100644 index 0000000..1cdfa2b --- /dev/null +++ b/process_tool_docs.py @@ -0,0 +1,20 @@ +from pandas import read_csv +import json +from rich import print + +df = read_csv("tool_docs.csv") + +rapidapi_tools = df[df['Platform'] == 'RapidAPI']['Tool_Name'].unique() +print("[bold blue]Current RapidAPI tools:[/bold blue]") +print(json.dumps(rapidapi_tools.tolist(), indent=4)) +print("[bold red][IMPORTANT][/bold red] [bold yellow]If you want to use these tools, you should go to RapidAPI and subscribe to them. More convenient tool platforms such as Composio are under development.[/bold yellow]") + +your_api_key = input("Please input your RapidAPI API key:") + +for column in df.columns: + if df[column].dtype == 'object': + df[column] = df[column].str.replace('YOUR_RAPID_API_KEY', your_api_key) + +df.to_csv('tool_docs.csv', index=False) + +print("[bold green]Done![/bold green]") \ No newline at end of file diff --git a/setup.cfg b/setup.cfg index 1354610..66551ec 100644 --- a/setup.cfg +++ b/setup.cfg @@ -64,6 +64,7 @@ install_requires = youtube_transcript_api moviepy faster_whisper + sentence_transformers python_requires = >=3.10 diff --git a/tool_docs.csv b/tool_docs.csv new file mode 100644 index 0000000..9a5f285 --- /dev/null +++ b/tool_docs.csv @@ -0,0 +1,510 @@ +Category,Tool_Name,Tool_Description,API_Name,API_Description,Method,API_Details,Required_API_Key,Platform +eCommerce,Real-Time Amazon Data,"Fast and Simple product searches, data and reviews on Amazon.com in real-time.",Search,Search for product offers on Amazon with support for multiple filters and options.,GET,"{'name': 'Search', 'url': 'https://real-time-amazon-data.p.rapidapi.com/search', 'description': 'Search for product offers on Amazon with support for multiple filters and options.', 'method': 'GET', 'required_parameters': [{'name': 'query', 'type': 'STRING', 'description': 'Search query. Supports both free-form text queries or a product asin.', 'default': 'Phone'}], 'optional_parameters': [{'name': 'brand', 'type': 'STRING', 'description': ""Find products with a specific brand. Multiple brands can be specified as a comma (,) separated list. The brand values can be seen from Amazon's search left filters panel, as seen [here](https://www.amazon.com/s?k=phone).\n\n**e.g.** `SAMSUNG`\n**e.g.** `Google,Apple`"", 'default': ''}, {'name': 'min_price', 'type': 'NUMBER', 'description': 'Only return product offers with price greater than a certain value. Specified in the currency of the selected country. For example, in case country=US, a value of *105.34* means *$105.34*.', 'default': ''}, {'name': 'max_price', 'type': 'NUMBER', 'description': 'Only return product offers with price lower than a certain value. Specified in the currency of the selected country. For example, in case country=US, a value of *105.34* means *$105.34*.', 'default': ''}, {'name': 'country', 'type': 'STRING', 'description': 'Sets the marketplace country, language and currency. \n\n**Default:** `US`\n\n**Allowed values:** `US, AU, BR, CA, CN, FR, DE, IN, IT, MX, NL, SG, ES, TR, AE, GB, JP`\n', 'default': 'US'}, {'name': 'category_id', 'type': 'STRING', 'description': 'Find products in a specific category / department. Use the **Product Category List** endpoint to get a list of valid categories and their ids for the country specified in the request.\n\n**Default:** `aps` (All Departments)', 'default': 'aps'}, {'name': 'sort_by', 'type': 'ENUM', 'description': 'Return the results in a specific sort order.\n\n**Default:** `RELEVANCE`\n\n**Allowed values:** `RELEVANCE, LOWEST_PRICE, HIGHEST_PRICE, REVIEWS, NEWEST`\n', 'default': ''}, {'name': 'page', 'type': 'STRING', 'description': 'Results page to return.\n\n**Default:** `1`', 'default': '1'}], 'code': 'import requests\n\nurl = ""https://real-time-amazon-data.p.rapidapi.com/search""\nquerystring = {""country"": country, ""query"": query, ""category_id"": category_id, ""page"": page}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""real-time-amazon-data.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers, params=querystring)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {'type': 'object', 'properties': {'status': {'type': 'string'}, 'request_id': {'type': 'string'}, 'data': {'type': 'object', 'properties': {'total_products': {'type': 'integer'}, 'country': {'type': 'string'}, 'products': {'type': 'array', 'items': {'type': 'object'}}}}}}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +eCommerce,Real-Time Amazon Data,"Fast and Simple product searches, data and reviews on Amazon.com in real-time.",Product Details,"Get additional product information / details such as description, about, rating distribution and specs.",GET,"{'name': 'Product Details', 'url': 'https://real-time-amazon-data.p.rapidapi.com/product-details', 'description': 'Get additional product information / details such as description, about, rating distribution and specs.', 'method': 'GET', 'required_parameters': [{'name': 'asin', 'type': 'STRING', 'description': 'Product ASIN for which to get details. Supports batching of up to 10 ASINs in a single request, separated by comma (e.g. *B08PPDJWC8,B07ZPKBL9V, B08BHXG144*).\n\nNote that each ASIN in a batch request is counted as a single request against the plan quota.', 'default': 'B07ZPKBL9V'}], 'optional_parameters': [{'name': 'country', 'type': 'STRING', 'description': 'Sets the marketplace country, language and currency. \n\n**Default:** `US`\n\n**Allowed values:** `US, AU, BR, CA, CN, FR, DE, IN, IT, MX, NL, SG, ES, TR, AE, GB, JP`\n', 'default': 'US'}], 'code': 'import requests\n\nurl = ""https://real-time-amazon-data.p.rapidapi.com/product-details""\nquerystring = {""country"": country, ""asin"": asin}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""real-time-amazon-data.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers, params=querystring)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {'type': 'object', 'properties': {'status': {'type': 'string'}, 'request_id': {'type': 'string'}, 'data': {'type': 'object', 'properties': {'asin': {'type': 'string'}, 'country': {'type': 'string'}, 'about_product': {'type': 'array', 'items': {'type': 'string'}}, 'product_description': {'type': 'string'}, 'product_information': {'type': 'object', 'properties': {'Product Dimensions': {'type': 'string'}, 'Item Weight': {'type': 'string'}, 'ASIN': {'type': 'string'}, 'Item model number': {'type': 'string'}, 'Batteries': {'type': 'string'}, 'OS': {'type': 'string'}, 'Wireless communication technologies': {'type': 'string'}, 'Connectivity technologies': {'type': 'string'}, 'Other display features': {'type': 'string'}, 'Human Interface Input': {'type': 'string'}, 'Other camera features': {'type': 'string'}, 'Form Factor': {'type': 'string'}, 'Color': {'type': 'string'}, 'Battery Power Rating': {'type': 'string'}, 'Whats in the box': {'type': 'string'}, 'Manufacturer': {'type': 'string'}, 'Date First Available': {'type': 'string'}, 'Memory Storage Capacity': {'type': 'string'}, 'Standing screen display size': {'type': 'string'}, 'Ram Memory Installed Size': {'type': 'string'}}}}}}}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +eCommerce,Real-Time Amazon Data,"Fast and Simple product searches, data and reviews on Amazon.com in real-time.",Product Reviews,Get and paginate through all product reviews on Amazon.,GET,"{'name': 'Product Reviews', 'url': 'https://real-time-amazon-data.p.rapidapi.com/product-reviews', 'description': 'Get and paginate through all product reviews on Amazon.', 'method': 'GET', 'required_parameters': [{'name': 'asin', 'type': 'STRING', 'description': 'Product asin for which to get reviews.', 'default': 'B07ZPKN6YR'}], 'optional_parameters': [{'name': 'query', 'type': 'STRING', 'description': 'Find reviews matching a search query.', 'default': ''}, {'name': 'sort_by', 'type': 'ENUM', 'description': 'Return reviews in a specific sort order.\n\n**Default:** `TOP_REVIEWS`\n\n**Allowed values:** `TOP_REVIEWS, MOST_RECENT`\n', 'default': ''}, {'name': 'verified_purchases_only', 'type': 'BOOLEAN', 'description': 'Only return reviews by reviewers who made a verified purchase.', 'default': 'false'}, {'name': 'page_size', 'type': 'NUMBER', 'description': 'Results page size.\n\n**Allowed values:** `1-20`\n\n**Default:** `10`', 'default': '10'}, {'name': 'page', 'type': 'NUMBER', 'description': 'Results page to return.\n\n**Default:** `1`', 'default': '1'}, {'name': 'star_rating', 'type': 'ENUM', 'description': 'Only return reviews with a specific star rating.\n\n**Default:** `ALL`\n\n**Allowed values:** `ALL, 5_STARS, 4_STARS, 3_STARS, 2_STARS, 1_STARS, POSITIVE, CRITICAL`\n', 'default': ''}, {'name': 'images_or_videos_only', 'type': 'BOOLEAN', 'description': 'Only return reviews containing images and / or videos.', 'default': 'false'}, {'name': 'country', 'type': 'STRING', 'description': 'Sets the marketplace country, language and currency. \n\n**Default:** `US`\n\n**Allowed values:** `US, AU, BR, CA, CN, FR, DE, IN, IT, MX, NL, SG, ES, TR, AE, GB, JP`\n', 'default': 'US'}], 'code': 'import requests\n\nurl = ""https://real-time-amazon-data.p.rapidapi.com/product-reviews""\nquerystring = {""asin"": asin, ""verified_purchases_only"": verified_purchases_only, ""page_size"": page_size, ""page"": page, ""images_or_videos_only"": images_or_videos_only, ""country"": country}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""real-time-amazon-data.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers, params=querystring)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {'type': 'object', 'properties': {'status': {'type': 'string'}, 'request_id': {'type': 'string'}, 'data': {'type': 'object', 'properties': {'asin': {'type': 'string'}, 'total_reviews': {'type': 'integer'}, 'total_ratings': {'type': 'integer'}, 'country': {'type': 'string'}, 'reviews': {'type': 'array', 'items': {'type': 'object'}}}}}}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +eCommerce,Real-Time Amazon Data,"Fast and Simple product searches, data and reviews on Amazon.com in real-time.",Product Category List,Get Amazon product categories (per country / marketplace).,GET,"{'name': 'Product Category List', 'url': 'https://real-time-amazon-data.p.rapidapi.com/product-category-list', 'description': 'Get Amazon product categories (per country / marketplace).', 'method': 'GET', 'required_parameters': [], 'optional_parameters': [{'name': 'country', 'type': 'STRING', 'description': 'Sets the marketplace country, language and currency. \n\n**Default:** `US`\n\n**Allowed values:** `US, AU, BR, CA, CN, FR, DE, IN, IT, MX, NL, SG, ES, TR, AE, GB, JP`\n', 'default': 'US'}], 'code': 'import requests\n\nurl = ""https://real-time-amazon-data.p.rapidapi.com/product-category-list""\nquerystring = {""country"": country}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""real-time-amazon-data.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers, params=querystring)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {'type': 'object', 'properties': {'status': {'type': 'string'}, 'request_id': {'type': 'string'}, 'data': {'type': 'array', 'items': {'type': 'object', 'properties': {'id': {'type': 'string'}, 'name': {'type': 'string'}}}}}}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +eCommerce,Real-Time Amazon Data,"Fast and Simple product searches, data and reviews on Amazon.com in real-time.",Product Offers,"Get top 10 offers of a specific product on Amazon by its asin, the first offer in the list is the pinned offer returned by the **Search** endpoint. Supports filtering by product condition.",GET,"{'name': 'Product Offers', 'url': 'https://real-time-amazon-data.p.rapidapi.com/product-offers', 'description': 'Get top 10 offers of a specific product on Amazon by its asin, the first offer in the list is the pinned offer returned by the **Search** endpoint. Supports filtering by product condition.', 'method': 'GET', 'required_parameters': [{'name': 'asin', 'type': 'STRING', 'description': 'Product ASIN for which to get offers. Supports batching of up to 10 ASINs in a single request, separated by comma (e.g. *B08PPDJWC8,B07ZPKBL9V, B08BHXG144*).\n\nNote that each ASIN in a batch request is counted as a single request against the plan quota.', 'default': 'B07ZPKBL9V'}], 'optional_parameters': [{'name': 'delivery', 'type': 'STRING', 'description': '[EXPERIMENTAL]\nFind products with specific delivery option, specified as a comma delimited list of the following values: `PRIME_ELIGIBLE,FREE_DELIVERY`.\n\n**e.g.** `FREE_DELIVERY`\n**e.g.** `PRIME_ELIGIBLE,FREE_DELIVERY`\n', 'default': ''}, {'name': 'limit', 'type': 'NUMBER', 'description': 'Maximum number of offers to return.\n\n**Default:** `100`', 'default': '100'}, {'name': 'product_condition', 'type': 'STRING', 'description': 'Find products in specific conditions, specified as a comma delimited list of the following values: `NEW, USED_LIKE_NEW, USED_VERY_GOOD, USED_GOOD, USED_ACCEPTABLE`.\n\n**e.g.** `NEW,USED_LIKE_NEW`\n**e.g.** `USED_VERY_GOOD,USED_GOOD,USED_LIKE_NEW`\n', 'default': ''}, {'name': 'country', 'type': 'STRING', 'description': 'Sets the marketplace country, language and currency. \n\n**Default:** `US`\n\n**Allowed values:** `US, AU, BR, CA, CN, FR, DE, IN, IT, MX, NL, SG, ES, TR, AE, GB, JP`\n', 'default': 'US'}], 'code': 'import requests\n\nurl = ""https://real-time-amazon-data.p.rapidapi.com/product-offers""\nquerystring = {""limit"": limit, ""asin"": asin, ""country"": country}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""real-time-amazon-data.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers, params=querystring)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {'type': 'object', 'properties': {'status': {'type': 'string'}, 'request_id': {'type': 'string'}, 'data': {'type': 'object', 'properties': {'asin': {'type': 'string'}, 'country': {'type': 'string'}, 'product_offers': {'type': 'array', 'items': {'type': 'object'}}}}}}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Finanace,Real-Time Finance Data,"Get stocks / market quotes and trends, ETF, international exchanges / forex, crypto, related news and analytics in real-time.",Stock Quote,"Get stock market quote. Supports all stock types: *stock*, *index*, *mutual fund* and *futures*.",GET,"{'name': 'Stock Quote', 'url': 'https://real-time-finance-data.p.rapidapi.com/stock-quote', 'description': 'Get stock market quote. Supports all stock types: *stock*, *index*, *mutual fund* and *futures*.', 'method': 'GET', 'required_parameters': [{'name': 'symbol', 'type': 'STRING', 'description': 'Stock symbol / ticker.\n\n**e.g.** *`MSFT:NASDAQ`*\n**e.g.** *`MSFT`*\n**e.g.** *`^DJI`*\n**e.g.** *`VTSAX`*', 'default': 'AAPL:NASDAQ'}], 'optional_parameters': [{'name': 'language', 'type': 'STRING', 'description': 'The language to use for the results, specified as a 2-letter language code - see [ISO 639-1](https://en.wikipedia.org/wiki/List_of_ISO_639-1_codes).\n\n**Default**: *en*.', 'default': 'en'}], 'code': 'import requests\n\nurl = ""https://real-time-finance-data.p.rapidapi.com/stock-quote""\nquerystring = {""language"": language, ""symbol"": symbol}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""real-time-finance-data.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers, params=querystring)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {'type': 'object', 'properties': {'status': {'type': 'string'}, 'request_id': {'type': 'string'}, 'data': {'type': 'object', 'properties': {'symbol': {'type': 'string'}, 'name': {'type': 'string'}, 'type': {'type': 'string'}, 'price': {'type': 'number'}, 'open': {'type': 'number'}, 'high': {'type': 'number'}, 'low': {'type': 'number'}, 'volume': {'type': 'integer'}, 'previous_close': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'pre_or_post_market': {'type': 'number'}, 'pre_or_post_market_change': {'type': 'number'}, 'pre_or_post_market_change_percent': {'type': 'number'}, 'last_update_utc': {'type': 'string'}}}}}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Finanace,Real-Time Finance Data,"Get stocks / market quotes and trends, ETF, international exchanges / forex, crypto, related news and analytics in real-time.",Currency News,Get the latest news related to a specific currency / forex or crypto.,GET,"{'name': 'Currency News', 'url': 'https://real-time-finance-data.p.rapidapi.com/currency-news', 'description': 'Get the latest news related to a specific currency / forex or crypto.', 'method': 'GET', 'required_parameters': [{'name': 'from_symbol', 'type': 'STRING', 'description': 'A 3-Letter currency code / symbol (ISO 4217). For example: *USD*.', 'default': 'USD'}, {'name': 'to_symbol', 'type': 'STRING', 'description': 'A 3-Letter currency code / symbol (ISO 4217). For example: *EUR*.', 'default': 'EUR'}], 'optional_parameters': [{'name': 'language', 'type': 'STRING', 'description': 'The language to use for the results, specified as a 2-letter language code - see [ISO 639-1](https://en.wikipedia.org/wiki/List_of_ISO_639-1_codes).\n\n**Default**: *en*.', 'default': 'en'}], 'code': 'import requests\n\nurl = ""https://real-time-finance-data.p.rapidapi.com/currency-news""\nquerystring = {""language"": language, ""from_symbol"": from_symbol, ""to_symbol"": to_symbol}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""real-time-finance-data.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers, params=querystring)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {'type': 'object', 'properties': {'status': {'type': 'string'}, 'request_id': {'type': 'string'}, 'data': {'type': 'object', 'properties': {'from_symbol': {'type': 'string'}, 'to_symbol': {'type': 'string'}, 'type': {'type': 'string'}, 'news': {'type': 'array', 'items': {'type': 'object', 'properties': {'article_title': {'type': 'string'}, 'article_url': {'type': 'string'}, 'article_photo_url': {'type': 'string'}, 'source': {'type': 'string'}, 'post_time_utc': {'type': 'string'}}}}}}}}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Finanace,Real-Time Finance Data,"Get stocks / market quotes and trends, ETF, international exchanges / forex, crypto, related news and analytics in real-time.",Currency Exchange Rate,Get currency / forex or crypto exchange rates.,GET,"{'name': 'Currency Exchange Rate', 'url': 'https://real-time-finance-data.p.rapidapi.com/currency-exchange-rate', 'description': 'Get currency / forex or crypto exchange rates.', 'method': 'GET', 'required_parameters': [{'name': 'from_symbol', 'type': 'STRING', 'description': 'A 3-Letter currency code / symbol (ISO 4217) to convert. For example: *USD*.', 'default': 'USD'}, {'name': 'to_symbol', 'type': 'STRING', 'description': 'A 3-Letter currency code / symbol (ISO 4217) to convert to. For example: *EUR*.', 'default': 'EUR'}], 'optional_parameters': [{'name': 'language', 'type': 'STRING', 'description': 'The language to use for the results, specified as a 2-letter language code - see [ISO 639-1](https://en.wikipedia.org/wiki/List_of_ISO_639-1_codes).\n\n**Default**: *en*.', 'default': 'en'}], 'code': 'import requests\n\nurl = ""https://real-time-finance-data.p.rapidapi.com/currency-exchange-rate""\nquerystring = {""language"": language, ""from_symbol"": from_symbol, ""to_symbol"": to_symbol}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""real-time-finance-data.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers, params=querystring)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {'type': 'object', 'properties': {'status': {'type': 'string'}, 'request_id': {'type': 'string'}, 'data': {'type': 'object', 'properties': {'from_symbol': {'type': 'string'}, 'to_symbol': {'type': 'string'}, 'type': {'type': 'string'}, 'exchange_rate': {'type': 'number'}, 'previous_close': {'type': 'number'}, 'last_update_utc': {'type': 'string'}}}}}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Finanace,Real-Time Finance Data,"Get stocks / market quotes and trends, ETF, international exchanges / forex, crypto, related news and analytics in real-time.",Currency Time Series,"Get forex time series for the following periods: **1 day**, **5 days**, **1 month**, **6 months**, **year-to-date**, **1 year**, **5 years** and **all times (max)**.",GET,"{'name': 'Currency Time Series', 'url': 'https://real-time-finance-data.p.rapidapi.com/currency-time-series', 'description': 'Get forex time series for the following periods: **1 day**, **5 days**, **1 month**, **6 months**, **year-to-date**, **1 year**, **5 years** and **all times (max)**.', 'method': 'GET', 'required_parameters': [{'name': 'period', 'type': 'ENUM', 'description': 'Period for which to return time series.\n\n**Periods:**\n- **1D** - 1 day.\n- **5D** - 5 days.\n- **1M** - 1 month.\n- **6M** - 6 months.\n- **YTD** - year-to-date.\n- **1Y** - 1 year.\n- **5Y** - 5 years.\n- **MAX** - all times.', 'default': ''}, {'name': 'to_symbol', 'type': 'STRING', 'description': 'A 3-Letter currency code / symbol (ISO 4217). For example: *EUR*.', 'default': 'EUR'}, {'name': 'from_symbol', 'type': 'STRING', 'description': 'A 3-Letter currency code / symbol (ISO 4217). For example: *USD*.', 'default': 'USD'}], 'optional_parameters': [{'name': 'language', 'type': 'STRING', 'description': 'The language to use for the results, specified as a 2-letter language code - see [ISO 639-1](https://en.wikipedia.org/wiki/List_of_ISO_639-1_codes).\n\n**Default**: *en*.', 'default': 'en'}], 'code': 'import requests\n\nurl = ""https://real-time-finance-data.p.rapidapi.com/currency-time-series""\nquerystring = {""language"": language, ""period"": period, ""to_symbol"": to_symbol, ""from_symbol"": from_symbol}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""real-time-finance-data.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers, params=querystring)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {'type': 'object', 'properties': {'status': {'type': 'string'}, 'request_id': {'type': 'string'}, 'data': {'type': 'object', 'properties': {'from_symbol': {'type': 'string'}, 'to_symbol': {'type': 'string'}, 'type': {'type': 'string'}, 'exchange_rate': {'type': 'number'}, 'previous_close': {'type': 'number'}, 'last_update_utc': {'type': 'string'}, 'time_series': {'type': 'object', 'properties': {'2022-10-20 23:58:00': {'type': 'object', 'properties': {'exchange_rate': {'type': 'number'}, 'change': {'type': 'integer'}, 'change_percent': {'type': 'integer'}}}, '2022-10-21 23:58:00': {'type': 'object', 'properties': {'exchange_rate': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}}}, '2022-10-22 23:58:00': {'type': 'object', 'properties': {'exchange_rate': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}}}, '2022-10-23 23:58:00': {'type': 'object', 'properties': {'exchange_rate': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}}}, '2022-10-24 23:58:00': {'type': 'object', 'properties': {'exchange_rate': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}}}, '2022-10-25 23:58:00': {'type': 'object', 'properties': {'exchange_rate': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}}}, '2022-10-26 23:58:00': {'type': 'object', 'properties': {'exchange_rate': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}}}, '2022-10-27 23:58:00': {'type': 'object', 'properties': {'exchange_rate': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}}}, '2022-10-28 23:58:00': {'type': 'object', 'properties': {'exchange_rate': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}}}, '2022-10-29 23:58:00': {'type': 'object', 'properties': {'exchange_rate': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}}}, '2022-10-30 23:58:00': {'type': 'object', 'properties': {'exchange_rate': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}}}, '2022-10-31 23:58:00': {'type': 'object', 'properties': {'exchange_rate': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}}}, '2022-11-01 23:58:00': {'type': 'object', 'properties': {'exchange_rate': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}}}, '2022-11-02 23:58:00': {'type': 'object', 'properties': {'exchange_rate': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}}}, '2022-11-03 23:58:00': {'type': 'object', 'properties': {'exchange_rate': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}}}, '2022-11-04 23:58:00': {'type': 'object', 'properties': {'exchange_rate': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}}}, '2022-11-05 23:58:00': {'type': 'object', 'properties': {'exchange_rate': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}}}, '2022-11-06 23:58:00': {'type': 'object', 'properties': {'exchange_rate': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}}}, '2022-11-07 23:58:00': {'type': 'object', 'properties': {'exchange_rate': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}}}, '2022-11-08 23:58:00': {'type': 'object', 'properties': {'exchange_rate': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}}}, '2022-11-09 23:58:00': {'type': 'object', 'properties': {'exchange_rate': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}}}, '2022-11-10 23:58:00': {'type': 'object', 'properties': {'exchange_rate': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}}}, '2022-11-11 23:58:00': {'type': 'object', 'properties': {'exchange_rate': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}}}, '2022-11-12 23:58:00': {'type': 'object', 'properties': {'exchange_rate': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}}}, '2022-11-13 23:58:00': {'type': 'object', 'properties': {'exchange_rate': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}}}, '2022-11-14 23:58:00': {'type': 'object', 'properties': {'exchange_rate': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}}}, '2022-11-15 23:58:00': {'type': 'object', 'properties': {'exchange_rate': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}}}, '2022-11-16 23:58:00': {'type': 'object', 'properties': {'exchange_rate': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}}}, '2022-11-17 23:58:00': {'type': 'object', 'properties': {'exchange_rate': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}}}, '2022-11-18 23:58:00': {'type': 'object', 'properties': {'exchange_rate': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}}}, '2022-11-19 23:58:00': {'type': 'object', 'properties': {'exchange_rate': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}}}, '2022-11-20 09:52:00': {'type': 'object', 'properties': {'exchange_rate': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}}}}}, 'utc_offset_sec': {'type': 'integer'}, 'interval_sec': {'type': 'integer'}, 'period': {'type': 'string'}}}}}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Finanace,Real-Time Finance Data,"Get stocks / market quotes and trends, ETF, international exchanges / forex, crypto, related news and analytics in real-time.",Stock / Company Overview,"Get stock / public company details. Supports all stock types: *stock*, *index*, *mutual fund* and *futures*. Returns company details for the *stock* type.",GET,"{'name': 'Stock / Company Overview', 'url': 'https://real-time-finance-data.p.rapidapi.com/stock-overview', 'description': 'Get stock / public company details. Supports all stock types: *stock*, *index*, *mutual fund* and *futures*. Returns company details for the *stock* type.', 'method': 'GET', 'required_parameters': [{'name': 'symbol', 'type': 'STRING', 'description': 'Stock symbol (ticker).\n\n**e.g.** *`MSFT:NASDAQ`*\n**e.g.** *`MSFT`*\n**e.g.** *`^DJI`*\n**e.g.** *`VTSAX`*', 'default': 'AAPL:NASDAQ'}], 'optional_parameters': [{'name': 'language', 'type': 'STRING', 'description': 'The language to use for the results, specified as a 2-letter language code - see [ISO 639-1](https://en.wikipedia.org/wiki/List_of_ISO_639-1_codes).\n\n**Default**: *en*.', 'default': 'en'}], 'code': 'import requests\n\nurl = ""https://real-time-finance-data.p.rapidapi.com/stock-overview""\nquerystring = {""symbol"": symbol, ""language"": language}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""real-time-finance-data.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers, params=querystring)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {'type': 'object', 'properties': {'status': {'type': 'string'}, 'request_id': {'type': 'string'}, 'data': {'type': 'object', 'properties': {'symbol': {'type': 'string'}, 'name': {'type': 'string'}, 'type': {'type': 'string'}, 'price': {'type': 'number'}, 'open': {'type': 'number'}, 'high': {'type': 'number'}, 'low': {'type': 'number'}, 'volume': {'type': 'integer'}, 'previous_close': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'pre_or_post_market': {'type': 'number'}, 'pre_or_post_market_change': {'type': 'number'}, 'pre_or_post_market_change_percent': {'type': 'number'}, 'last_update_utc': {'type': 'string'}, 'country_code': {'type': 'string'}, 'exchange': {'type': 'string'}, 'exchange_open': {'type': 'string'}, 'exchange_close': {'type': 'string'}, 'timezone': {'type': 'string'}, 'utc_offset_sec': {'type': 'integer'}, 'currency': {'type': 'string'}, 'about': {'type': 'string'}, 'year_low': {'type': 'number'}, 'year_high': {'type': 'number'}, 'primary_exchange': {'type': 'string'}, 'company_website': {'type': 'string'}, 'company_country_code': {'type': 'string'}, 'company_country': {'type': 'string'}, 'company_state': {'type': 'string'}, 'company_city': {'type': 'string'}, 'company_street_address': {'type': 'string'}, 'company_ceo': {'type': 'string'}, 'company_employees': {'type': 'integer'}, 'company_cdp_score': {'type': 'string'}, 'company_founded_date': {'type': 'string'}, 'company_cdp_url': {'type': 'string'}, 'avg_volume': {'type': 'integer'}, 'company_pe_ratio': {'type': 'number'}, 'company_market_cap': {'type': 'number'}, 'company_dividend_yield': {'type': 'number'}, 'wikipedia_url': {'type': 'string'}, 'google_mid': {'type': 'string'}}}}}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Finanace,Real-Time Finance Data,"Get stocks / market quotes and trends, ETF, international exchanges / forex, crypto, related news and analytics in real-time.",Company Cash Flow,Get public company's **quarterly** or **annual** cash flow information. Supports the *stock* type only.,GET,"{'name': 'Company Cash Flow', 'url': 'https://real-time-finance-data.p.rapidapi.com/company-cash-flow', 'description': ""Get public company's **quarterly** or **annual** cash flow information. Supports the *stock* type only."", 'method': 'GET', 'required_parameters': [{'name': 'period', 'type': 'ENUM', 'description': ""Period for which to get company's cash flow.\n\n**Periods**: *QUARTERLY*, *ANNUAL*."", 'default': ''}, {'name': 'symbol', 'type': 'STRING', 'description': 'Stock symbol (ticker).\n\n**e.g.** *`MSFT:NASDAQ`*\n**e.g.** *`MSFT`*\n**e.g.** *`AAPL`*', 'default': 'AAPL:NASDAQ'}], 'optional_parameters': [{'name': 'language', 'type': 'STRING', 'description': 'The language to use for the results, specified as a 2-letter language code - see [ISO 639-1](https://en.wikipedia.org/wiki/List_of_ISO_639-1_codes).\n\n**Default**: *en*.', 'default': 'en'}], 'code': 'import requests\n\nurl = ""https://real-time-finance-data.p.rapidapi.com/company-cash-flow""\nquerystring = {""period"": period, ""language"": language, ""symbol"": symbol}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""real-time-finance-data.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers, params=querystring)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {'type': 'object', 'properties': {'status': {'type': 'string'}, 'request_id': {'type': 'string'}, 'data': {'type': 'object', 'properties': {'symbol': {'type': 'string'}, 'type': {'type': 'string'}, 'cash_flow': {'type': 'array', 'items': {'type': 'object', 'properties': {'year': {'type': 'integer'}, 'quarter': {'type': 'integer'}, 'currency': {'type': 'string'}, 'net_income': {'type': 'integer'}, 'cash_from_operations': {'type': 'integer'}, 'cash_from_investing': {'type': 'integer'}, 'cash_from_financing': {'type': 'integer'}, 'net_change_in_cash': {'type': 'integer'}, 'free_cash_flow': {'type': 'integer'}}}}, 'period': {'type': 'string'}}}}}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Finanace,Real-Time Finance Data,"Get stocks / market quotes and trends, ETF, international exchanges / forex, crypto, related news and analytics in real-time.",Company Balance Sheet,Get public company's **quarterly** or **annual** balance sheet. Supports the *stock* type only.,GET,"{'name': 'Company Balance Sheet', 'url': 'https://real-time-finance-data.p.rapidapi.com/company-balance-sheet', 'description': ""Get public company's **quarterly** or **annual** balance sheet. Supports the *stock* type only."", 'method': 'GET', 'required_parameters': [{'name': 'period', 'type': 'ENUM', 'description': ""Period for which to get company's balance sheet.\n\n**Periods**: *QUARTERLY*, *ANNUAL*."", 'default': ''}, {'name': 'symbol', 'type': 'STRING', 'description': 'Stock symbol (ticker).\n\n**e.g.** *`MSFT:NASDAQ`*\n**e.g.** *`MSFT`*\n**e.g.** *`AAPL`*', 'default': 'AAPL:NASDAQ'}], 'optional_parameters': [{'name': 'language', 'type': 'STRING', 'description': 'The language to use for the results, specified as a 2-letter language code - see [ISO 639-1](https://en.wikipedia.org/wiki/List_of_ISO_639-1_codes).\n\n**Default**: *en*.', 'default': 'en'}], 'code': 'import requests\n\nurl = ""https://real-time-finance-data.p.rapidapi.com/company-balance-sheet""\nquerystring = {""language"": language, ""period"": period, ""symbol"": symbol}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""real-time-finance-data.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers, params=querystring)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {'type': 'object', 'properties': {'status': {'type': 'string'}, 'request_id': {'type': 'string'}, 'data': {'type': 'object', 'properties': {'symbol': {'type': 'string'}, 'type': {'type': 'string'}, 'balance_sheet': {'type': 'array', 'items': {'type': 'object', 'properties': {'year': {'type': 'integer'}, 'currency': {'type': 'string'}, 'cash_and_short_term_investments': {'type': 'number'}, 'total_assets': {'type': 'integer'}, 'total_liabilities': {'type': 'integer'}, 'total_equity': {'type': 'integer'}, 'shares_outstanding': {'type': 'integer'}, 'price_to_book': {'type': 'number'}, 'return_on_assets_percent': {'type': 'number'}, 'return_on_capital_percent': {'type': 'number'}}}}, 'period': {'type': 'string'}}}}}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Finanace,Real-Time Finance Data,"Get stocks / market quotes and trends, ETF, international exchanges / forex, crypto, related news and analytics in real-time.",Company Income Statement,Get public company's **quarterly** or **annual** income statement. Supports the *stock* type only.,GET,"{'name': 'Company Income Statement', 'url': 'https://real-time-finance-data.p.rapidapi.com/company-income-statement', 'description': ""Get public company's **quarterly** or **annual** income statement. Supports the *stock* type only."", 'method': 'GET', 'required_parameters': [{'name': 'symbol', 'type': 'STRING', 'description': 'Stock symbol (ticker).\n\n**e.g.** *`MSFT:NASDAQ`*\n**e.g.** *`MSFT`*\n**e.g.** *`AAPL`*', 'default': 'AAPL:NASDAQ'}, {'name': 'period', 'type': 'ENUM', 'description': ""Period for which to get company's income statement.\n\n**Periods**: *QUARTERLY*, *ANNUAL*."", 'default': ''}], 'optional_parameters': [{'name': 'language', 'type': 'STRING', 'description': 'The language to use for the results, specified as a 2-letter language code - see [ISO 639-1](https://en.wikipedia.org/wiki/List_of_ISO_639-1_codes).\n\n**Default**: *en*.', 'default': 'en'}], 'code': 'import requests\n\nurl = ""https://real-time-finance-data.p.rapidapi.com/company-income-statement""\nquerystring = {""symbol"": symbol, ""language"": language, ""period"": period}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""real-time-finance-data.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers, params=querystring)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {'type': 'object', 'properties': {'status': {'type': 'string'}, 'request_id': {'type': 'string'}, 'data': {'type': 'object', 'properties': {'symbol': {'type': 'string'}, 'type': {'type': 'string'}, 'income_statement': {'type': 'array', 'items': {'type': 'object', 'properties': {'year': {'type': 'integer'}, 'quarter': {'type': 'integer'}, 'currency': {'type': 'string'}, 'revenue': {'type': 'integer'}, 'operating_expense': {'type': 'integer'}, 'net_income': {'type': 'integer'}, 'net_profit_margin': {'type': 'number'}, 'earnings_per_share': {'type': 'number'}, 'EBITDA': {'type': 'integer'}, 'effective_task_rate_percent': {'type': 'number'}}}}, 'period': {'type': 'string'}}}}}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Finanace,Real-Time Finance Data,"Get stocks / market quotes and trends, ETF, international exchanges / forex, crypto, related news and analytics in real-time.",Stock News,"Get the latest news related to a specific stock. Supports all stock types: *stock*, *index*, *mutual fund* and *futures*.",GET,"{'name': 'Stock News', 'url': 'https://real-time-finance-data.p.rapidapi.com/stock-news', 'description': 'Get the latest news related to a specific stock. Supports all stock types: *stock*, *index*, *mutual fund* and *futures*.', 'method': 'GET', 'required_parameters': [{'name': 'symbol', 'type': 'STRING', 'description': 'Stock symbol / ticker.\n\n**e.g.** *`MSFT:NASDAQ`*\n**e.g.** *`MSFT`*\n**e.g.** *`^DJI`*\n**e.g.** *`VTSAX`*', 'default': 'AAPL:NASDAQ'}], 'optional_parameters': [{'name': 'language', 'type': 'STRING', 'description': 'The language to use for the results, specified as a 2-letter language code - see [ISO 639-1](https://en.wikipedia.org/wiki/List_of_ISO_639-1_codes).\n\n**Default**: *en*.', 'default': 'en'}], 'code': 'import requests\n\nurl = ""https://real-time-finance-data.p.rapidapi.com/stock-news""\nquerystring = {""symbol"": symbol, ""language"": language}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""real-time-finance-data.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers, params=querystring)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {'type': 'object', 'properties': {'status': {'type': 'string'}, 'request_id': {'type': 'string'}, 'data': {'type': 'object', 'properties': {'symbol': {'type': 'string'}, 'type': {'type': 'string'}, 'news': {'type': 'array', 'items': {'type': 'object', 'properties': {'article_title': {'type': 'string'}, 'article_url': {'type': 'string'}, 'article_photo_url': {'type': 'string'}, 'source': {'type': 'string'}, 'post_time_utc': {'type': 'string'}}}}}}}}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Finanace,Real-Time Finance Data,"Get stocks / market quotes and trends, ETF, international exchanges / forex, crypto, related news and analytics in real-time.",Stock Time Series,"Get stock time series and key news events for the following periods: **1 day**, **5 days**, **1 month**, **6 months**, **year-to-date**, **1 year**, **5 years** and **all times (max)**. In addition, the endpoints returns the key news events that affected the stock prices in the specified period. Supports all stock types: *stock*, *index*, *mutual fund* and *futures*.",GET,"{'name': 'Stock Time Series', 'url': 'https://real-time-finance-data.p.rapidapi.com/stock-time-series', 'description': 'Get stock time series and key news events for the following periods: **1 day**, **5 days**, **1 month**, **6 months**, **year-to-date**, **1 year**, **5 years** and **all times (max)**. In addition, the endpoints returns the key news events that affected the stock prices in the specified period. Supports all stock types: *stock*, *index*, *mutual fund* and *futures*.', 'method': 'GET', 'required_parameters': [{'name': 'period', 'type': 'ENUM', 'description': 'Period for which to return time series and key events.\n\n**Periods:**\n- **1D** - 1 day.\n- **5D** - 5 days.\n- **1M** - 1 month.\n- **6M** - 6 months.\n- **YTD** - year-to-date.\n- **1Y** - 1 year.\n- **5Y** - 5 years.\n- **MAX** - all times.', 'default': ''}, {'name': 'symbol', 'type': 'STRING', 'description': 'Stock symbol (ticker).\n\n**e.g.** *`MSFT:NASDAQ`*\n**e.g.** *`MSFT`*\n**e.g.** *`^DJI`*\n**e.g.** *`VTSAX`*', 'default': 'AAPL:NASDAQ'}], 'optional_parameters': [{'name': 'language', 'type': 'STRING', 'description': 'The language to use for the results, specified as a 2-letter language code - see [ISO 639-1](https://en.wikipedia.org/wiki/List_of_ISO_639-1_codes).\n\n**Default**: *en*.', 'default': 'en'}], 'code': 'import requests\n\nurl = ""https://real-time-finance-data.p.rapidapi.com/stock-time-series""\nquerystring = {""language"": language, ""period"": period, ""symbol"": symbol}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""real-time-finance-data.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers, params=querystring)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {'type': 'object', 'properties': {'status': {'type': 'string'}, 'request_id': {'type': 'string'}, 'data': {'type': 'object', 'properties': {'symbol': {'type': 'string'}, 'type': {'type': 'string'}, 'price': {'type': 'number'}, 'previous_close': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'pre_or_post_market': {'type': 'number'}, 'pre_or_post_market_change': {'type': 'number'}, 'pre_or_post_market_change_percent': {'type': 'number'}, 'last_update_utc': {'type': 'string'}, 'time_series': {'type': 'object', 'properties': {'2022-11-14 09:30:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'integer'}, 'change_percent': {'type': 'integer'}, 'volume': {'type': 'integer'}}}, '2022-11-14 10:00:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}, '2022-11-14 10:30:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}, '2022-11-14 11:00:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}, '2022-11-14 11:30:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}, '2022-11-14 12:00:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}, '2022-11-14 12:30:00': {'type': 'object', 'properties': {'price': {'type': 'integer'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}, '2022-11-14 13:00:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}, '2022-11-14 13:30:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}, '2022-11-14 14:00:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}, '2022-11-14 14:30:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}, '2022-11-14 15:00:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}, '2022-11-14 15:30:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}, '2022-11-14 16:00:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}, '2022-11-15 09:30:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}, '2022-11-15 10:00:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}, '2022-11-15 10:30:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}, '2022-11-15 11:00:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}, '2022-11-15 11:30:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}, '2022-11-15 12:00:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}, '2022-11-15 12:30:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}, '2022-11-15 13:00:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}, '2022-11-15 13:30:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}, '2022-11-15 14:00:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}, '2022-11-15 14:30:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}, '2022-11-15 15:00:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}, '2022-11-15 15:30:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}, '2022-11-15 16:00:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}, '2022-11-16 09:30:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}, '2022-11-16 10:00:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}, '2022-11-16 10:30:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}, '2022-11-16 11:00:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}, '2022-11-16 11:30:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}, '2022-11-16 12:00:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}, '2022-11-16 12:30:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}, '2022-11-16 13:00:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}, '2022-11-16 13:30:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}, '2022-11-16 14:00:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}, '2022-11-16 14:30:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}, '2022-11-16 15:00:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}, '2022-11-16 15:30:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}, '2022-11-16 16:00:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}, '2022-11-17 09:30:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}, '2022-11-17 10:00:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}, '2022-11-17 10:30:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}, '2022-11-17 11:00:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}, '2022-11-17 11:30:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}, '2022-11-17 12:00:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}, '2022-11-17 12:30:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}, '2022-11-17 13:00:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}, '2022-11-17 13:30:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}, '2022-11-17 14:00:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}, '2022-11-17 14:30:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}, '2022-11-17 15:00:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}, '2022-11-17 15:30:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}, '2022-11-17 16:00:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}, '2022-11-18 09:30:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}, '2022-11-18 10:00:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}, '2022-11-18 10:30:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}, '2022-11-18 11:00:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}, '2022-11-18 11:30:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}, '2022-11-18 12:00:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}, '2022-11-18 12:30:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}, '2022-11-18 13:00:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}, '2022-11-18 13:30:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}, '2022-11-18 14:00:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}, '2022-11-18 14:30:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}, '2022-11-18 15:00:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}, '2022-11-18 15:30:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}, '2022-11-18 16:00:00': {'type': 'object', 'properties': {'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'volume': {'type': 'integer'}}}}}, 'key_events': {'type': 'array'}, 'utc_offset_sec': {'type': 'integer'}, 'interval_sec': {'type': 'integer'}, 'period': {'type': 'string'}}}}}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Finanace,Real-Time Finance Data,"Get stocks / market quotes and trends, ETF, international exchanges / forex, crypto, related news and analytics in real-time.",Search,"Find stocks, indices, mutual funds, futures, currency / forex / crypto using a free-form query or symbol as seen on Google Finance - https://www.google.com/finance.",GET,"{'name': 'Search', 'url': 'https://real-time-finance-data.p.rapidapi.com/search', 'description': 'Find stocks, indices, mutual funds, futures, currency / forex / crypto using a free-form query or symbol as seen on Google Finance - https://www.google.com/finance.', 'method': 'GET', 'required_parameters': [{'name': 'query', 'type': 'STRING', 'description': 'Free-form search query.\n\n**e.g.** *`AAPL`*\n**e.g.** *`Microsoft NASDAQ`*\n**e.g.** *`Dow Johns`*\n**e.g.** *`USD to EUR`*', 'default': 'Apple'}], 'optional_parameters': [{'name': 'language', 'type': 'STRING', 'description': 'The language to use for the results, specified as a 2-letter language code - see [ISO 639-1](https://en.wikipedia.org/wiki/List_of_ISO_639-1_codes).\n\n**Default**: *en*.', 'default': 'en'}], 'code': 'import requests\n\nurl = ""https://real-time-finance-data.p.rapidapi.com/search""\nquerystring = {""language"": language, ""query"": query}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""real-time-finance-data.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers, params=querystring)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {'type': 'object', 'properties': {'status': {'type': 'string'}, 'request_id': {'type': 'string'}, 'data': {'type': 'object', 'properties': {'stock': {'type': 'array', 'items': {'type': 'object', 'properties': {'symbol': {'type': 'string'}, 'name': {'type': 'string'}, 'type': {'type': 'string'}, 'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'previous_close': {'type': 'number'}, 'last_update_utc': {'type': 'string'}, 'country_code': {'type': 'string'}, 'exchange': {'type': 'string'}, 'exchange_open': {'type': 'string'}, 'exchange_close': {'type': 'string'}, 'timezone': {'type': 'string'}, 'utc_offset_sec': {'type': 'integer'}, 'currency': {'type': 'string'}, 'google_mid': {'type': 'string'}}}}, 'index': {'type': 'array', 'items': {'type': 'object', 'properties': {'symbol': {'type': 'string'}, 'name': {'type': 'string'}, 'type': {'type': 'string'}, 'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'previous_close': {'type': 'number'}, 'last_update_utc': {'type': 'string'}, 'exchange_open': {'type': 'string'}, 'exchange_close': {'type': 'string'}, 'timezone': {'type': 'string'}, 'utc_offset_sec': {'type': 'integer'}, 'google_mid': {'type': 'string'}}}}, 'mutual_fund': {'type': 'array', 'items': {'type': 'object', 'properties': {'symbol': {'type': 'string'}, 'name': {'type': 'string'}, 'type': {'type': 'string'}, 'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'previous_close': {'type': 'number'}, 'last_update_utc': {'type': 'string'}, 'currency': {'type': 'string'}, 'google_mid': {'type': 'string'}}}}, 'currency': {'type': 'array', 'items': {'type': 'object', 'properties': {'from_symbol': {'type': 'string'}, 'to_symbol': {'type': 'string'}, 'from_currency_name': {'type': 'string'}, 'to_currency_name': {'type': 'string'}, 'type': {'type': 'string'}, 'exchange_rate': {'type': 'number'}, 'previous_close': {'type': 'number'}, 'last_update_utc': {'type': 'string'}, 'google_mid': {'type': 'string'}}}}, 'futures': {'type': 'array'}, 'ETF': {'type': 'array', 'items': {'type': 'object', 'properties': {'symbol': {'type': 'string'}, 'type': {'type': 'string'}, 'name': {'type': 'string'}, 'price': {'type': 'number'}, 'change': {'type': 'number'}, 'change_percent': {'type': 'number'}, 'previous_close': {'type': 'number'}, 'last_update_utc': {'type': 'string'}, 'google_mid': {'type': 'string'}}}}}}}}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Finanace,Real-Time Finance Data,"Get stocks / market quotes and trends, ETF, international exchanges / forex, crypto, related news and analytics in real-time.",Market Trends,"Get the latest market trends and relevant news. Supported trends: **Most Active**, **Gainers**, **Losers**, **Crypto**, **Currencies** and **Climate Leaders**.",GET,"{'name': 'Market Trends', 'url': 'https://real-time-finance-data.p.rapidapi.com/market-trends', 'description': 'Get the latest market trends and relevant news. Supported trends: **Most Active**, **Gainers**, **Losers**, **Crypto**, **Currencies** and **Climate Leaders**.', 'method': 'GET', 'required_parameters': [{'name': 'trend_type', 'type': 'ENUM', 'description': 'Trend type.\n\n**Supported trend types:**\n\n- *MARKET_INDEXES*\n- *MOST_ACTIVE*\n- *GAINERS*\n- *LOSERS*\n- *CRYPTO*\n- *CURRENCIES*\n- *CLIMATE_LEADERS*', 'default': ''}], 'optional_parameters': [{'name': 'country', 'type': 'STRING', 'description': 'The country for which to get trends, specified as a 2-letter country code - see [ISO 3166](https://en.wikipedia.org/wiki/List_of_ISO_3166_country_codes).\n\n**Default**: *us*.', 'default': 'us'}, {'name': 'language', 'type': 'STRING', 'description': 'The language to use for the results, specified as a 2-letter language code - see [ISO 639-1](https://en.wikipedia.org/wiki/List_of_ISO_639-1_codes).\n\n**Default**: *en*.', 'default': 'en'}], 'code': 'import requests\n\nurl = ""https://real-time-finance-data.p.rapidapi.com/market-trends""\nquerystring = {""country"": country, ""trend_type"": trend_type, ""language"": language}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""real-time-finance-data.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers, params=querystring)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {'type': 'object', 'properties': {'status': {'type': 'string'}, 'request_id': {'type': 'string'}, 'data': {'type': 'object', 'properties': {'trends': {'type': 'array', 'items': {'type': 'object'}}, 'news': {'type': 'array', 'items': {'type': 'object', 'properties': {'article_title': {'type': 'string'}, 'article_url': {'type': 'string'}, 'article_photo_url': {'type': 'string'}, 'source': {'type': 'string'}, 'post_time_utc': {'type': 'string'}, 'stocks_in_news': {'type': 'array', 'items': {'type': 'object'}}}}}}}}}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Entertainment,YTStream - Download YouTube Videos,It is a web service that empowers its users to download or stream Youtube videos. It is open for Freemium use. It can be used to embed your favorite Youtube videos anywhere and also if you want to deal with deeper details of the video and want to play it yourself then you can use the video info JSON object provided by the API and do whatever you want.,Download/Stream,"Return the download information of the video, including the download URL (in the key 'format'), the video title, description, and other details.",GET,"{'name': 'Download/Stream', 'url': 'https://ytstream-download-youtube-videos.p.rapidapi.com/dl', 'description': ""Return the download information of the video, including the download URL (in the key 'format'), the video title, description, and other details."", 'method': 'GET', 'required_parameters': [{'name': 'id', 'type': 'STRING', 'description': 'Youtube Video Id', 'default': 'UxxajLWwzqY'}], 'optional_parameters': [{'name': 'cgeo', 'type': 'STRING', 'description': 'Country code in ISO 3166 format of the end user. It is important to provide geo of the end user to get the best speed and direct links. Not providing cgeo may lead to extra quota cost in case of proxied link. If links are used in the server, then cgeo will be the geo of the server.'}], 'code': 'import requests\n\nurl = ""https://ytstream-download-youtube-videos.p.rapidapi.com/dl""\nquerystring = {""id"":""UxxajLWwzqY""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""ytstream-download-youtube-videos.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers, params=querystring)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Sports,API-NBA,"All NBA Stats DATA, Games, Livescore, Standings, Players, Statistics... Documentation : https://api-sports.io/documentation/nba/v2",Players Statistics per game id,"Get statistics from one or more players. + +> This endpoint requires at least one parameter.",GET,"{'name': 'Players Statistics per game id', 'url': 'https://api-nba-v1.p.rapidapi.com/players/statistics', 'description': 'Get statistics from one or more players.\n\n> This endpoint requires at least one parameter.', 'method': 'GET', 'required_parameters': [], 'optional_parameters': [{'name': 'team', 'type': 'NUMBER', 'description': '', 'default': ''}, {'name': 'game', 'type': 'NUMBER', 'description': '', 'default': '8133'}, {'name': 'id', 'type': 'NUMBER', 'description': '', 'default': ''}, {'name': 'season', 'type': 'NUMBER', 'description': '', 'default': ''}], 'code': 'import requests\n\nurl = ""https://api-nba-v1.p.rapidapi.com/players/statistics""\nquerystring = {""game"": game}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""api-nba-v1.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers, params=querystring)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {'type': 'object', 'properties': {'get': {'type': 'string'}, 'parameters': {'type': 'object', 'properties': {'game': {'type': 'string'}}}, 'errors': {'type': 'array'}, 'results': {'type': 'integer'}, 'response': {'type': 'array', 'items': {'type': 'object'}}}}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Sports,API-NBA,"All NBA Stats DATA, Games, Livescore, Standings, Players, Statistics... Documentation : https://api-sports.io/documentation/nba/v2",Standings per team and season,"Get the standings for a league & season. + +**Available conferences** +* East +* West + +**Available divisions** +* Atlantic +* Central +* Northwest +* Pacific +* Southeast +* Southwest + +> Parameters `league` & `season` are required.",GET,"{'name': 'Standings per team and season', 'url': 'https://api-nba-v1.p.rapidapi.com/standings', 'description': 'Get the standings for a league & season.\n\n**Available conferences**\n* East\n* West\n\n**Available divisions**\n* Atlantic\n* Central\n* Northwest\n* Pacific\n* Southeast\n* Southwest\n\n> Parameters `league` & `season` are required.', 'method': 'GET', 'required_parameters': [], 'optional_parameters': [{'name': 'league', 'type': 'STRING', 'description': '', 'default': 'standard'}, {'name': 'conference', 'type': 'STRING', 'description': '', 'default': ''}, {'name': 'team', 'type': 'NUMBER', 'description': '', 'default': '1'}, {'name': 'division', 'type': 'STRING', 'description': '', 'default': ''}, {'name': 'season', 'type': 'NUMBER', 'description': '', 'default': '2021'}], 'code': 'import requests\n\nurl = ""https://api-nba-v1.p.rapidapi.com/standings""\nquerystring = {""league"": league, ""team"": team, ""season"": season}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""api-nba-v1.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers, params=querystring)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {'type': 'object', 'properties': {'get': {'type': 'string'}, 'parameters': {'type': 'object', 'properties': {'team': {'type': 'string'}, 'league': {'type': 'string'}, 'season': {'type': 'string'}}}, 'errors': {'type': 'array'}, 'results': {'type': 'integer'}, 'response': {'type': 'array', 'items': {'type': 'object', 'properties': {'league': {'type': 'string'}, 'season': {'type': 'integer'}, 'team': {'type': 'object', 'properties': {'id': {'type': 'integer'}, 'name': {'type': 'string'}, 'nickname': {'type': 'string'}, 'code': {'type': 'string'}, 'logo': {'type': 'string'}}}, 'conference': {'type': 'object', 'properties': {'name': {'type': 'string'}, 'rank': {'type': 'integer'}, 'win': {'type': 'integer'}, 'loss': {'type': 'integer'}}}, 'division': {'type': 'object', 'properties': {'name': {'type': 'string'}, 'rank': {'type': 'integer'}, 'win': {'type': 'integer'}, 'loss': {'type': 'integer'}, 'gamesBehind': {'type': 'string'}}}, 'win': {'type': 'object', 'properties': {'home': {'type': 'integer'}, 'away': {'type': 'integer'}, 'total': {'type': 'integer'}, 'percentage': {'type': 'string'}, 'lastTen': {'type': 'integer'}}}, 'loss': {'type': 'object', 'properties': {'home': {'type': 'integer'}, 'away': {'type': 'integer'}, 'total': {'type': 'integer'}, 'percentage': {'type': 'string'}, 'lastTen': {'type': 'integer'}}}, 'gamesBehind': {'type': 'string'}, 'streak': {'type': 'integer'}, 'winStreak': {'type': 'boolean'}, 'tieBreakerPoints': {'type': 'null'}}}}}}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Sports,API-NBA,"All NBA Stats DATA, Games, Livescore, Standings, Players, Statistics... Documentation : https://api-sports.io/documentation/nba/v2",Standings per division and season,"Get the standings for a league & season. + +**Available conferences** +* East +* West + +**Available divisions** +* Atlantic +* Central +* Northwest +* Pacific +* Southeast +* Southwest + +> Parameters `league` & `season` are required.",GET,"{'name': 'Standings per division and season', 'url': 'https://api-nba-v1.p.rapidapi.com/standings', 'description': 'Get the standings for a league & season.\n\n**Available conferences**\n* East\n* West\n\n**Available divisions**\n* Atlantic\n* Central\n* Northwest\n* Pacific\n* Southeast\n* Southwest\n\n> Parameters `league` & `season` are required.', 'method': 'GET', 'required_parameters': [], 'optional_parameters': [{'name': 'team', 'type': 'NUMBER', 'description': '', 'default': ''}, {'name': 'conference', 'type': 'STRING', 'description': '', 'default': ''}, {'name': 'season', 'type': 'NUMBER', 'description': '', 'default': '2021'}, {'name': 'division', 'type': 'STRING', 'description': '', 'default': 'southeast'}, {'name': 'league', 'type': 'STRING', 'description': '', 'default': 'standard'}], 'code': 'import requests\n\nurl = ""https://api-nba-v1.p.rapidapi.com/standings""\nquerystring = {""season"": season, ""division"": division, ""league"": league}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""api-nba-v1.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers, params=querystring)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {'type': 'object', 'properties': {'get': {'type': 'string'}, 'parameters': {'type': 'object', 'properties': {'season': {'type': 'string'}, 'league': {'type': 'string'}, 'division': {'type': 'string'}}}, 'errors': {'type': 'array'}, 'results': {'type': 'integer'}, 'response': {'type': 'array', 'items': {'type': 'object', 'properties': {'league': {'type': 'string'}, 'season': {'type': 'integer'}, 'team': {'type': 'object', 'properties': {'id': {'type': 'integer'}, 'name': {'type': 'string'}, 'nickname': {'type': 'string'}, 'code': {'type': 'string'}, 'logo': {'type': 'string'}}}, 'conference': {'type': 'object', 'properties': {'name': {'type': 'string'}, 'rank': {'type': 'integer'}, 'win': {'type': 'integer'}, 'loss': {'type': 'integer'}}}, 'division': {'type': 'object', 'properties': {'name': {'type': 'string'}, 'rank': {'type': 'integer'}, 'win': {'type': 'integer'}, 'loss': {'type': 'integer'}, 'gamesBehind': {'type': 'string'}}}, 'win': {'type': 'object', 'properties': {'home': {'type': 'integer'}, 'away': {'type': 'integer'}, 'total': {'type': 'integer'}, 'percentage': {'type': 'string'}, 'lastTen': {'type': 'integer'}}}, 'loss': {'type': 'object', 'properties': {'home': {'type': 'integer'}, 'away': {'type': 'integer'}, 'total': {'type': 'integer'}, 'percentage': {'type': 'string'}, 'lastTen': {'type': 'integer'}}}, 'gamesBehind': {'type': 'string'}, 'streak': {'type': 'integer'}, 'winStreak': {'type': 'boolean'}, 'tieBreakerPoints': {'type': 'null'}}}}}}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Sports,API-NBA,"All NBA Stats DATA, Games, Livescore, Standings, Players, Statistics... Documentation : https://api-sports.io/documentation/nba/v2",Players,"Get data about players. + +The player `id` are **unique** in the API and players keep it among all seasons. + +> This endpoint requires at least one parameter.",GET,"{'name': 'Players', 'url': 'https://api-nba-v1.p.rapidapi.com/players', 'description': 'Get data about players.\n\nThe player `id` are **unique** in the API and players keep it among all seasons.\n\n> This endpoint requires at least one parameter.', 'method': 'GET', 'required_parameters': [], 'optional_parameters': [{'name': 'search', 'type': 'STRING', 'description': '', 'default': ''}, {'name': 'id', 'type': 'NUMBER', 'description': '', 'default': ''}, {'name': 'season', 'type': 'NUMBER', 'description': '', 'default': '2021'}, {'name': 'country', 'type': 'STRING', 'description': '', 'default': ''}, {'name': 'name', 'type': 'STRING', 'description': '', 'default': ''}, {'name': 'team', 'type': 'NUMBER', 'description': '', 'default': '1'}], 'code': 'import requests\n\nurl = ""https://api-nba-v1.p.rapidapi.com/players""\nquerystring = {""season"": season, ""team"": team}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""api-nba-v1.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers, params=querystring)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Sports,API-NBA,"All NBA Stats DATA, Games, Livescore, Standings, Players, Statistics... Documentation : https://api-sports.io/documentation/nba/v2",Teams per id,"Get data about teams. + +The team `id` are **unique** in the API and teams keep it among all seasons. + +**Available conferences** +* East +* West + +**Available divisions** +* Atlantic +* Central +* Northwest +* Pacific +* Southeast +* Southwest",GET,"{'name': 'Teams per id', 'url': 'https://api-nba-v1.p.rapidapi.com/teams', 'description': 'Get data about teams.\n\nThe team `id` are **unique** in the API and teams keep it among all seasons.\n\n**Available conferences**\n* East\n* West\n\n**Available divisions**\n* Atlantic\n* Central\n* Northwest\n* Pacific\n* Southeast\n* Southwest', 'method': 'GET', 'required_parameters': [], 'optional_parameters': [{'name': 'division', 'type': 'STRING', 'description': '', 'default': ''}, {'name': 'name', 'type': 'STRING', 'description': '', 'default': ''}, {'name': 'conference', 'type': 'STRING', 'description': '', 'default': ''}, {'name': 'code', 'type': 'STRING', 'description': '', 'default': ''}, {'name': 'id', 'type': 'NUMBER', 'description': '', 'default': '1'}, {'name': 'search', 'type': 'STRING', 'description': '', 'default': ''}, {'name': 'league', 'type': 'STRING', 'description': '', 'default': ''}], 'code': 'import requests\n\nurl = ""https://api-nba-v1.p.rapidapi.com/teams""\nquerystring = {""id"": id}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""api-nba-v1.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers, params=querystring)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {'type': 'object', 'properties': {'get': {'type': 'string'}, 'parameters': {'type': 'object', 'properties': {'id': {'type': 'string'}}}, 'errors': {'type': 'array'}, 'results': {'type': 'integer'}, 'response': {'type': 'array', 'items': {'type': 'object', 'properties': {'id': {'type': 'integer'}, 'name': {'type': 'string'}, 'nickname': {'type': 'string'}, 'code': {'type': 'string'}, 'city': {'type': 'string'}, 'logo': {'type': 'string'}, 'allStar': {'type': 'boolean'}, 'nbaFranchise': {'type': 'boolean'}, 'leagues': {'type': 'object', 'properties': {'standard': {'type': 'object', 'properties': {'conference': {'type': 'string'}, 'division': {'type': 'string'}}}, 'vegas': {'type': 'object', 'properties': {'conference': {'type': 'string'}, 'division': {'type': 'string'}}}, 'utah': {'type': 'object', 'properties': {'conference': {'type': 'string'}, 'division': {'type': 'string'}}}, 'sacramento': {'type': 'object', 'properties': {'conference': {'type': 'string'}, 'division': {'type': 'string'}}}}}}}}}}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Sports,API-NBA,"All NBA Stats DATA, Games, Livescore, Standings, Players, Statistics... Documentation : https://api-sports.io/documentation/nba/v2",Games per team and season,"Get the list of games according to the parameters. + +**Available status** +* 1 : Not Started +* 2 : live +* 3 : Finished + +> This endpoint requires at least one parameter.",GET,"{'name': 'Games per team and season', 'url': 'https://api-nba-v1.p.rapidapi.com/games', 'description': 'Get the list of games according to the parameters.\n\n**Available status**\n* 1 : Not Started\n* 2 : live\n* 3 : Finished\n\n> This endpoint requires at least one parameter.', 'method': 'GET', 'required_parameters': [], 'optional_parameters': [{'name': 'date', 'type': 'DATE (YYYY-MM-DD)', 'description': '', 'default': ''}, {'name': 'h2h', 'type': 'STRING', 'description': '', 'default': ''}, {'name': 'team', 'type': 'NUMBER', 'description': '', 'default': '1'}, {'name': 'id', 'type': 'NUMBER', 'description': '', 'default': ''}, {'name': 'live', 'type': 'STRING', 'description': '', 'default': ''}, {'name': 'season', 'type': 'NUMBER', 'description': '', 'default': '2021'}, {'name': 'league', 'type': 'STRING', 'description': '', 'default': ''}], 'code': 'import requests\n\nurl = ""https://api-nba-v1.p.rapidapi.com/games""\nquerystring = {""team"": team, ""season"": season}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""api-nba-v1.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers, params=querystring)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {'type': 'object', 'properties': {'get': {'type': 'string'}, 'parameters': {'type': 'object', 'properties': {'team': {'type': 'string'}, 'season': {'type': 'string'}}}, 'errors': {'type': 'array'}, 'results': {'type': 'integer'}, 'response': {'type': 'array', 'items': {'type': 'object'}}}}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Sports,API-NBA,"All NBA Stats DATA, Games, Livescore, Standings, Players, Statistics... Documentation : https://api-sports.io/documentation/nba/v2",Games per season,"Get the list of games according to the parameters. + +**Available status** +* 1 : Not Started +* 2 : live +* 3 : Finished + +> This endpoint requires at least one parameter.",GET,"{'name': 'Games per season', 'url': 'https://api-nba-v1.p.rapidapi.com/games', 'description': 'Get the list of games according to the parameters.\n\n**Available status**\n* 1 : Not Started\n* 2 : live\n* 3 : Finished\n\n> This endpoint requires at least one parameter.', 'method': 'GET', 'required_parameters': [], 'optional_parameters': [{'name': 'id', 'type': 'NUMBER', 'description': '', 'default': ''}, {'name': 'season', 'type': 'NUMBER', 'description': '', 'default': '2021'}, {'name': 'date', 'type': 'DATE (YYYY-MM-DD)', 'description': '', 'default': ''}, {'name': 'live', 'type': 'STRING', 'description': '', 'default': ''}, {'name': 'team', 'type': 'NUMBER', 'description': '', 'default': ''}, {'name': 'h2h', 'type': 'STRING', 'description': '', 'default': ''}, {'name': 'league', 'type': 'STRING', 'description': '', 'default': ''}], 'code': 'import requests\n\nurl = ""https://api-nba-v1.p.rapidapi.com/games""\nquerystring = {""season"": season}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""api-nba-v1.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers, params=querystring)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {'type': 'object', 'properties': {'get': {'type': 'string'}, 'parameters': {'type': 'object', 'properties': {'season': {'type': 'string'}}}, 'errors': {'type': 'array'}, 'results': {'type': 'integer'}, 'response': {'type': 'array', 'items': {'type': 'object'}}}}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Sports,API-NBA,"All NBA Stats DATA, Games, Livescore, Standings, Players, Statistics... Documentation : https://api-sports.io/documentation/nba/v2",Games per id,"Get the list of games according to the parameters. + +**Available status** +* 1 : Not Started +* 2 : live +* 3 : Finished + +> This endpoint requires at least one parameter.",GET,"{'name': 'Games per id', 'url': 'https://api-nba-v1.p.rapidapi.com/games', 'description': 'Get the list of games according to the parameters.\n\n**Available status**\n* 1 : Not Started\n* 2 : live\n* 3 : Finished\n\n> This endpoint requires at least one parameter.', 'method': 'GET', 'required_parameters': [], 'optional_parameters': [{'name': 'team', 'type': 'NUMBER', 'description': '', 'default': ''}, {'name': 'league', 'type': 'STRING', 'description': '', 'default': ''}, {'name': 'id', 'type': 'NUMBER', 'description': '', 'default': '8899'}, {'name': 'season', 'type': 'NUMBER', 'description': '', 'default': ''}, {'name': 'h2h', 'type': 'STRING', 'description': '', 'default': ''}, {'name': 'date', 'type': 'DATE (YYYY-MM-DD)', 'description': '', 'default': ''}, {'name': 'live', 'type': 'STRING', 'description': '', 'default': ''}], 'code': 'import requests\n\nurl = ""https://api-nba-v1.p.rapidapi.com/games""\nquerystring = {""id"": id}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""api-nba-v1.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers, params=querystring)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {'type': 'object', 'properties': {'get': {'type': 'string'}, 'parameters': {'type': 'object', 'properties': {'id': {'type': 'string'}}}, 'errors': {'type': 'array'}, 'results': {'type': 'integer'}, 'response': {'type': 'array', 'items': {'type': 'object', 'properties': {'id': {'type': 'integer'}, 'league': {'type': 'string'}, 'season': {'type': 'integer'}, 'date': {'type': 'object', 'properties': {'start': {'type': 'string'}, 'end': {'type': 'string'}, 'duration': {'type': 'string'}}}, 'stage': {'type': 'integer'}, 'status': {'type': 'object', 'properties': {'clock': {'type': 'null'}, 'halftime': {'type': 'boolean'}, 'short': {'type': 'integer'}, 'long': {'type': 'string'}}}, 'periods': {'type': 'object', 'properties': {'current': {'type': 'integer'}, 'total': {'type': 'integer'}, 'endOfPeriod': {'type': 'boolean'}}}, 'arena': {'type': 'object', 'properties': {'name': {'type': 'string'}, 'city': {'type': 'string'}, 'state': {'type': 'string'}, 'country': {'type': 'string'}}}, 'teams': {'type': 'object', 'properties': {'visitors': {'type': 'object', 'properties': {'id': {'type': 'integer'}, 'name': {'type': 'string'}, 'nickname': {'type': 'string'}, 'code': {'type': 'string'}, 'logo': {'type': 'string'}}}, 'home': {'type': 'object', 'properties': {'id': {'type': 'integer'}, 'name': {'type': 'string'}, 'nickname': {'type': 'string'}, 'code': {'type': 'string'}, 'logo': {'type': 'string'}}}}}, 'scores': {'type': 'object', 'properties': {'visitors': {'type': 'object', 'properties': {'win': {'type': 'integer'}, 'loss': {'type': 'integer'}, 'series': {'type': 'object', 'properties': {'win': {'type': 'integer'}, 'loss': {'type': 'integer'}}}, 'linescore': {'type': 'array', 'items': {'type': 'string'}}, 'points': {'type': 'integer'}}}, 'home': {'type': 'object', 'properties': {'win': {'type': 'integer'}, 'loss': {'type': 'integer'}, 'series': {'type': 'object', 'properties': {'win': {'type': 'integer'}, 'loss': {'type': 'integer'}}}, 'linescore': {'type': 'array', 'items': {'type': 'string'}}, 'points': {'type': 'integer'}}}}}, 'officials': {'type': 'array', 'items': {'type': 'string'}}, 'timesTied': {'type': 'integer'}, 'leadChanges': {'type': 'integer'}, 'nugget': {'type': 'null'}}}}}}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Sports,API-NBA,"All NBA Stats DATA, Games, Livescore, Standings, Players, Statistics... Documentation : https://api-sports.io/documentation/nba/v2",Games between two teams,"Get the list of games according to the parameters. + +**Available status** +* 1 : Not Started +* 2 : live +* 3 : Finished + +> This endpoint requires at least one parameter.",GET,"{'name': 'Games between two teams', 'url': 'https://api-nba-v1.p.rapidapi.com/games', 'description': 'Get the list of games according to the parameters.\n\n**Available status**\n* 1 : Not Started\n* 2 : live\n* 3 : Finished\n\n> This endpoint requires at least one parameter.', 'method': 'GET', 'required_parameters': [], 'optional_parameters': [{'name': 'team', 'type': 'NUMBER', 'description': '', 'default': ''}, {'name': 'live', 'type': 'STRING', 'description': '', 'default': ''}, {'name': 'season', 'type': 'NUMBER', 'description': '', 'default': ''}, {'name': 'id', 'type': 'NUMBER', 'description': '', 'default': ''}, {'name': 'date', 'type': 'DATE (YYYY-MM-DD)', 'description': '', 'default': ''}, {'name': 'h2h', 'type': 'STRING', 'description': '', 'default': '1-2'}, {'name': 'league', 'type': 'STRING', 'description': '', 'default': ''}], 'code': 'import requests\n\nurl = ""https://api-nba-v1.p.rapidapi.com/games""\nquerystring = {""h2h"": h2h}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""api-nba-v1.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers, params=querystring)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {'type': 'object', 'properties': {'get': {'type': 'string'}, 'parameters': {'type': 'object', 'properties': {'h2h': {'type': 'string'}}}, 'errors': {'type': 'array'}, 'results': {'type': 'integer'}, 'response': {'type': 'array', 'items': {'type': 'object'}}}}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Sports,API-NBA,"All NBA Stats DATA, Games, Livescore, Standings, Players, Statistics... Documentation : https://api-sports.io/documentation/nba/v2",Players Statistics per player and season,"Get statistics from one or more players. + +> This endpoint requires at least one parameter.",GET,"{'name': 'Players Statistics per player and season', 'url': 'https://api-nba-v1.p.rapidapi.com/players/statistics', 'description': 'Get statistics from one or more players.\n\n> This endpoint requires at least one parameter.', 'method': 'GET', 'required_parameters': [], 'optional_parameters': [{'name': 'game', 'type': 'NUMBER', 'description': '', 'default': ''}, {'name': 'season', 'type': 'NUMBER', 'description': '', 'default': '2020'}, {'name': 'id', 'type': 'NUMBER', 'description': '', 'default': '236'}, {'name': 'team', 'type': 'NUMBER', 'description': '', 'default': ''}], 'code': 'import requests\n\nurl = ""https://api-nba-v1.p.rapidapi.com/players/statistics""\nquerystring = {""season"": season, ""id"": id}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""api-nba-v1.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers, params=querystring)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {'type': 'object', 'properties': {'get': {'type': 'string'}, 'parameters': {'type': 'object', 'properties': {'season': {'type': 'string'}, 'id': {'type': 'string'}}}, 'errors': {'type': 'array'}, 'results': {'type': 'integer'}, 'response': {'type': 'array', 'items': {'type': 'object', 'properties': {'player': {'type': 'object', 'properties': {'id': {'type': 'integer'}, 'firstname': {'type': 'string'}, 'lastname': {'type': 'string'}}}, 'team': {'type': 'object', 'properties': {'id': {'type': 'integer'}, 'name': {'type': 'string'}, 'nickname': {'type': 'string'}, 'code': {'type': 'string'}, 'logo': {'type': 'string'}}}, 'game': {'type': 'object', 'properties': {'id': {'type': 'integer'}}}, 'points': {'type': 'integer'}, 'pos': {'type': 'string'}, 'min': {'type': 'string'}, 'fgm': {'type': 'integer'}, 'fga': {'type': 'integer'}, 'fgp': {'type': 'string'}, 'ftm': {'type': 'integer'}, 'fta': {'type': 'integer'}, 'ftp': {'type': 'string'}, 'tpm': {'type': 'integer'}, 'tpa': {'type': 'integer'}, 'tpp': {'type': 'string'}, 'offReb': {'type': 'integer'}, 'defReb': {'type': 'integer'}, 'totReb': {'type': 'integer'}, 'assists': {'type': 'integer'}, 'pFouls': {'type': 'integer'}, 'steals': {'type': 'integer'}, 'turnovers': {'type': 'integer'}, 'blocks': {'type': 'integer'}, 'plusMinus': {'type': 'string'}, 'comment': {'type': 'null'}}}}}}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Sports,API-NBA,"All NBA Stats DATA, Games, Livescore, Standings, Players, Statistics... Documentation : https://api-sports.io/documentation/nba/v2",Players Statistics per team and season,"Get statistics from one or more players. + +> This endpoint requires at least one parameter.",GET,"{'name': 'Players Statistics per team and season', 'url': 'https://api-nba-v1.p.rapidapi.com/players/statistics', 'description': 'Get statistics from one or more players.\n\n> This endpoint requires at least one parameter.', 'method': 'GET', 'required_parameters': [], 'optional_parameters': [{'name': 'season', 'type': 'NUMBER', 'description': '', 'default': '2020'}, {'name': 'game', 'type': 'NUMBER', 'description': '', 'default': ''}, {'name': 'team', 'type': 'NUMBER', 'description': '', 'default': '1'}, {'name': 'id', 'type': 'NUMBER', 'description': '', 'default': ''}], 'code': 'import requests\n\nurl = ""https://api-nba-v1.p.rapidapi.com/players/statistics""\nquerystring = {""season"": season, ""team"": team}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""api-nba-v1.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers, params=querystring)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {'type': 'object', 'properties': {'get': {'type': 'string'}, 'parameters': {'type': 'object', 'properties': {'team': {'type': 'string'}, 'season': {'type': 'string'}}}, 'errors': {'type': 'array'}, 'results': {'type': 'integer'}, 'response': {'type': 'array', 'items': {'type': 'object'}}}}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Sports,API-NBA,"All NBA Stats DATA, Games, Livescore, Standings, Players, Statistics... Documentation : https://api-sports.io/documentation/nba/v2",Search players,Search a player by lastname.,GET,"{'name': 'Search players', 'url': 'https://api-nba-v1.p.rapidapi.com/players', 'description': 'Search a player by lastname.', 'method': 'GET', 'required_parameters': [], 'optional_parameters': [{'name': 'season', 'type': 'NUMBER', 'description': '', 'default': ''}, {'name': 'search', 'type': 'STRING', 'description': '', 'default': 'james'}, {'name': 'country', 'type': 'STRING', 'description': '', 'default': ''}, {'name': 'id', 'type': 'NUMBER', 'description': '', 'default': ''}, {'name': 'team', 'type': 'NUMBER', 'description': '', 'default': ''}, {'name': 'name', 'type': 'STRING', 'description': '', 'default': ''}], 'code': 'import requests\n\nurl = ""https://api-nba-v1.p.rapidapi.com/players""\nquerystring = {""search"": search}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""api-nba-v1.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers, params=querystring)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {'type': 'object', 'properties': {'get': {'type': 'string'}, 'parameters': {'type': 'object', 'properties': {'search': {'type': 'string'}}}, 'errors': {'type': 'array'}, 'results': {'type': 'integer'}, 'response': {'type': 'array', 'items': {'type': 'object'}}}}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Sports,API-NBA,"All NBA Stats DATA, Games, Livescore, Standings, Players, Statistics... Documentation : https://api-sports.io/documentation/nba/v2",Search teams,Search team by name.,GET,"{'name': 'Search teams', 'url': 'https://api-nba-v1.p.rapidapi.com/teams', 'description': 'Search team by name.', 'method': 'GET', 'required_parameters': [], 'optional_parameters': [{'name': 'code', 'type': 'STRING', 'description': '', 'default': ''}, {'name': 'league', 'type': 'STRING', 'description': '', 'default': ''}, {'name': 'division', 'type': 'STRING', 'description': '', 'default': ''}, {'name': 'search', 'type': 'STRING', 'description': '', 'default': 'atl'}, {'name': 'name', 'type': 'STRING', 'description': '', 'default': ''}, {'name': 'id', 'type': 'NUMBER', 'description': '', 'default': ''}, {'name': 'conference', 'type': 'STRING', 'description': '', 'default': ''}], 'code': 'import requests\n\nurl = ""https://api-nba-v1.p.rapidapi.com/teams""\nquerystring = {""search"": search}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""api-nba-v1.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers, params=querystring)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {'type': 'object', 'properties': {'get': {'type': 'string'}, 'parameters': {'type': 'object', 'properties': {'search': {'type': 'string'}}}, 'errors': {'type': 'array'}, 'results': {'type': 'integer'}, 'response': {'type': 'array', 'items': {'type': 'object', 'properties': {'id': {'type': 'integer'}, 'name': {'type': 'string'}, 'nickname': {'type': 'string'}, 'code': {'type': 'string'}, 'city': {'type': 'string'}, 'logo': {'type': 'string'}, 'allStar': {'type': 'boolean'}, 'nbaFranchise': {'type': 'boolean'}, 'leagues': {'type': 'object', 'properties': {'standard': {'type': 'object', 'properties': {'conference': {'type': 'string'}, 'division': {'type': 'string'}}}, 'vegas': {'type': 'object', 'properties': {'conference': {'type': 'string'}, 'division': {'type': 'string'}}}, 'utah': {'type': 'object', 'properties': {'conference': {'type': 'string'}, 'division': {'type': 'string'}}}, 'sacramento': {'type': 'object', 'properties': {'conference': {'type': 'string'}, 'division': {'type': 'string'}}}}}}}}}}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Sports,API-NBA,"All NBA Stats DATA, Games, Livescore, Standings, Players, Statistics... Documentation : https://api-sports.io/documentation/nba/v2",Standings per conference and season,"Get the standings for a league & season. + +**Available conferences** +* East +* West + +**Available divisions** +* Atlantic +* Central +* Northwest +* Pacific +* Southeast +* Southwest + +> Parameters `league` & `season` are required.",GET,"{'name': 'Standings per conference and season', 'url': 'https://api-nba-v1.p.rapidapi.com/standings', 'description': 'Get the standings for a league & season.\n\n**Available conferences**\n* East\n* West\n\n**Available divisions**\n* Atlantic\n* Central\n* Northwest\n* Pacific\n* Southeast\n* Southwest\n\n> Parameters `league` & `season` are required.', 'method': 'GET', 'required_parameters': [], 'optional_parameters': [{'name': 'team', 'type': 'NUMBER', 'description': '', 'default': ''}, {'name': 'league', 'type': 'STRING', 'description': '', 'default': 'standard'}, {'name': 'division', 'type': 'STRING', 'description': '', 'default': ''}, {'name': 'season', 'type': 'NUMBER', 'description': '', 'default': '2021'}, {'name': 'conference', 'type': 'STRING', 'description': '', 'default': 'east'}], 'code': 'import requests\n\nurl = ""https://api-nba-v1.p.rapidapi.com/standings""\nquerystring = {""league"": league, ""season"": season, ""conference"": conference}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""api-nba-v1.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers, params=querystring)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {'type': 'object', 'properties': {'get': {'type': 'string'}, 'parameters': {'type': 'object', 'properties': {'season': {'type': 'string'}, 'league': {'type': 'string'}, 'conference': {'type': 'string'}}}, 'errors': {'type': 'array'}, 'results': {'type': 'integer'}, 'response': {'type': 'array', 'items': {'type': 'object', 'properties': {'league': {'type': 'string'}, 'season': {'type': 'integer'}, 'team': {'type': 'object', 'properties': {'id': {'type': 'integer'}, 'name': {'type': 'string'}, 'nickname': {'type': 'string'}, 'code': {'type': 'string'}, 'logo': {'type': 'string'}}}, 'conference': {'type': 'object', 'properties': {'name': {'type': 'string'}, 'rank': {'type': 'integer'}, 'win': {'type': 'integer'}, 'loss': {'type': 'integer'}}}, 'division': {'type': 'object', 'properties': {'name': {'type': 'string'}, 'rank': {'type': 'integer'}, 'win': {'type': 'integer'}, 'loss': {'type': 'integer'}, 'gamesBehind': {'type': 'string'}}}, 'win': {'type': 'object', 'properties': {'home': {'type': 'integer'}, 'away': {'type': 'integer'}, 'total': {'type': 'integer'}, 'percentage': {'type': 'string'}, 'lastTen': {'type': 'integer'}}}, 'loss': {'type': 'object', 'properties': {'home': {'type': 'integer'}, 'away': {'type': 'integer'}, 'total': {'type': 'integer'}, 'percentage': {'type': 'string'}, 'lastTen': {'type': 'integer'}}}, 'gamesBehind': {'type': 'string'}, 'streak': {'type': 'integer'}, 'winStreak': {'type': 'boolean'}, 'tieBreakerPoints': {'type': 'null'}}}}}}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Sports,API-NBA,"All NBA Stats DATA, Games, Livescore, Standings, Players, Statistics... Documentation : https://api-sports.io/documentation/nba/v2",Players per country,"Get data about players. + +The player `id` are **unique** in the API and players keep it among all seasons. + +> This endpoint requires at least one parameter.",GET,"{'name': 'Players per country', 'url': 'https://api-nba-v1.p.rapidapi.com/players', 'description': 'Get data about players.\n\nThe player `id` are **unique** in the API and players keep it among all seasons.\n\n> This endpoint requires at least one parameter.', 'method': 'GET', 'required_parameters': [], 'optional_parameters': [{'name': 'season', 'type': 'NUMBER', 'description': '', 'default': ''}, {'name': 'name', 'type': 'STRING', 'description': '', 'default': ''}, {'name': 'id', 'type': 'NUMBER', 'description': '', 'default': ''}, {'name': 'team', 'type': 'NUMBER', 'description': '', 'default': ''}, {'name': 'country', 'type': 'STRING', 'description': '', 'default': 'spain'}, {'name': 'search', 'type': 'STRING', 'description': '', 'default': ''}], 'code': 'import requests\n\nurl = ""https://api-nba-v1.p.rapidapi.com/players""\nquerystring = {""country"": country}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""api-nba-v1.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers, params=querystring)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {'type': 'object', 'properties': {'get': {'type': 'string'}, 'parameters': {'type': 'object', 'properties': {'country': {'type': 'string'}}}, 'errors': {'type': 'array'}, 'results': {'type': 'integer'}, 'response': {'type': 'array', 'items': {'type': 'object'}}}}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Sports,API-NBA,"All NBA Stats DATA, Games, Livescore, Standings, Players, Statistics... Documentation : https://api-sports.io/documentation/nba/v2",Players per id,"Get data about players. + +The player `id` are **unique** in the API and players keep it among all seasons. + +> This endpoint requires at least one parameter.",GET,"{'name': 'Players per id', 'url': 'https://api-nba-v1.p.rapidapi.com/players', 'description': 'Get data about players.\n\nThe player `id` are **unique** in the API and players keep it among all seasons.\n\n> This endpoint requires at least one parameter.', 'method': 'GET', 'required_parameters': [], 'optional_parameters': [{'name': 'search', 'type': 'STRING', 'description': '', 'default': ''}, {'name': 'season', 'type': 'NUMBER', 'description': '', 'default': ''}, {'name': 'name', 'type': 'STRING', 'description': '', 'default': ''}, {'name': 'country', 'type': 'STRING', 'description': '', 'default': ''}, {'name': 'team', 'type': 'NUMBER', 'description': '', 'default': ''}, {'name': 'id', 'type': 'NUMBER', 'description': '', 'default': '1'}], 'code': 'import requests\n\nurl = ""https://api-nba-v1.p.rapidapi.com/players""\nquerystring = {""id"": id}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""api-nba-v1.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers, params=querystring)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {'type': 'object', 'properties': {'get': {'type': 'string'}, 'parameters': {'type': 'object', 'properties': {'id': {'type': 'string'}}}, 'errors': {'type': 'array'}, 'results': {'type': 'integer'}, 'response': {'type': 'array', 'items': {'type': 'object', 'properties': {'id': {'type': 'integer'}, 'firstname': {'type': 'string'}, 'lastname': {'type': 'string'}, 'birth': {'type': 'object', 'properties': {'date': {'type': 'string'}, 'country': {'type': 'string'}}}, 'nba': {'type': 'object', 'properties': {'start': {'type': 'integer'}, 'pro': {'type': 'integer'}}}, 'height': {'type': 'object', 'properties': {'feets': {'type': 'null'}, 'inches': {'type': 'null'}, 'meters': {'type': 'null'}}}, 'weight': {'type': 'object', 'properties': {'pounds': {'type': 'null'}, 'kilograms': {'type': 'null'}}}, 'college': {'type': 'null'}, 'affiliation': {'type': 'string'}, 'leagues': {'type': 'object', 'properties': {'standard': {'type': 'object', 'properties': {'jersey': {'type': 'integer'}, 'active': {'type': 'boolean'}, 'pos': {'type': 'null'}}}}}}}}}}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Sports,API-NBA,"All NBA Stats DATA, Games, Livescore, Standings, Players, Statistics... Documentation : https://api-sports.io/documentation/nba/v2",Players per team and season,"Get data about players. + +The player `id` are **unique** in the API and players keep it among all seasons. + +> This endpoint requires at least one parameter.",GET,"{'name': 'Players per team and season', 'url': 'https://api-nba-v1.p.rapidapi.com/players', 'description': 'Get data about players.\n\nThe player `id` are **unique** in the API and players keep it among all seasons.\n\n> This endpoint requires at least one parameter.', 'method': 'GET', 'required_parameters': [], 'optional_parameters': [{'name': 'season', 'type': 'NUMBER', 'description': '', 'default': '2021'}, {'name': 'country', 'type': 'STRING', 'description': '', 'default': ''}, {'name': 'name', 'type': 'STRING', 'description': '', 'default': ''}, {'name': 'search', 'type': 'STRING', 'description': '', 'default': ''}, {'name': 'team', 'type': 'NUMBER', 'description': '', 'default': '1'}, {'name': 'id', 'type': 'NUMBER', 'description': '', 'default': ''}], 'code': 'import requests\n\nurl = ""https://api-nba-v1.p.rapidapi.com/players""\nquerystring = {""season"": season, ""team"": team}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""api-nba-v1.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers, params=querystring)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Sports,API-NBA,"All NBA Stats DATA, Games, Livescore, Standings, Players, Statistics... Documentation : https://api-sports.io/documentation/nba/v2",Teams per code,"Get data about teams. + +The team `id` are **unique** in the API and teams keep it among all seasons. + +**Available conferences** +* East +* West + +**Available divisions** +* Atlantic +* Central +* Northwest +* Pacific +* Southeast +* Southwest",GET,"{'name': 'Teams per code', 'url': 'https://api-nba-v1.p.rapidapi.com/teams', 'description': 'Get data about teams.\n\nThe team `id` are **unique** in the API and teams keep it among all seasons.\n\n**Available conferences**\n* East\n* West\n\n**Available divisions**\n* Atlantic\n* Central\n* Northwest\n* Pacific\n* Southeast\n* Southwest', 'method': 'GET', 'required_parameters': [], 'optional_parameters': [{'name': 'league', 'type': 'STRING', 'description': '', 'default': ''}, {'name': 'id', 'type': 'NUMBER', 'description': '', 'default': ''}, {'name': 'code', 'type': 'STRING', 'description': '', 'default': 'ATL'}, {'name': 'name', 'type': 'STRING', 'description': '', 'default': ''}, {'name': 'division', 'type': 'STRING', 'description': '', 'default': ''}, {'name': 'search', 'type': 'STRING', 'description': '', 'default': ''}, {'name': 'conference', 'type': 'STRING', 'description': '', 'default': ''}], 'code': 'import requests\n\nurl = ""https://api-nba-v1.p.rapidapi.com/teams""\nquerystring = {""code"": code}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""api-nba-v1.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers, params=querystring)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {'type': 'object', 'properties': {'get': {'type': 'string'}, 'parameters': {'type': 'object', 'properties': {'code': {'type': 'string'}}}, 'errors': {'type': 'array'}, 'results': {'type': 'integer'}, 'response': {'type': 'array', 'items': {'type': 'object', 'properties': {'id': {'type': 'integer'}, 'name': {'type': 'string'}, 'nickname': {'type': 'string'}, 'code': {'type': 'string'}, 'city': {'type': 'string'}, 'logo': {'type': 'string'}, 'allStar': {'type': 'boolean'}, 'nbaFranchise': {'type': 'boolean'}, 'leagues': {'type': 'object', 'properties': {'standard': {'type': 'object', 'properties': {'conference': {'type': 'string'}, 'division': {'type': 'string'}}}, 'vegas': {'type': 'object', 'properties': {'conference': {'type': 'string'}, 'division': {'type': 'string'}}}, 'utah': {'type': 'object', 'properties': {'conference': {'type': 'string'}, 'division': {'type': 'string'}}}, 'sacramento': {'type': 'object', 'properties': {'conference': {'type': 'string'}, 'division': {'type': 'string'}}}}}}}}}}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Sports,API-NBA,"All NBA Stats DATA, Games, Livescore, Standings, Players, Statistics... Documentation : https://api-sports.io/documentation/nba/v2",Teams per division,"Get data about teams. + +The team `id` are **unique** in the API and teams keep it among all seasons. + +**Available conferences** +* East +* West + +**Available divisions** +* Atlantic +* Central +* Northwest +* Pacific +* Southeast +* Southwest",GET,"{'name': 'Teams per division', 'url': 'https://api-nba-v1.p.rapidapi.com/teams', 'description': 'Get data about teams.\n\nThe team `id` are **unique** in the API and teams keep it among all seasons.\n\n**Available conferences**\n* East\n* West\n\n**Available divisions**\n* Atlantic\n* Central\n* Northwest\n* Pacific\n* Southeast\n* Southwest', 'method': 'GET', 'required_parameters': [], 'optional_parameters': [{'name': 'name', 'type': 'STRING', 'description': '', 'default': ''}, {'name': 'league', 'type': 'STRING', 'description': '', 'default': ''}, {'name': 'id', 'type': 'NUMBER', 'description': '', 'default': ''}, {'name': 'code', 'type': 'STRING', 'description': '', 'default': ''}, {'name': 'division', 'type': 'STRING', 'description': '', 'default': 'Southeast'}, {'name': 'search', 'type': 'STRING', 'description': '', 'default': ''}, {'name': 'conference', 'type': 'STRING', 'description': '', 'default': ''}], 'code': 'import requests\n\nurl = ""https://api-nba-v1.p.rapidapi.com/teams""\nquerystring = {""division"": division}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""api-nba-v1.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers, params=querystring)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {'type': 'object', 'properties': {'get': {'type': 'string'}, 'parameters': {'type': 'object', 'properties': {'division': {'type': 'string'}}}, 'errors': {'type': 'array'}, 'results': {'type': 'integer'}, 'response': {'type': 'array', 'items': {'type': 'object', 'properties': {'id': {'type': 'integer'}, 'name': {'type': 'string'}, 'nickname': {'type': 'string'}, 'code': {'type': 'string'}, 'city': {'type': 'string'}, 'logo': {'type': 'string'}, 'allStar': {'type': 'boolean'}, 'nbaFranchise': {'type': 'boolean'}, 'leagues': {'type': 'object'}}}}}}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Sports,API-NBA,"All NBA Stats DATA, Games, Livescore, Standings, Players, Statistics... Documentation : https://api-sports.io/documentation/nba/v2",Teams per conference,"Get data about teams. + +The team `id` are **unique** in the API and teams keep it among all seasons. + +**Available conferences** +* East +* West + +**Available divisions** +* Atlantic +* Central +* Northwest +* Pacific +* Southeast +* Southwest",GET,"{'name': 'Teams per conference', 'url': 'https://api-nba-v1.p.rapidapi.com/teams', 'description': 'Get data about teams.\n\nThe team `id` are **unique** in the API and teams keep it among all seasons.\n\n**Available conferences**\n* East\n* West\n\n**Available divisions**\n* Atlantic\n* Central\n* Northwest\n* Pacific\n* Southeast\n* Southwest', 'method': 'GET', 'required_parameters': [], 'optional_parameters': [{'name': 'search', 'type': 'STRING', 'description': '', 'default': ''}, {'name': 'division', 'type': 'STRING', 'description': '', 'default': ''}, {'name': 'conference', 'type': 'STRING', 'description': '', 'default': 'East'}, {'name': 'league', 'type': 'STRING', 'description': '', 'default': ''}, {'name': 'id', 'type': 'NUMBER', 'description': '', 'default': ''}, {'name': 'code', 'type': 'STRING', 'description': '', 'default': ''}, {'name': 'name', 'type': 'STRING', 'description': '', 'default': ''}], 'code': 'import requests\n\nurl = ""https://api-nba-v1.p.rapidapi.com/teams""\nquerystring = {""conference"": conference}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""api-nba-v1.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers, params=querystring)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {'type': 'object', 'properties': {'get': {'type': 'string'}, 'parameters': {'type': 'object', 'properties': {'conference': {'type': 'string'}}}, 'errors': {'type': 'array'}, 'results': {'type': 'integer'}, 'response': {'type': 'array', 'items': {'type': 'object'}}}}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Sports,API-NBA,"All NBA Stats DATA, Games, Livescore, Standings, Players, Statistics... Documentation : https://api-sports.io/documentation/nba/v2",Games per date,"Get the list of games according to the parameters. + +**Available status** +* 1 : Not Started +* 2 : live +* 3 : Finished + +> This endpoint requires at least one parameter.",GET,"{'name': 'Games per date', 'url': 'https://api-nba-v1.p.rapidapi.com/games', 'description': 'Get the list of games according to the parameters.\n\n**Available status**\n* 1 : Not Started\n* 2 : live\n* 3 : Finished\n\n> This endpoint requires at least one parameter.', 'method': 'GET', 'required_parameters': [], 'optional_parameters': [{'name': 'team', 'type': 'NUMBER', 'description': '', 'default': ''}, {'name': 'league', 'type': 'STRING', 'description': '', 'default': ''}, {'name': 'date', 'type': 'DATE (YYYY-MM-DD)', 'description': '', 'default': '2022-02-12'}, {'name': 'season', 'type': 'NUMBER', 'description': '', 'default': ''}, {'name': 'id', 'type': 'NUMBER', 'description': '', 'default': ''}, {'name': 'h2h', 'type': 'STRING', 'description': '', 'default': ''}, {'name': 'live', 'type': 'STRING', 'description': '', 'default': ''}], 'code': 'import requests\n\nurl = ""https://api-nba-v1.p.rapidapi.com/games""\nquerystring = {""date"": date}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""api-nba-v1.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers, params=querystring)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {'type': 'object', 'properties': {'get': {'type': 'string'}, 'parameters': {'type': 'object', 'properties': {'date': {'type': 'string'}}}, 'errors': {'type': 'array'}, 'results': {'type': 'integer'}, 'response': {'type': 'array', 'items': {'type': 'object', 'properties': {'id': {'type': 'integer'}, 'league': {'type': 'string'}, 'season': {'type': 'integer'}, 'date': {'type': 'object', 'properties': {'start': {'type': 'string'}, 'end': {'type': 'string'}, 'duration': {'type': 'string'}}}, 'stage': {'type': 'integer'}, 'status': {'type': 'object', 'properties': {'clock': {'type': 'null'}, 'halftime': {'type': 'boolean'}, 'short': {'type': 'integer'}, 'long': {'type': 'string'}}}, 'periods': {'type': 'object', 'properties': {'current': {'type': 'integer'}, 'total': {'type': 'integer'}, 'endOfPeriod': {'type': 'boolean'}}}, 'arena': {'type': 'object', 'properties': {'name': {'type': 'string'}, 'city': {'type': 'string'}, 'state': {'type': 'string'}, 'country': {'type': 'string'}}}, 'teams': {'type': 'object', 'properties': {'visitors': {'type': 'object', 'properties': {'id': {'type': 'integer'}, 'name': {'type': 'string'}, 'nickname': {'type': 'string'}, 'code': {'type': 'string'}, 'logo': {'type': 'string'}}}, 'home': {'type': 'object', 'properties': {'id': {'type': 'integer'}, 'name': {'type': 'string'}, 'nickname': {'type': 'string'}, 'code': {'type': 'string'}, 'logo': {'type': 'string'}}}}}, 'scores': {'type': 'object', 'properties': {'visitors': {'type': 'object', 'properties': {'win': {'type': 'integer'}, 'loss': {'type': 'integer'}, 'series': {'type': 'object', 'properties': {'win': {'type': 'integer'}, 'loss': {'type': 'integer'}}}, 'linescore': {'type': 'array', 'items': {'type': 'string'}}, 'points': {'type': 'integer'}}}, 'home': {'type': 'object', 'properties': {'win': {'type': 'integer'}, 'loss': {'type': 'integer'}, 'series': {'type': 'object', 'properties': {'win': {'type': 'integer'}, 'loss': {'type': 'integer'}}}, 'linescore': {'type': 'array', 'items': {'type': 'string'}}, 'points': {'type': 'integer'}}}}}, 'officials': {'type': 'array', 'items': {'type': 'string'}}, 'timesTied': {'type': 'integer'}, 'leadChanges': {'type': 'integer'}, 'nugget': {'type': 'null'}}}}}}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Sports,API-NBA,"All NBA Stats DATA, Games, Livescore, Standings, Players, Statistics... Documentation : https://api-sports.io/documentation/nba/v2",Games in live,"Get the list of games according to the parameters. + +**Available status** +* 1 : Not Started +* 2 : live +* 3 : Finished + +> This endpoint requires at least one parameter.",GET,"{'name': 'Games in live', 'url': 'https://api-nba-v1.p.rapidapi.com/games', 'description': 'Get the list of games according to the parameters.\n\n**Available status**\n* 1 : Not Started\n* 2 : live\n* 3 : Finished\n\n> This endpoint requires at least one parameter.', 'method': 'GET', 'required_parameters': [], 'optional_parameters': [{'name': 'league', 'type': 'STRING', 'description': '', 'default': ''}, {'name': 'season', 'type': 'NUMBER', 'description': '', 'default': ''}, {'name': 'live', 'type': 'STRING', 'description': '', 'default': 'all'}, {'name': 'team', 'type': 'NUMBER', 'description': '', 'default': ''}, {'name': 'id', 'type': 'NUMBER', 'description': '', 'default': ''}, {'name': 'date', 'type': 'DATE (YYYY-MM-DD)', 'description': '', 'default': ''}, {'name': 'h2h', 'type': 'STRING', 'description': '', 'default': ''}], 'code': 'import requests\n\nurl = ""https://api-nba-v1.p.rapidapi.com/games""\nquerystring = {""live"": live}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""api-nba-v1.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers, params=querystring)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {'type': 'object', 'properties': {'get': {'type': 'string'}, 'parameters': {'type': 'object', 'properties': {'live': {'type': 'string'}}}, 'errors': {'type': 'array'}, 'results': {'type': 'integer'}, 'response': {'type': 'array', 'items': {'type': 'object', 'properties': {'id': {'type': 'integer'}, 'league': {'type': 'string'}, 'season': {'type': 'integer'}, 'date': {'type': 'object', 'properties': {'start': {'type': 'string'}, 'end': {'type': 'string'}, 'duration': {'type': 'string'}}}, 'stage': {'type': 'integer'}, 'status': {'type': 'object', 'properties': {'clock': {'type': 'null'}, 'halftime': {'type': 'boolean'}, 'short': {'type': 'integer'}, 'long': {'type': 'string'}}}, 'periods': {'type': 'object', 'properties': {'current': {'type': 'integer'}, 'total': {'type': 'integer'}, 'endOfPeriod': {'type': 'boolean'}}}, 'arena': {'type': 'object', 'properties': {'name': {'type': 'string'}, 'city': {'type': 'string'}, 'state': {'type': 'string'}, 'country': {'type': 'string'}}}, 'teams': {'type': 'object', 'properties': {'visitors': {'type': 'object', 'properties': {'id': {'type': 'integer'}, 'name': {'type': 'string'}, 'nickname': {'type': 'string'}, 'code': {'type': 'string'}, 'logo': {'type': 'string'}}}, 'home': {'type': 'object', 'properties': {'id': {'type': 'integer'}, 'name': {'type': 'string'}, 'nickname': {'type': 'string'}, 'code': {'type': 'string'}, 'logo': {'type': 'string'}}}}}, 'scores': {'type': 'object', 'properties': {'visitors': {'type': 'object', 'properties': {'win': {'type': 'integer'}, 'loss': {'type': 'integer'}, 'series': {'type': 'object', 'properties': {'win': {'type': 'integer'}, 'loss': {'type': 'integer'}}}, 'linescore': {'type': 'array', 'items': {'type': 'string'}}, 'points': {'type': 'integer'}}}, 'home': {'type': 'object', 'properties': {'win': {'type': 'integer'}, 'loss': {'type': 'integer'}, 'series': {'type': 'object', 'properties': {'win': {'type': 'integer'}, 'loss': {'type': 'integer'}}}, 'linescore': {'type': 'array', 'items': {'type': 'string'}}, 'points': {'type': 'integer'}}}}}, 'officials': {'type': 'array', 'items': {'type': 'string'}}, 'timesTied': {'type': 'integer'}, 'leadChanges': {'type': 'integer'}, 'nugget': {'type': 'null'}}}}}}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Sports,API-NBA,"All NBA Stats DATA, Games, Livescore, Standings, Players, Statistics... Documentation : https://api-sports.io/documentation/nba/v2",Standings,"Get the standings for a league & season. + +**Available conferences** +* East +* West + +**Available divisions** +* Atlantic +* Central +* Northwest +* Pacific +* Southeast +* Southwest + +> Parameters `league` & `season` are required.",GET,"{'name': 'Standings', 'url': 'https://api-nba-v1.p.rapidapi.com/standings', 'description': 'Get the standings for a league & season.\n\n**Available conferences**\n* East\n* West\n\n**Available divisions**\n* Atlantic\n* Central\n* Northwest\n* Pacific\n* Southeast\n* Southwest\n\n> Parameters `league` & `season` are required.', 'method': 'GET', 'required_parameters': [], 'optional_parameters': [{'name': 'team', 'type': 'NUMBER', 'description': '', 'default': ''}, {'name': 'division', 'type': 'STRING', 'description': '', 'default': ''}, {'name': 'season', 'type': 'NUMBER', 'description': '', 'default': '2021'}, {'name': 'league', 'type': 'STRING', 'description': '', 'default': 'standard'}, {'name': 'conference', 'type': 'STRING', 'description': '', 'default': ''}], 'code': 'import requests\n\nurl = ""https://api-nba-v1.p.rapidapi.com/standings""\nquerystring = {""season"": season, ""league"": league}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""api-nba-v1.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers, params=querystring)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {'type': 'object', 'properties': {'get': {'type': 'string'}, 'parameters': {'type': 'object', 'properties': {'league': {'type': 'string'}, 'season': {'type': 'string'}}}, 'errors': {'type': 'array'}, 'results': {'type': 'integer'}, 'response': {'type': 'array', 'items': {'type': 'object', 'properties': {'league': {'type': 'string'}, 'season': {'type': 'integer'}, 'team': {'type': 'object', 'properties': {'id': {'type': 'integer'}, 'name': {'type': 'string'}, 'nickname': {'type': 'string'}, 'code': {'type': 'string'}, 'logo': {'type': 'string'}}}, 'conference': {'type': 'object', 'properties': {'name': {'type': 'string'}, 'rank': {'type': 'integer'}, 'win': {'type': 'integer'}, 'loss': {'type': 'integer'}}}, 'division': {'type': 'object', 'properties': {'name': {'type': 'string'}, 'rank': {'type': 'integer'}, 'win': {'type': 'integer'}, 'loss': {'type': 'integer'}, 'gamesBehind': {'type': 'string'}}}, 'win': {'type': 'object', 'properties': {'home': {'type': 'integer'}, 'away': {'type': 'integer'}, 'total': {'type': 'integer'}, 'percentage': {'type': 'string'}, 'lastTen': {'type': 'integer'}}}, 'loss': {'type': 'object', 'properties': {'home': {'type': 'integer'}, 'away': {'type': 'integer'}, 'total': {'type': 'integer'}, 'percentage': {'type': 'string'}, 'lastTen': {'type': 'integer'}}}, 'gamesBehind': {'type': 'string'}, 'streak': {'type': 'integer'}, 'winStreak': {'type': 'boolean'}, 'tieBreakerPoints': {'type': 'null'}}}}}}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Sports,API-NBA,"All NBA Stats DATA, Games, Livescore, Standings, Players, Statistics... Documentation : https://api-sports.io/documentation/nba/v2",Games Statistics,Get the statistics of the teams that played a game.,GET,"{'name': 'Games Statistics', 'url': 'https://api-nba-v1.p.rapidapi.com/games/statistics', 'description': 'Get the statistics of the teams that played a game.', 'method': 'GET', 'required_parameters': [{'name': 'id', 'type': 'NUMBER', 'description': '', 'default': '10403'}], 'optional_parameters': [], 'code': 'import requests\n\nurl = ""https://api-nba-v1.p.rapidapi.com/games/statistics""\nquerystring = {""id"": id}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""api-nba-v1.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers, params=querystring)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {'type': 'object', 'properties': {'get': {'type': 'string'}, 'parameters': {'type': 'object', 'properties': {'id': {'type': 'string'}}}, 'errors': {'type': 'array'}, 'results': {'type': 'integer'}, 'response': {'type': 'array', 'items': {'type': 'object', 'properties': {'team': {'type': 'object', 'properties': {'id': {'type': 'integer'}, 'name': {'type': 'string'}, 'nickname': {'type': 'string'}, 'code': {'type': 'string'}, 'logo': {'type': 'string'}}}, 'statistics': {'type': 'array', 'items': {'type': 'object', 'properties': {'fastBreakPoints': {'type': 'integer'}, 'pointsInPaint': {'type': 'integer'}, 'biggestLead': {'type': 'integer'}, 'secondChancePoints': {'type': 'integer'}, 'pointsOffTurnovers': {'type': 'integer'}, 'longestRun': {'type': 'integer'}, 'points': {'type': 'integer'}, 'fgm': {'type': 'integer'}, 'fga': {'type': 'integer'}, 'fgp': {'type': 'string'}, 'ftm': {'type': 'integer'}, 'fta': {'type': 'integer'}, 'ftp': {'type': 'string'}, 'tpm': {'type': 'integer'}, 'tpa': {'type': 'integer'}, 'tpp': {'type': 'string'}, 'offReb': {'type': 'integer'}, 'defReb': {'type': 'integer'}, 'totReb': {'type': 'integer'}, 'assists': {'type': 'integer'}, 'pFouls': {'type': 'integer'}, 'steals': {'type': 'integer'}, 'turnovers': {'type': 'integer'}, 'blocks': {'type': 'integer'}, 'plusMinus': {'type': 'string'}, 'min': {'type': 'string'}}}}}}}}}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Sports,API-NBA,"All NBA Stats DATA, Games, Livescore, Standings, Players, Statistics... Documentation : https://api-sports.io/documentation/nba/v2",Games,"Get the list of games according to the parameters. + +**Available status** +* 1 : Not Started +* 2 : live +* 3 : Finished + +> This endpoint requires at least one parameter.",GET,"{'name': 'Games', 'url': 'https://api-nba-v1.p.rapidapi.com/games', 'description': 'Get the list of games according to the parameters.\n\n**Available status**\n* 1 : Not Started\n* 2 : live\n* 3 : Finished\n\n> This endpoint requires at least one parameter.', 'method': 'GET', 'required_parameters': [], 'optional_parameters': [{'name': 'league', 'type': 'STRING', 'description': '', 'default': ''}, {'name': 'live', 'type': 'STRING', 'description': '', 'default': ''}, {'name': 'season', 'type': 'NUMBER', 'description': '', 'default': ''}, {'name': 'id', 'type': 'NUMBER', 'description': '', 'default': ''}, {'name': 'date', 'type': 'DATE (YYYY-MM-DD)', 'description': '', 'default': '2022-02-12'}, {'name': 'h2h', 'type': 'STRING', 'description': '', 'default': ''}, {'name': 'team', 'type': 'NUMBER', 'description': '', 'default': ''}], 'code': 'import requests\n\nurl = ""https://api-nba-v1.p.rapidapi.com/games""\nquerystring = {""date"": date}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""api-nba-v1.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers, params=querystring)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {'type': 'object', 'properties': {'get': {'type': 'string'}, 'parameters': {'type': 'object', 'properties': {'date': {'type': 'string'}}}, 'errors': {'type': 'array'}, 'results': {'type': 'integer'}, 'response': {'type': 'array', 'items': {'type': 'object', 'properties': {'id': {'type': 'integer'}, 'league': {'type': 'string'}, 'season': {'type': 'integer'}, 'date': {'type': 'object', 'properties': {'start': {'type': 'string'}, 'end': {'type': 'string'}, 'duration': {'type': 'string'}}}, 'stage': {'type': 'integer'}, 'status': {'type': 'object', 'properties': {'clock': {'type': 'null'}, 'halftime': {'type': 'boolean'}, 'short': {'type': 'integer'}, 'long': {'type': 'string'}}}, 'periods': {'type': 'object', 'properties': {'current': {'type': 'integer'}, 'total': {'type': 'integer'}, 'endOfPeriod': {'type': 'boolean'}}}, 'arena': {'type': 'object', 'properties': {'name': {'type': 'string'}, 'city': {'type': 'string'}, 'state': {'type': 'string'}, 'country': {'type': 'string'}}}, 'teams': {'type': 'object', 'properties': {'visitors': {'type': 'object', 'properties': {'id': {'type': 'integer'}, 'name': {'type': 'string'}, 'nickname': {'type': 'string'}, 'code': {'type': 'string'}, 'logo': {'type': 'string'}}}, 'home': {'type': 'object', 'properties': {'id': {'type': 'integer'}, 'name': {'type': 'string'}, 'nickname': {'type': 'string'}, 'code': {'type': 'string'}, 'logo': {'type': 'string'}}}}}, 'scores': {'type': 'object', 'properties': {'visitors': {'type': 'object', 'properties': {'win': {'type': 'integer'}, 'loss': {'type': 'integer'}, 'series': {'type': 'object', 'properties': {'win': {'type': 'integer'}, 'loss': {'type': 'integer'}}}, 'linescore': {'type': 'array', 'items': {'type': 'string'}}, 'points': {'type': 'integer'}}}, 'home': {'type': 'object', 'properties': {'win': {'type': 'integer'}, 'loss': {'type': 'integer'}, 'series': {'type': 'object', 'properties': {'win': {'type': 'integer'}, 'loss': {'type': 'integer'}}}, 'linescore': {'type': 'array', 'items': {'type': 'string'}}, 'points': {'type': 'integer'}}}}}, 'officials': {'type': 'array', 'items': {'type': 'string'}}, 'timesTied': {'type': 'integer'}, 'leadChanges': {'type': 'integer'}, 'nugget': {'type': 'null'}}}}}}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Sports,API-NBA,"All NBA Stats DATA, Games, Livescore, Standings, Players, Statistics... Documentation : https://api-sports.io/documentation/nba/v2",Teams Statistics,Get the overall statistics of a team for a given `season`.,GET,"{'name': 'Teams Statistics', 'url': 'https://api-nba-v1.p.rapidapi.com/teams/statistics', 'description': 'Get the overall statistics of a team for a given `season`.', 'method': 'GET', 'required_parameters': [{'name': 'id', 'type': 'NUMBER', 'description': '', 'default': '1'}, {'name': 'season', 'type': 'NUMBER', 'description': '', 'default': '2020'}], 'optional_parameters': [], 'code': 'import requests\n\nurl = ""https://api-nba-v1.p.rapidapi.com/teams/statistics""\nquerystring = {""id"": id, ""season"": season}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""api-nba-v1.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers, params=querystring)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {'type': 'object', 'properties': {'get': {'type': 'string'}, 'parameters': {'type': 'object', 'properties': {'id': {'type': 'string'}, 'season': {'type': 'string'}}}, 'errors': {'type': 'array'}, 'results': {'type': 'integer'}, 'response': {'type': 'array', 'items': {'type': 'object', 'properties': {'games': {'type': 'integer'}, 'fastBreakPoints': {'type': 'integer'}, 'pointsInPaint': {'type': 'integer'}, 'biggestLead': {'type': 'integer'}, 'secondChancePoints': {'type': 'integer'}, 'pointsOffTurnovers': {'type': 'integer'}, 'longestRun': {'type': 'integer'}, 'points': {'type': 'integer'}, 'fgm': {'type': 'integer'}, 'fga': {'type': 'integer'}, 'fgp': {'type': 'string'}, 'ftm': {'type': 'integer'}, 'fta': {'type': 'integer'}, 'ftp': {'type': 'string'}, 'tpm': {'type': 'integer'}, 'tpa': {'type': 'integer'}, 'tpp': {'type': 'string'}, 'offReb': {'type': 'integer'}, 'defReb': {'type': 'integer'}, 'totReb': {'type': 'integer'}, 'assists': {'type': 'integer'}, 'pFouls': {'type': 'integer'}, 'steals': {'type': 'integer'}, 'turnovers': {'type': 'integer'}, 'blocks': {'type': 'integer'}, 'plusMinus': {'type': 'integer'}}}}}}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Sports,API-NBA,"All NBA Stats DATA, Games, Livescore, Standings, Players, Statistics... Documentation : https://api-sports.io/documentation/nba/v2",Teams,"Get data about teams. + +The team `id` are **unique** in the API and teams keep it among all seasons. + +**Available conferences** +* East +* West + +**Available divisions** +* Atlantic +* Central +* Northwest +* Pacific +* Southeast +* Southwest",GET,"{'name': 'Teams', 'url': 'https://api-nba-v1.p.rapidapi.com/teams', 'description': 'Get data about teams.\n\nThe team `id` are **unique** in the API and teams keep it among all seasons.\n\n**Available conferences**\n* East\n* West\n\n**Available divisions**\n* Atlantic\n* Central\n* Northwest\n* Pacific\n* Southeast\n* Southwest', 'method': 'GET', 'required_parameters': [], 'optional_parameters': [{'name': 'code', 'type': 'STRING', 'description': '', 'default': ''}, {'name': 'search', 'type': 'STRING', 'description': '', 'default': ''}, {'name': 'league', 'type': 'STRING', 'description': '', 'default': ''}, {'name': 'conference', 'type': 'STRING', 'description': '', 'default': ''}, {'name': 'division', 'type': 'STRING', 'description': '', 'default': ''}, {'name': 'name', 'type': 'STRING', 'description': '', 'default': ''}, {'name': 'id', 'type': 'NUMBER', 'description': '', 'default': ''}], 'code': 'import requests\n\nurl = ""https://api-nba-v1.p.rapidapi.com/teams""\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""api-nba-v1.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {'type': 'object', 'properties': {'get': {'type': 'string'}, 'parameters': {'type': 'array'}, 'errors': {'type': 'array'}, 'results': {'type': 'integer'}, 'response': {'type': 'array', 'items': {'type': 'object'}}}}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Sports,API-NBA,"All NBA Stats DATA, Games, Livescore, Standings, Players, Statistics... Documentation : https://api-sports.io/documentation/nba/v2",Leagues,"Get the list of available leagues. + +All `leagues` can be used in other endpoints as filters. + +**Available leagues** +* Africa +* Orlando +* Sacramento +* Standard +* Utah +* Vegas + +> This endpoint does not require any parameters.",GET,"{'name': 'Leagues', 'url': 'https://api-nba-v1.p.rapidapi.com/leagues', 'description': 'Get the list of available leagues.\n\nAll `leagues` can be used in other endpoints as filters.\n\n**Available leagues**\n* Africa\n* Orlando\n* Sacramento\n* Standard\n* Utah\n* Vegas\n\n> This endpoint does not require any parameters.', 'method': 'GET', 'required_parameters': [], 'optional_parameters': [], 'code': 'import requests\n\nurl = ""https://api-nba-v1.p.rapidapi.com/leagues""\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""api-nba-v1.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {'type': 'object', 'properties': {'get': {'type': 'string'}, 'parameters': {'type': 'array'}, 'errors': {'type': 'array'}, 'results': {'type': 'integer'}, 'response': {'type': 'array', 'items': {'type': 'string'}}}}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Sports,API-NBA,"All NBA Stats DATA, Games, Livescore, Standings, Players, Statistics... Documentation : https://api-sports.io/documentation/nba/v2",Seasons,"All `seasons` can be used in other endpoints as filters. Seasons are only **4-digit keys** like `YYYY`. + +> This endpoint does not require any parameters.",GET,"{'name': 'Seasons', 'url': 'https://api-nba-v1.p.rapidapi.com/seasons', 'description': 'All `seasons` can be used in other endpoints as filters. Seasons are only **4-digit keys** like `YYYY`.\n\n> This endpoint does not require any parameters.', 'method': 'GET', 'required_parameters': [], 'optional_parameters': [], 'code': 'import requests\n\nurl = ""https://api-nba-v1.p.rapidapi.com/seasons""\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""api-nba-v1.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {'type': 'object', 'properties': {'get': {'type': 'string'}, 'parameters': {'type': 'array'}, 'errors': {'type': 'array'}, 'results': {'type': 'integer'}, 'response': {'type': 'array', 'items': {'type': 'integer'}}}}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Search,Fresh LinkedIn Profile Data,"Reliable API for all LinkedIn Scraping Needs: profiles, companies, activities/posts, and job posts. This API scrapes data directly from LinkedIn upon request so that you'll get real-time data. Say goodbye to stale data! + +We're active and responsive on this platform, please don't hesitate to drop a message in the Discussions or PM channels.",Search LinkedIn Profiles via Google,"Search LinkedIn profiles via Google using keyword, name, location, job title and company. For each search, this API will return top 100 results from Google. 1 credit per call.",POST,"{'name': 'Search LinkedIn Profiles via Google', 'url': 'https://fresh-linkedin-profile-data.p.rapidapi.com/google-profiles', 'description': 'Search LinkedIn profiles via Google using keyword, name, location, job title and company. For each search, this API will return top 100 results from Google. 1 credit per call.', 'method': 'POST', 'required_parameters': [], 'optional_parameters': [], 'code': 'import requests\n\nurl = ""https://fresh-linkedin-profile-data.p.rapidapi.com/google-profiles""\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""fresh-linkedin-profile-data.p.rapidapi.com""\n}\n\nresponse = requests.post(url, headers=headers)\n\nprint(response.json())\n', 'statuscode': 111, 'body': '...', 'headers': '', 'schema': ''}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Search,Fresh LinkedIn Profile Data,"Reliable API for all LinkedIn Scraping Needs: profiles, companies, activities/posts, and job posts. This API scrapes data directly from LinkedIn upon request so that you'll get real-time data. Say goodbye to stale data! + +We're active and responsive on this platform, please don't hesitate to drop a message in the Discussions or PM channels.",Get Company Details from Crunchbase (NEW),Get all public details of a company on Crunchbase - including funding rounds. **2 credits per call.**,GET,"{'name': 'Get Company Details from Crunchbase (NEW)', 'url': 'https://fresh-linkedin-profile-data.p.rapidapi.com/get-company-details-from-crunchbase', 'description': 'Get all public details of a company on Crunchbase - including funding rounds. **2 credits per call.**', 'method': 'GET', 'required_parameters': [{'name': 'crunchbase', 'type': 'STRING', 'description': '', 'default': 'https://www.crunchbase.com/organization/kinly-c638'}], 'optional_parameters': [], 'code': 'import requests\n\nurl = ""https://fresh-linkedin-profile-data.p.rapidapi.com/get-company-details-from-crunchbase""\nquerystring = {""crunchbase"": crunchbase}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""fresh-linkedin-profile-data.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers, params=querystring)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Search,Fresh LinkedIn Profile Data,"Reliable API for all LinkedIn Scraping Needs: profiles, companies, activities/posts, and job posts. This API scrapes data directly from LinkedIn upon request so that you'll get real-time data. Say goodbye to stale data! + +We're active and responsive on this platform, please don't hesitate to drop a message in the Discussions or PM channels.",Get Company Ads Count,Get number of ads the company posted on LinkedIn. **1 credit per call.**,GET,"{'name': 'Get Company Ads Count', 'url': 'https://fresh-linkedin-profile-data.p.rapidapi.com/get-company-ads-count', 'description': 'Get number of ads the company posted on LinkedIn. **1 credit per call.**', 'method': 'GET', 'required_parameters': [{'name': 'company_id', 'type': 'STRING', 'description': '', 'default': '162479'}], 'optional_parameters': [], 'code': 'import requests\n\nurl = ""https://fresh-linkedin-profile-data.p.rapidapi.com/get-company-ads-count""\nquerystring = {""company_id"": company_id}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""fresh-linkedin-profile-data.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers, params=querystring)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Search,Fresh LinkedIn Profile Data,"Reliable API for all LinkedIn Scraping Needs: profiles, companies, activities/posts, and job posts. This API scrapes data directly from LinkedIn upon request so that you'll get real-time data. Say goodbye to stale data! + +We're active and responsive on this platform, please don't hesitate to drop a message in the Discussions or PM channels.",Get Extra Profile Data,"Get more profile’s data fields like languages, top skills, certifications, publications, patents, awards",GET,"{'name': 'Get Extra Profile Data', 'url': 'https://fresh-linkedin-profile-data.p.rapidapi.com/get-extra-profile-data', 'description': 'Get more profile’s data fields like languages, top skills, certifications, publications, patents, awards', 'method': 'GET', 'required_parameters': [{'name': 'linkedin_url', 'type': 'STRING', 'description': '', 'default': 'https://www.linkedin.com/in/ajjames/'}], 'optional_parameters': [], 'code': 'import requests\n\nurl = ""https://fresh-linkedin-profile-data.p.rapidapi.com/get-extra-profile-data""\nquerystring = {""linkedin_url"": linkedin_url}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""fresh-linkedin-profile-data.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers, params=querystring)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Search,Fresh LinkedIn Profile Data,"Reliable API for all LinkedIn Scraping Needs: profiles, companies, activities/posts, and job posts. This API scrapes data directly from LinkedIn upon request so that you'll get real-time data. Say goodbye to stale data! + +We're active and responsive on this platform, please don't hesitate to drop a message in the Discussions or PM channels.",Get Company by ID,"Given a company’s LinkedIn internal ID, the API will return valuable data points in JSON format. **1 credit per call.**",GET,"{'name': 'Get Company by ID', 'url': 'https://fresh-linkedin-profile-data.p.rapidapi.com/get-company-by-id', 'description': 'Given a company’s LinkedIn internal ID, the API will return valuable data points in JSON format. **1 credit per call.**', 'method': 'GET', 'required_parameters': [{'name': 'company_id', 'type': 'STRING', 'description': '', 'default': '162479'}], 'optional_parameters': [], 'code': 'import requests\n\nurl = ""https://fresh-linkedin-profile-data.p.rapidapi.com/get-company-by-id""\nquerystring = {""company_id"": company_id}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""fresh-linkedin-profile-data.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers, params=querystring)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Search,Fresh LinkedIn Profile Data,"Reliable API for all LinkedIn Scraping Needs: profiles, companies, activities/posts, and job posts. This API scrapes data directly from LinkedIn upon request so that you'll get real-time data. Say goodbye to stale data! + +We're active and responsive on this platform, please don't hesitate to drop a message in the Discussions or PM channels.",Search LinkedIn Company Pages via Google,Find up to 100 companies that match your criteria via Google.,POST,"{'name': 'Search LinkedIn Company Pages via Google', 'url': 'https://fresh-linkedin-profile-data.p.rapidapi.com/google-companies', 'description': 'Find up to 100 companies that match your criteria via Google.', 'method': 'POST', 'required_parameters': [], 'optional_parameters': [], 'code': 'import requests\n\nurl = ""https://fresh-linkedin-profile-data.p.rapidapi.com/google-companies""\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""fresh-linkedin-profile-data.p.rapidapi.com""\n}\n\nresponse = requests.post(url, headers=headers)\n\nprint(response.json())\n', 'statuscode': 111, 'body': '...', 'headers': '', 'schema': ''}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Search,Fresh LinkedIn Profile Data,"Reliable API for all LinkedIn Scraping Needs: profiles, companies, activities/posts, and job posts. This API scrapes data directly from LinkedIn upon request so that you'll get real-time data. Say goodbye to stale data! + +We're active and responsive on this platform, please don't hesitate to drop a message in the Discussions or PM channels.",Get Job Details,"Scrape the full job details, including the company basic information. **1 credit per call.**",GET,"{'name': 'Get Job Details', 'url': 'https://fresh-linkedin-profile-data.p.rapidapi.com/get-job-details', 'description': 'Scrape the full job details, including the company basic information. **1 credit per call.**', 'method': 'GET', 'required_parameters': [{'name': 'job_url', 'type': 'STRING', 'description': '', 'default': 'https://www.linkedin.com/jobs/view/3690897280/'}], 'optional_parameters': [{'name': 'include_skills', 'type': 'STRING', 'description': 'Including skills will cost 1 more credit', 'default': 'false'}], 'code': 'import requests\n\nurl = ""https://fresh-linkedin-profile-data.p.rapidapi.com/get-job-details""\nquerystring = {""include_skills"": include_skills, ""job_url"": job_url}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""fresh-linkedin-profile-data.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers, params=querystring)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Search,Fresh LinkedIn Profile Data,"Reliable API for all LinkedIn Scraping Needs: profiles, companies, activities/posts, and job posts. This API scrapes data directly from LinkedIn upon request so that you'll get real-time data. Say goodbye to stale data! + +We're active and responsive on this platform, please don't hesitate to drop a message in the Discussions or PM channels.",Get Company by URL,"Given a company’s LinkedIn URL, the API will return valuable data points in JSON format. **1 credit per call.**",GET,"{'name': 'Get Company by URL', 'url': 'https://fresh-linkedin-profile-data.p.rapidapi.com/get-company-by-linkedinurl', 'description': 'Given a company’s LinkedIn URL, the API will return valuable data points in JSON format. **1 credit per call.**', 'method': 'GET', 'required_parameters': [{'name': 'linkedin_url', 'type': 'STRING', 'description': '', 'default': 'https://www.linkedin.com/company/apple/'}], 'optional_parameters': [], 'code': 'import requests\n\nurl = ""https://fresh-linkedin-profile-data.p.rapidapi.com/get-company-by-linkedinurl""\nquerystring = {""linkedin_url"": linkedin_url}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""fresh-linkedin-profile-data.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers, params=querystring)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Search,Fresh LinkedIn Profile Data,"Reliable API for all LinkedIn Scraping Needs: profiles, companies, activities/posts, and job posts. This API scrapes data directly from LinkedIn upon request so that you'll get real-time data. Say goodbye to stale data! + +We're active and responsive on this platform, please don't hesitate to drop a message in the Discussions or PM channels.",Get Recommendation Received,Get profile’s recommendations (received). **1 credit per call**.,GET,"{'name': 'Get Recommendation Received', 'url': 'https://fresh-linkedin-profile-data.p.rapidapi.com/get-recommendations-received', 'description': 'Get profile’s recommendations (received). **1 credit per call**.', 'method': 'GET', 'required_parameters': [{'name': 'linkedin_url', 'type': 'STRING', 'description': '', 'default': 'https://www.linkedin.com/in/ajjames'}], 'optional_parameters': [], 'code': 'import requests\n\nurl = ""https://fresh-linkedin-profile-data.p.rapidapi.com/get-recommendations-received""\nquerystring = {""linkedin_url"": linkedin_url}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""fresh-linkedin-profile-data.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers, params=querystring)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Search,Fresh LinkedIn Profile Data,"Reliable API for all LinkedIn Scraping Needs: profiles, companies, activities/posts, and job posts. This API scrapes data directly from LinkedIn upon request so that you'll get real-time data. Say goodbye to stale data! + +We're active and responsive on this platform, please don't hesitate to drop a message in the Discussions or PM channels.",Get Recommendation Given,Get profile’s recommendations (given). **1 credit per call**.,GET,"{'name': 'Get Recommendation Given', 'url': 'https://fresh-linkedin-profile-data.p.rapidapi.com/get-recommendations-given', 'description': 'Get profile’s recommendations (given). **1 credit per call**.', 'method': 'GET', 'required_parameters': [{'name': 'linkedin_url', 'type': 'STRING', 'description': '', 'default': 'https://www.linkedin.com/in/ajjames'}], 'optional_parameters': [], 'code': 'import requests\n\nurl = ""https://fresh-linkedin-profile-data.p.rapidapi.com/get-recommendations-given""\nquerystring = {""linkedin_url"": linkedin_url}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""fresh-linkedin-profile-data.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers, params=querystring)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Search,Fresh LinkedIn Profile Data,"Reliable API for all LinkedIn Scraping Needs: profiles, companies, activities/posts, and job posts. This API scrapes data directly from LinkedIn upon request so that you'll get real-time data. Say goodbye to stale data! + +We're active and responsive on this platform, please don't hesitate to drop a message in the Discussions or PM channels.",Search Jobs,"Search jobs posted on LinkedIn. This endpoint is useful for scraping job openings of a specific company on LinkedIn. + +To scrape all results from each search, change the param *start* from 0 to 25, 50, ... until you see less than 25 results returned. + +**2 credits per call.**",GET,"{'name': 'Search Jobs', 'url': 'https://fresh-linkedin-profile-data.p.rapidapi.com/search-jobs', 'description': 'Search jobs posted on LinkedIn. This endpoint is useful for scraping job openings of a specific company on LinkedIn. \n\nTo scrape all results from each search, change the param *start* from 0 to 25, 50, ... until you see less than 25 results returned.\n\n**2 credits per call.**', 'method': 'GET', 'required_parameters': [], 'optional_parameters': [{'name': 'industry_code', 'type': 'STRING', 'description': 'You can find all valid industry codes from [this page]( https://learn.microsoft.com/en-us/linkedin/shared/references/reference-tables/industry-codes).', 'default': '4,5'}, {'name': 'company_id', 'type': 'NUMBER', 'description': '', 'default': ''}, {'name': 'sort_by', 'type': 'STRING', 'description': 'Possible values: most_relevant, most_recent', 'default': 'most_relevant'}, {'name': 'date_posted', 'type': 'STRING', 'description': 'Possible values: any_time, past_month, past_week, past_24_hours\n', 'default': 'any_time'}, {'name': 'salary', 'type': 'STRING', 'description': 'Possible values: 40k+, 60k+, 80k+, 100k+, 120k+, 140k+, 160k+, 180k+, 200k+', 'default': ''}, {'name': 'onsite_remote', 'type': 'STRING', 'description': 'Possible values: on-site, remote, hybrid', 'default': ''}, {'name': 'start', 'type': 'NUMBER', 'description': 'Should be one of: 0, 25, 50, 75, etc.', 'default': '0'}, {'name': 'experience_level', 'type': 'STRING', 'description': 'Possible values: internship, associate, director, entry level, mid-senior level, executive', 'default': ''}, {'name': 'function_id', 'type': 'STRING', 'description': 'Please follow [this instruction](https://rapidapi.com/freshdata-freshdata-default/api/fresh-linkedin-profile-data/tutorials/how-to-find-function_id-on-linkedin%3F) to get the function_id of your choice.', 'default': 'it,sale'}, {'name': 'geo_code', 'type': 'NUMBER', 'description': 'Use this param to target jobs in specific region/country. To search worldwide, use 92000000.\nTo find other geo codes, please follow this [link](https://rapidapi.com/freshdata-freshdata-default/api/fresh-linkedin-profile-data/tutorials/how-to-find-a-geo_code-(geoid)-on-linkedin%3F)', 'default': '103644278'}, {'name': 'title_id', 'type': 'STRING', 'description': 'To find title_id by title, please follow this [link](https://rapidapi.com/freshdata-freshdata-default/api/fresh-linkedin-profile-data/tutorials/how-to-find-a-title_id-on-linkedin%3F)', 'default': ''}, {'name': 'keywords', 'type': 'STRING', 'description': '', 'default': ''}], 'code': 'import requests\n\nurl = ""https://fresh-linkedin-profile-data.p.rapidapi.com/search-jobs""\nquerystring = {""industry_code"": industry_code, ""sort_by"": sort_by, ""date_posted"": date_posted, ""start"": start, ""function_id"": function_id, ""geo_code"": geo_code}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""fresh-linkedin-profile-data.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers, params=querystring)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Search,Fresh LinkedIn Profile Data,"Reliable API for all LinkedIn Scraping Needs: profiles, companies, activities/posts, and job posts. This API scrapes data directly from LinkedIn upon request so that you'll get real-time data. Say goodbye to stale data! + +We're active and responsive on this platform, please don't hesitate to drop a message in the Discussions or PM channels.",Get Company's Posts,Get posts from a LinkedIn company page. Pagination is supported to fetch all posts. **2 credits per call.**,GET,"{'name': ""Get Company's Posts"", 'url': 'https://fresh-linkedin-profile-data.p.rapidapi.com/get-company-posts', 'description': 'Get posts from a LinkedIn company page. Pagination is supported to fetch all posts. **2 credits per call.**', 'method': 'GET', 'required_parameters': [{'name': 'linkedin_url', 'type': 'STRING', 'description': '', 'default': 'https://www.linkedin.com/company/amazon/'}], 'optional_parameters': [{'name': 'pagination_token', 'type': 'STRING', 'description': 'Required when fetching the next result page. Please use the token from the result of your previous call.', 'default': ''}, {'name': 'start', 'type': 'NUMBER', 'description': 'Use this param to fetch posts of the next result page: 0 for page 1, 50 for page 2, etc.', 'default': ''}], 'code': 'import requests\n\nurl = ""https://fresh-linkedin-profile-data.p.rapidapi.com/get-company-posts""\nquerystring = {""linkedin_url"": linkedin_url}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""fresh-linkedin-profile-data.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers, params=querystring)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Search,Fresh LinkedIn Profile Data,"Reliable API for all LinkedIn Scraping Needs: profiles, companies, activities/posts, and job posts. This API scrapes data directly from LinkedIn upon request so that you'll get real-time data. Say goodbye to stale data! + +We're active and responsive on this platform, please don't hesitate to drop a message in the Discussions or PM channels.",Get Company by Domain,Find a company on LinkedIn using its web domain. **1 credit per call.**,GET,"{'name': 'Get Company by Domain', 'url': 'https://fresh-linkedin-profile-data.p.rapidapi.com/get-company-by-domain', 'description': 'Find a company on LinkedIn using its web domain. **1 credit per call.**', 'method': 'GET', 'required_parameters': [{'name': 'domain', 'type': 'STRING', 'description': '', 'default': 'apple.com'}], 'optional_parameters': [], 'code': 'import requests\n\nurl = ""https://fresh-linkedin-profile-data.p.rapidapi.com/get-company-by-domain""\nquerystring = {""domain"": domain}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""fresh-linkedin-profile-data.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers, params=querystring)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Search,Fresh LinkedIn Profile Data,"Reliable API for all LinkedIn Scraping Needs: profiles, companies, activities/posts, and job posts. This API scrapes data directly from LinkedIn upon request so that you'll get real-time data. Say goodbye to stale data! + +We're active and responsive on this platform, please don't hesitate to drop a message in the Discussions or PM channels.",Get Personal Profile,"Get full profile data, including experience & education history, skillset and company related details. Accept all type of profile urls. **1 credit per call.**",GET,"{'name': 'Get Personal Profile', 'url': 'https://fresh-linkedin-profile-data.p.rapidapi.com/get-linkedin-profile', 'description': 'Get full profile data, including experience & education history, skillset and company related details. Accept all type of profile urls. **1 credit per call.**', 'method': 'GET', 'required_parameters': [{'name': 'linkedin_url', 'type': 'STRING', 'description': '', 'default': 'https://www.linkedin.com/in/williamhgates/'}], 'optional_parameters': [], 'code': 'import requests\n\nurl = ""https://fresh-linkedin-profile-data.p.rapidapi.com/get-linkedin-profile""\nquerystring = {""linkedin_url"": linkedin_url}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""fresh-linkedin-profile-data.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers, params=querystring)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Search,Fresh LinkedIn Profile Data,"Reliable API for all LinkedIn Scraping Needs: profiles, companies, activities/posts, and job posts. This API scrapes data directly from LinkedIn upon request so that you'll get real-time data. Say goodbye to stale data! + +We're active and responsive on this platform, please don't hesitate to drop a message in the Discussions or PM channels.",Search Decision Makers,"Search for decision makers of any company on LinkedIn. This endpoint will remove any unmatched profiles that returned by LinkedIn. It does much more than a simple search on LinkedIn sales navigator. + +**It takes 50 credits to initiate a search and then takes 0.5 credit per profile returned.** + +How it works: + +Step 1: Use this endpoint to make a search using your criteria. This endpoint will return a ""request_id"" so that you can check for the search status anytime in step 2. This endpoint will cost you 50 credit per request. + +Step 2: Check the search status using the endpoint ""/check-search-status"". Calling to this endpoint is FREE. + +Step 3: Once the search is done, you can start collecting the results by using the endpoint ""/get-search-results"". This endpoint will cost you 0.5 credit per one profile. For example, if your search returns 100 results, it'll cost 50 credits. + +**Please note**: it normally takes a few minutes to complete such a search - but sometimes it may need 24 hours. We recommend you put in all your searches and let this api process them all within 24 hours.",POST,"{'name': 'Search Decision Makers', 'url': 'https://fresh-linkedin-profile-data.p.rapidapi.com/search-decision-makers', 'description': 'Search for decision makers of any company on LinkedIn. This endpoint will remove any unmatched profiles that returned by LinkedIn. It does much more than a simple search on LinkedIn sales navigator.\n\n**It takes 50 credits to initiate a search and then takes 0.5 credit per profile returned.**\n\nHow it works:\n\nStep 1: Use this endpoint to make a search using your criteria. This endpoint will return a ""request_id"" so that you can check for the search status anytime in step 2. This endpoint will cost you 50 credit per request.\n\nStep 2: Check the search status using the endpoint ""/check-search-status"". Calling to this endpoint is FREE.\n\nStep 3: Once the search is done, you can start collecting the results by using the endpoint ""/get-search-results"". This endpoint will cost you 0.5 credit per one profile. For example, if your search returns 100 results, it\'ll cost 50 credits.\n\n**Please note**: it normally takes a few minutes to complete such a search - but sometimes it may need 24 hours. We recommend you put in all your searches and let this api process them all within 24 hours.', 'method': 'POST', 'required_parameters': [], 'optional_parameters': [], 'code': 'import requests\n\nurl = ""https://fresh-linkedin-profile-data.p.rapidapi.com/search-decision-makers""\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""fresh-linkedin-profile-data.p.rapidapi.com""\n}\n\nresponse = requests.post(url, headers=headers)\n\nprint(response.json())\n', 'statuscode': 111, 'body': '...', 'headers': '', 'schema': ''}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Search,Fresh LinkedIn Profile Data,"Reliable API for all LinkedIn Scraping Needs: profiles, companies, activities/posts, and job posts. This API scrapes data directly from LinkedIn upon request so that you'll get real-time data. Say goodbye to stale data! + +We're active and responsive on this platform, please don't hesitate to drop a message in the Discussions or PM channels.",Search Employees,"Search employee profiles directly from LinkedIn. No cached databases. +Available filters: current company, past company, industry, country, title keywords, general keywords. + +**It takes 50 credits to initiate a search and then takes 0.5 credit per profile returned.** + +How it works: + +- Step 1: Use this endpoint to make a search using your criteria. This endpoint will return a ""request_id"" so that you can check for the search status anytime in step 2. This endpoint will cost you 50 credits per request. + +- Step 2: Check the search status using the endpoint ""/check-search-status"". Calling to this endpoint is FREE. + +- Step 3: Once the search is done, you can start collecting the results by using the endpoint ""/get-search-results"". This endpoint will cost you 0.5 credit per one profile. For example, if your search returns 100 results, it'll cost 50 credits. + +**Please note**: it normally takes a few minutes to complete such a search - but sometimes it may need 24 hours. We recommend you put in all your searches and let this api process them all within 24 hours.",POST,"{'name': 'Search Employees', 'url': 'https://fresh-linkedin-profile-data.p.rapidapi.com/search-employees', 'description': 'Search employee profiles directly from LinkedIn. No cached databases. \nAvailable filters: current company, past company, industry, country, title keywords, general keywords.\n\n**It takes 50 credits to initiate a search and then takes 0.5 credit per profile returned.**\n\nHow it works:\n\n- Step 1: Use this endpoint to make a search using your criteria. This endpoint will return a ""request_id"" so that you can check for the search status anytime in step 2. This endpoint will cost you 50 credits per request.\n\n- Step 2: Check the search status using the endpoint ""/check-search-status"". Calling to this endpoint is FREE.\n\n- Step 3: Once the search is done, you can start collecting the results by using the endpoint ""/get-search-results"". This endpoint will cost you 0.5 credit per one profile. For example, if your search returns 100 results, it\'ll cost 50 credits.\n\n**Please note**: it normally takes a few minutes to complete such a search - but sometimes it may need 24 hours. We recommend you put in all your searches and let this api process them all within 24 hours.', 'method': 'POST', 'required_parameters': [], 'optional_parameters': [], 'code': 'import requests\n\nurl = ""https://fresh-linkedin-profile-data.p.rapidapi.com/search-employees""\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""fresh-linkedin-profile-data.p.rapidapi.com""\n}\n\nresponse = requests.post(url, headers=headers)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Search,Fresh LinkedIn Profile Data,"Reliable API for all LinkedIn Scraping Needs: profiles, companies, activities/posts, and job posts. This API scrapes data directly from LinkedIn upon request so that you'll get real-time data. Say goodbye to stale data! + +We're active and responsive on this platform, please don't hesitate to drop a message in the Discussions or PM channels.",Get Pesonal Profile by Sales Nav URL,"Get full profile data, including experience & education history, skillset and company related details. **1 credit per call.**",GET,"{'name': 'Get Pesonal Profile by Sales Nav URL', 'url': 'https://fresh-linkedin-profile-data.p.rapidapi.com/get-linkedin-profile-by-salesnavurl', 'description': 'Get full profile data, including experience & education history, skillset and company related details. **1 credit per call.**', 'method': 'GET', 'required_parameters': [{'name': 'linkedin_url', 'type': 'STRING', 'description': '', 'default': 'https://www.linkedin.com/sales/lead/ACoAAABD0a4B2wblfHunfjGEN-uRLdg2MnWydmk,name,zofi'}], 'optional_parameters': [], 'code': 'import requests\n\nurl = ""https://fresh-linkedin-profile-data.p.rapidapi.com/get-linkedin-profile-by-salesnavurl""\nquerystring = {""linkedin_url"": linkedin_url}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""fresh-linkedin-profile-data.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers, params=querystring)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Search,Fresh LinkedIn Profile Data,"Reliable API for all LinkedIn Scraping Needs: profiles, companies, activities/posts, and job posts. This API scrapes data directly from LinkedIn upon request so that you'll get real-time data. Say goodbye to stale data! + +We're active and responsive on this platform, please don't hesitate to drop a message in the Discussions or PM channels.",Get Profile's Posts,Get posts of a person based on profile url. Pagination is supported to get all posts. **2 credits per call.**,GET,"{'name': ""Get Profile's Posts"", 'url': 'https://fresh-linkedin-profile-data.p.rapidapi.com/get-profile-posts', 'description': 'Get posts of a person based on profile url. Pagination is supported to get all posts. **2 credits per call.**', 'method': 'GET', 'required_parameters': [{'name': 'linkedin_url', 'type': 'STRING', 'description': '', 'default': 'https://www.linkedin.com/in/williamhgates/'}], 'optional_parameters': [{'name': 'start', 'type': 'NUMBER', 'description': 'Use this param to fetch posts of the next result page: 0 for page 1, 50 for page 2, etc.', 'default': ''}, {'name': 'pagination_token', 'type': 'STRING', 'description': 'Required when fetching the next result page. Please use the token from the result of your previous call.', 'default': ''}, {'name': 'type', 'type': 'STRING', 'description': 'Possible values: \n\n- posts: to scrape posts from tab Posts -- posts or posts reshared by the person\n\n- comments: to scrape posts from tab Comments -- posts the person commented\n\n- reactions: to scrape posts from tab Reactions -- posts the person reacted\n\n', 'default': 'posts'}], 'code': 'import requests\n\nurl = ""https://fresh-linkedin-profile-data.p.rapidapi.com/get-profile-posts""\nquerystring = {""type"": type, ""linkedin_url"": linkedin_url}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""fresh-linkedin-profile-data.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers, params=querystring)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Search,Fresh LinkedIn Profile Data,"Reliable API for all LinkedIn Scraping Needs: profiles, companies, activities/posts, and job posts. This API scrapes data directly from LinkedIn upon request so that you'll get real-time data. Say goodbye to stale data! + +We're active and responsive on this platform, please don't hesitate to drop a message in the Discussions or PM channels.",Get Company Jobs Count,Get number of opening jobs the company posted on LinkedIn. **1 credit per call.**,GET,"{'name': 'Get Company Jobs Count', 'url': 'https://fresh-linkedin-profile-data.p.rapidapi.com/get-company-jobs-count', 'description': 'Get number of opening jobs the company posted on LinkedIn. **1 credit per call.**', 'method': 'GET', 'required_parameters': [{'name': 'company_id', 'type': 'STRING', 'description': '', 'default': '162479'}], 'optional_parameters': [], 'code': 'import requests\n\nurl = ""https://fresh-linkedin-profile-data.p.rapidapi.com/get-company-jobs-count""\nquerystring = {""company_id"": company_id}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""fresh-linkedin-profile-data.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers, params=querystring)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Search,Fresh LinkedIn Profile Data,"Reliable API for all LinkedIn Scraping Needs: profiles, companies, activities/posts, and job posts. This API scrapes data directly from LinkedIn upon request so that you'll get real-time data. Say goodbye to stale data! + +We're active and responsive on this platform, please don't hesitate to drop a message in the Discussions or PM channels.",Get Profile Recent Activity Time,Get the time of the latest activity. **2 credits per call.**,GET,"{'name': 'Get Profile Recent Activity Time', 'url': 'https://fresh-linkedin-profile-data.p.rapidapi.com/get-profile-recent-activity-time', 'description': 'Get the time of the latest activity. **2 credits per call.**', 'method': 'GET', 'required_parameters': [{'name': 'linkedin_url', 'type': 'STRING', 'description': '', 'default': 'https://www.linkedin.com/in/williamhgates/'}], 'optional_parameters': [], 'code': 'import requests\n\nurl = ""https://fresh-linkedin-profile-data.p.rapidapi.com/get-profile-recent-activity-time""\nquerystring = {""linkedin_url"": linkedin_url}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""fresh-linkedin-profile-data.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers, params=querystring)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Search,Fresh LinkedIn Profile Data,"Reliable API for all LinkedIn Scraping Needs: profiles, companies, activities/posts, and job posts. This API scrapes data directly from LinkedIn upon request so that you'll get real-time data. Say goodbye to stale data! + +We're active and responsive on this platform, please don't hesitate to drop a message in the Discussions or PM channels.",Get Open to Work Status,"Given a LinkedIn profile URL, the API will let you know if that profile is “open to work” or not. **1 credit per call.**",GET,"{'name': 'Get Open to Work Status', 'url': 'https://fresh-linkedin-profile-data.p.rapidapi.com/get-opentowork-status', 'description': 'Given a LinkedIn profile URL, the API will let you know if that profile is “open to work” or not. **1 credit per call.**', 'method': 'GET', 'required_parameters': [{'name': 'linkedin_url', 'type': 'STRING', 'description': '', 'default': 'https://www.linkedin.com/in/williamhgates/'}], 'optional_parameters': [], 'code': 'import requests\n\nurl = ""https://fresh-linkedin-profile-data.p.rapidapi.com/get-opentowork-status""\nquerystring = {""linkedin_url"": linkedin_url}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""fresh-linkedin-profile-data.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers, params=querystring)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Search,Fresh LinkedIn Profile Data,"Reliable API for all LinkedIn Scraping Needs: profiles, companies, activities/posts, and job posts. This API scrapes data directly from LinkedIn upon request so that you'll get real-time data. Say goodbye to stale data! + +We're active and responsive on this platform, please don't hesitate to drop a message in the Discussions or PM channels.",Get Profile PDF CV,Get the CV of a LinkedIn profile in PDF format. **1 credit per call.**,GET,"{'name': 'Get Profile PDF CV', 'url': 'https://fresh-linkedin-profile-data.p.rapidapi.com/get-profile-pdf-cv', 'description': 'Get the CV of a LinkedIn profile in PDF format. **1 credit per call.**', 'method': 'GET', 'required_parameters': [{'name': 'linkedin_url', 'type': 'STRING', 'description': '', 'default': 'https://www.linkedin.com/in/williamhgates/'}], 'optional_parameters': [], 'code': 'import requests\n\nurl = ""https://fresh-linkedin-profile-data.p.rapidapi.com/get-profile-pdf-cv""\nquerystring = {""linkedin_url"": linkedin_url}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""fresh-linkedin-profile-data.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers, params=querystring)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Search,Fresh LinkedIn Profile Data,"Reliable API for all LinkedIn Scraping Needs: profiles, companies, activities/posts, and job posts. This API scrapes data directly from LinkedIn upon request so that you'll get real-time data. Say goodbye to stale data! + +We're active and responsive on this platform, please don't hesitate to drop a message in the Discussions or PM channels.",Check Search Status,Get the status of your search using the request_id given in step 1.,GET,"{'name': 'Check Search Status', 'url': 'https://fresh-linkedin-profile-data.p.rapidapi.com/check-search-status', 'description': 'Get the status of your search using the request_id given in step 1.', 'method': 'GET', 'required_parameters': [{'name': 'request_id', 'type': 'STRING', 'description': '', 'default': 'dd1b29063de8927b31fa523d36432b61'}], 'optional_parameters': [], 'code': 'import requests\n\nurl = ""https://fresh-linkedin-profile-data.p.rapidapi.com/check-search-status""\nquerystring = {""request_id"": request_id}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""fresh-linkedin-profile-data.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers, params=querystring)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Search,Fresh LinkedIn Profile Data,"Reliable API for all LinkedIn Scraping Needs: profiles, companies, activities/posts, and job posts. This API scrapes data directly from LinkedIn upon request so that you'll get real-time data. Say goodbye to stale data! + +We're active and responsive on this platform, please don't hesitate to drop a message in the Discussions or PM channels.",Get Search Results,"Get search results. Please make sure the search is ""done"" before calling this endpoint.",GET,"{'name': 'Get Search Results', 'url': 'https://fresh-linkedin-profile-data.p.rapidapi.com/get-search-results', 'description': 'Get search results. Please make sure the search is ""done"" before calling this endpoint.', 'method': 'GET', 'required_parameters': [{'name': 'page', 'type': 'STRING', 'description': '', 'default': '1'}, {'name': 'request_id', 'type': 'STRING', 'description': '', 'default': 'dd1b29063de8927b31fa523d36432b61'}], 'optional_parameters': [], 'code': 'import requests\n\nurl = ""https://fresh-linkedin-profile-data.p.rapidapi.com/get-search-results""\nquerystring = {""page"": page, ""request_id"": request_id}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""fresh-linkedin-profile-data.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers, params=querystring)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Search,Fresh LinkedIn Profile Data,"Reliable API for all LinkedIn Scraping Needs: profiles, companies, activities/posts, and job posts. This API scrapes data directly from LinkedIn upon request so that you'll get real-time data. Say goodbye to stale data! + +We're active and responsive on this platform, please don't hesitate to drop a message in the Discussions or PM channels.",Get Open Profile Status,"Given a LinkedIn profile URL, the API will let you know if that profile is “open profile” or not. **1 credit per call.**",GET,"{'name': 'Get Open Profile Status', 'url': 'https://fresh-linkedin-profile-data.p.rapidapi.com/get-open-profile-status', 'description': 'Given a LinkedIn profile URL, the API will let you know if that profile is “open profile” or not. **1 credit per call.**', 'method': 'GET', 'required_parameters': [{'name': 'linkedin_url', 'type': 'STRING', 'description': '', 'default': 'https://www.linkedin.com/in/williamhgates/'}], 'optional_parameters': [], 'code': 'import requests\n\nurl = ""https://fresh-linkedin-profile-data.p.rapidapi.com/get-open-profile-status""\nquerystring = {""linkedin_url"": linkedin_url}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""fresh-linkedin-profile-data.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers, params=querystring)\n\nprint(response.json())\n', 'statuscode': 200, 'body': ""{'key1': 'value', 'key2': 'value'}..."", 'headers': {}, 'schema': {}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Search,Fresh LinkedIn Profile Data,"Reliable API for all LinkedIn Scraping Needs: profiles, companies, activities/posts, and job posts. This API scrapes data directly from LinkedIn upon request so that you'll get real-time data. Say goodbye to stale data! + +We're active and responsive on this platform, please don't hesitate to drop a message in the Discussions or PM channels.",Search LinkedIn Profiles via Google,"Search LinkedIn profiles via Google using keyword, name, location, job title and company. For each search, this API will return top 100 results from Google. 1 credit per call.",POST,"{'name': 'Search LinkedIn Profiles via Google', 'url': 'https://fresh-linkedin-profile-data.p.rapidapi.com/google-profiles', 'description': 'Search LinkedIn profiles via Google using keyword, name, location, job title and company. For each search, this API will return top 100 results from Google. 1 credit per call.', 'method': 'POST', 'required_parameters': [], 'optional_parameters': [], 'code': 'import requests\n\nurl = ""https://fresh-linkedin-profile-data.p.rapidapi.com/google-profiles""\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""fresh-linkedin-profile-data.p.rapidapi.com""\n }\n\nresponse = requests.post(url, headers=headers)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://fresh-linkedin-profile-data.p.rapidapi.com/google-profiles""\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""fresh-linkedin-profile-data.p.rapidapi.com""\n }\n\nresponse = requests.post(url, headers=headers)\nprint(response.json())\n', 'test_endpoint': '...'}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Search,Fresh LinkedIn Profile Data,"Reliable API for all LinkedIn Scraping Needs: profiles, companies, activities/posts, and job posts. This API scrapes data directly from LinkedIn upon request so that you'll get real-time data. Say goodbye to stale data! + +We're active and responsive on this platform, please don't hesitate to drop a message in the Discussions or PM channels.",Search LinkedIn Company Pages via Google,Find up to 100 companies that match your criteria via Google.,POST,"{'name': 'Search LinkedIn Company Pages via Google', 'url': 'https://fresh-linkedin-profile-data.p.rapidapi.com/google-companies', 'description': 'Find up to 100 companies that match your criteria via Google.', 'method': 'POST', 'required_parameters': [], 'optional_parameters': [], 'code': 'import requests\n\nurl = ""https://fresh-linkedin-profile-data.p.rapidapi.com/google-companies""\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""fresh-linkedin-profile-data.p.rapidapi.com""\n }\n\nresponse = requests.post(url, headers=headers)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://fresh-linkedin-profile-data.p.rapidapi.com/google-companies""\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""fresh-linkedin-profile-data.p.rapidapi.com""\n }\n\nresponse = requests.post(url, headers=headers)\nprint(response.json())\n', 'test_endpoint': '...'}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Search,Fresh LinkedIn Profile Data,"Reliable API for all LinkedIn Scraping Needs: profiles, companies, activities/posts, and job posts. This API scrapes data directly from LinkedIn upon request so that you'll get real-time data. Say goodbye to stale data! + +We're active and responsive on this platform, please don't hesitate to drop a message in the Discussions or PM channels.",Search Decision Makers,"Search for decision makers of any company on LinkedIn. This endpoint will remove any unmatched profiles that returned by LinkedIn. It does much more than a simple search on LinkedIn sales navigator. + +**It takes 50 credits to initiate a search and then takes 0.5 credit per profile returned.** + +How it works: + +Step 1: Use this endpoint to make a search using your criteria. This endpoint will return a ""request_id"" so that you can check for the search status anytime in step 2. This endpoint will cost you 50 credit per request. + +Step 2: Check the search status using the endpoint ""/check-search-status"". Calling to this endpoint is FREE. + +Step 3: Once the search is done, you can start collecting the results by using the endpoint ""/get-search-results"". This endpoint will cost you 0.5 credit per one profile. For example, if your search returns 100 results, it'll cost 50 credits. + +**Please note**: it normally takes a few minutes to complete such a search - but sometimes it may need 24 hours. We recommend you put in all your searches and let this api process them all within 24 hours.",POST,"{'name': 'Search Decision Makers', 'url': 'https://fresh-linkedin-profile-data.p.rapidapi.com/search-decision-makers', 'description': 'Search for decision makers of any company on LinkedIn. This endpoint will remove any unmatched profiles that returned by LinkedIn. It does much more than a simple search on LinkedIn sales navigator.\n\n**It takes 50 credits to initiate a search and then takes 0.5 credit per profile returned.**\n\nHow it works:\n\nStep 1: Use this endpoint to make a search using your criteria. This endpoint will return a ""request_id"" so that you can check for the search status anytime in step 2. This endpoint will cost you 50 credit per request.\n\nStep 2: Check the search status using the endpoint ""/check-search-status"". Calling to this endpoint is FREE.\n\nStep 3: Once the search is done, you can start collecting the results by using the endpoint ""/get-search-results"". This endpoint will cost you 0.5 credit per one profile. For example, if your search returns 100 results, it\'ll cost 50 credits.\n\n**Please note**: it normally takes a few minutes to complete such a search - but sometimes it may need 24 hours. We recommend you put in all your searches and let this api process them all within 24 hours.', 'method': 'POST', 'required_parameters': [], 'optional_parameters': [], 'code': 'import requests\n\nurl = ""https://fresh-linkedin-profile-data.p.rapidapi.com/search-decision-makers""\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""fresh-linkedin-profile-data.p.rapidapi.com""\n }\n\nresponse = requests.post(url, headers=headers)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://fresh-linkedin-profile-data.p.rapidapi.com/search-decision-makers""\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""fresh-linkedin-profile-data.p.rapidapi.com""\n }\n\nresponse = requests.post(url, headers=headers)\nprint(response.json())\n', 'test_endpoint': '...'}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Search,Fresh LinkedIn Profile Data,"Reliable API for all LinkedIn Scraping Needs: profiles, companies, activities/posts, and job posts. This API scrapes data directly from LinkedIn upon request so that you'll get real-time data. Say goodbye to stale data! + +We're active and responsive on this platform, please don't hesitate to drop a message in the Discussions or PM channels.",Search Employees,"Search employee profiles directly from LinkedIn. No cached databases. +Available filters: current company, past company, industry, country, title keywords, general keywords. + +**It takes 50 credits to initiate a search and then takes 0.5 credit per profile returned.** + +How it works: + +- Step 1: Use this endpoint to make a search using your criteria. This endpoint will return a ""request_id"" so that you can check for the search status anytime in step 2. This endpoint will cost you 50 credits per request. + +- Step 2: Check the search status using the endpoint ""/check-search-status"". Calling to this endpoint is FREE. + +- Step 3: Once the search is done, you can start collecting the results by using the endpoint ""/get-search-results"". This endpoint will cost you 0.5 credit per one profile. For example, if your search returns 100 results, it'll cost 50 credits. + +**Please note**: it normally takes a few minutes to complete such a search - but sometimes it may need 24 hours. We recommend you put in all your searches and let this api process them all within 24 hours.",POST,"{'name': 'Search Employees', 'url': 'https://fresh-linkedin-profile-data.p.rapidapi.com/search-employees', 'description': 'Search employee profiles directly from LinkedIn. No cached databases. \nAvailable filters: current company, past company, industry, country, title keywords, general keywords.\n\n**It takes 50 credits to initiate a search and then takes 0.5 credit per profile returned.**\n\nHow it works:\n\n- Step 1: Use this endpoint to make a search using your criteria. This endpoint will return a ""request_id"" so that you can check for the search status anytime in step 2. This endpoint will cost you 50 credits per request.\n\n- Step 2: Check the search status using the endpoint ""/check-search-status"". Calling to this endpoint is FREE.\n\n- Step 3: Once the search is done, you can start collecting the results by using the endpoint ""/get-search-results"". This endpoint will cost you 0.5 credit per one profile. For example, if your search returns 100 results, it\'ll cost 50 credits.\n\n**Please note**: it normally takes a few minutes to complete such a search - but sometimes it may need 24 hours. We recommend you put in all your searches and let this api process them all within 24 hours.', 'method': 'POST', 'required_parameters': [], 'optional_parameters': [], 'code': 'import requests\n\nurl = ""https://fresh-linkedin-profile-data.p.rapidapi.com/search-employees""\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""fresh-linkedin-profile-data.p.rapidapi.com""\n }\n\nresponse = requests.post(url, headers=headers)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://fresh-linkedin-profile-data.p.rapidapi.com/search-employees""\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""fresh-linkedin-profile-data.p.rapidapi.com""\n }\n\nresponse = requests.post(url, headers=headers)\nprint(response.json())\n', 'test_endpoint': '...', 'statuscode': 200, 'schema': {}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Food,Recipe by API-Ninjas,"Search over 200,000 creative recipes. See more info at https://api-ninjas.com/api/recipe.",/v1/recipe,"Get a list of recipes for a given search query. Returns at most 10 results. To access more than the first 10 results, use the offset parameter to offset results in multiple API calls.",GET,"{'name': '/v1/recipe', 'url': 'https://recipe-by-api-ninjas.p.rapidapi.com/v1/recipe', 'description': 'Get a list of recipes for a given search query. Returns at most 10 results. To access more than the first 10 results, use the offset parameter to offset results in multiple API calls.', 'method': 'GET', 'required_parameters': [{'name': 'query', 'type': 'STRING', 'description': 'query text to search.', 'default': 'italian wedding soup'}], 'optional_parameters': [{'name': 'offset', 'type': 'STRING', 'description': 'number of results to offset for pagination.', 'default': ''}], 'code': 'import requests\n\nurl = ""https://recipe-by-api-ninjas.p.rapidapi.com/v1/recipe""\nquerystring = {""query"": query}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""recipe-by-api-ninjas.p.rapidapi.com""\n}\n\nresponse = requests.get(url, headers=headers, params=querystring)\n\nprint(response.json())\n', 'statuscode': 111, 'body': '...', 'headers': '', 'schema': ''}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Food,Recipe - Food - Nutrition,"The spoonacular Nutrition, Recipe, and Food API allows you to access over 365,000 recipes and 86,000 food products. Our food ontology and semantic recipe search engine makes it possible to search for recipes using natural language queries, such as ""gluten free brownies without sugar"" or ""low fat vegan cupcakes."" You can automatically calculate the nutritional information for any recipe, analyze recipe costs, visualize ingredient lists, find recipes for what's in your fridge, find recipes based on special diets, nutritional requirements, or favorite ingredients, classify recipes into types and cuisines, convert ingredient amounts, or even compute an entire meal plan. With our powerful API, you can create many kinds of food and especially nutrition apps. + +Special diets/dietary requirements currently available include: vegan, vegetarian, pescetarian, gluten free, grain free, dairy free, high protein, low sodium, low carb, Paleo, Primal, ketogenic, FODMAP, and Whole 30. We will soon be adding Weight Watcher points, too.",Create Recipe Card (Deprecated),Create a recipe card given a recipe.,POST,"{'name': 'Create Recipe Card (Deprecated)', 'url': 'https://spoonacular-recipe-food-nutrition-v1.p.rapidapi.com/recipes/visualizeRecipe', 'description': 'Create a recipe card given a recipe.', 'method': 'POST', 'required_parameters': [{'name': 'backgroundImage', 'type': 'STRING', 'description': 'The background image (""none"",""background1"", or ""background2"").', 'default': 'background1'}, {'name': 'readyInMinutes', 'type': 'NUMBER', 'description': 'The number of minutes it takes to get the recipe on the table.', 'default': '60'}, {'name': 'title', 'type': 'STRING', 'description': 'The title of the recipe.', 'default': 'Pork tenderloin with green beans'}, {'name': 'image', 'type': 'BINARY', 'description': 'The binary image of the recipe as jpg.', 'default': ''}, {'name': 'mask', 'type': 'STRING', 'description': 'The mask to put over the recipe image (""ellipseMask"", ""diamondMask"", ""diamondMask"", ""starMask"", ""heartMask"", ""potMask"", ""fishMask"").', 'default': 'ellipseMask'}, {'name': 'instructions', 'type': 'STRING', 'description': 'The instructions to make the recipe. One step per line.', 'default': 'cook the beans'}, {'name': 'ingredients', 'type': 'STRING', 'description': 'The ingredient list of the recipe, one ingredient per line.', 'default': '2 cups of green beans'}, {'name': 'servings', 'type': 'NUMBER', 'description': 'The number of servings that you can make from the ingredients.', 'default': '2'}], 'optional_parameters': [{'name': 'fontColor', 'type': 'STRING', 'description': 'The font color on the recipe card as a hex-string.', 'default': '#333333'}, {'name': 'source', 'type': 'STRING', 'description': 'The source of the recipe.', 'default': 'spoonacular.com'}, {'name': 'author', 'type': 'STRING', 'description': 'The author of the recipe.', 'default': 'Emily Henderson'}, {'name': 'backgroundColor', 'type': 'STRING', 'description': 'The background color on the recipe card as a hex-string.', 'default': '#ffffff'}], 'code': 'import requests\n\nurl = ""https://spoonacular-recipe-food-nutrition-v1.p.rapidapi.com/recipes/visualizeRecipe""\nquerystring = {""fontColor"": ""#333333"", ""backgroundImage"": ""background1"", ""source"": ""spoonacular.com"", ""readyInMinutes"": ""60"", ""author"": ""Emily Henderson"", ""title"": ""Pork tenderloin with green beans"", ""image"": """", ""mask"": ""ellipseMask"", ""instructions"": ""cook the beans"", ""ingredients"": ""2 cups of green beans"", ""servings"": ""2"", ""backgroundColor"": ""#ffffff""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""spoonacular-recipe-food-nutrition-v1.p.rapidapi.com""\n }\n\nresponse = requests.post(url, headers=headers, params=querystring)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://spoonacular-recipe-food-nutrition-v1.p.rapidapi.com/recipes/visualizeRecipe""\nquerystring = {""fontColor"": ""#333333"", ""backgroundImage"": ""background1"", ""source"": ""spoonacular.com"", ""readyInMinutes"": ""60"", ""author"": ""Emily Henderson"", ""title"": ""Pork tenderloin with green beans"", ""image"": """", ""mask"": ""ellipseMask"", ""instructions"": ""cook the beans"", ""ingredients"": ""2 cups of green beans"", ""servings"": ""2"", ""backgroundColor"": ""#ffffff""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""spoonacular-recipe-food-nutrition-v1.p.rapidapi.com""\n }\n\nresponse = requests.post(url, headers=headers, params=querystring)\nprint(response.json())\n', 'test_endpoint': '...', 'statuscode': 200, 'schema': {'type': 'object', 'properties': {'status': {'type': 'string'}, 'message': {'type': 'string'}}}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Food,Recipe - Food - Nutrition,"The spoonacular Nutrition, Recipe, and Food API allows you to access over 365,000 recipes and 86,000 food products. Our food ontology and semantic recipe search engine makes it possible to search for recipes using natural language queries, such as ""gluten free brownies without sugar"" or ""low fat vegan cupcakes."" You can automatically calculate the nutritional information for any recipe, analyze recipe costs, visualize ingredient lists, find recipes for what's in your fridge, find recipes based on special diets, nutritional requirements, or favorite ingredients, classify recipes into types and cuisines, convert ingredient amounts, or even compute an entire meal plan. With our powerful API, you can create many kinds of food and especially nutrition apps. + +Special diets/dietary requirements currently available include: vegan, vegetarian, pescetarian, gluten free, grain free, dairy free, high protein, low sodium, low carb, Paleo, Primal, ketogenic, FODMAP, and Whole 30. We will soon be adding Weight Watcher points, too.",Recipe Nutrition Widget,"Visualize a recipe's nutritional information as HTML including CSS. + +Full example code of how to work with widgets can be found in our [spoonacular-widget GitHub](https://github.com/ddsky/spoonacular-widgets).",POST,"{'name': 'Recipe Nutrition Widget', 'url': 'https://spoonacular-recipe-food-nutrition-v1.p.rapidapi.com/recipes/visualizeNutrition', 'description': ""Visualize a recipe's nutritional information as HTML including CSS. \n\nFull example code of how to work with widgets can be found in our [spoonacular-widget GitHub](https://github.com/ddsky/spoonacular-widgets)."", 'method': 'POST', 'required_parameters': [{'name': 'servings', 'type': 'NUMBER', 'description': 'The number of servings.', 'default': '2'}, {'name': 'ingredientList', 'type': 'STRING', 'description': 'The ingredient list of the recipe, one ingredient per line.', 'default': '3 oz flour'}], 'optional_parameters': [{'name': 'showBacklink', 'type': 'BOOLEAN', 'description': 'Whether to show a backlink to spoonacular.', 'default': 'true'}, {'name': 'defaultCss', 'type': 'BOOLEAN', 'description': 'Whether the default CSS should be added to the response.', 'default': 'true'}, {'name': 'language', 'type': 'STRING', 'description': 'The input language, either ""en"" or ""de"".', 'default': 'en'}], 'code': 'import requests\n\nurl = ""https://spoonacular-recipe-food-nutrition-v1.p.rapidapi.com/recipes/visualizeNutrition""\nquerystring = {""servings"": ""2"", ""showBacklink"": ""true"", ""defaultCss"": ""true"", ""ingredientList"": ""3 oz flour"", ""language"": ""en""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""spoonacular-recipe-food-nutrition-v1.p.rapidapi.com""\n }\n\nresponse = requests.post(url, headers=headers, params=querystring)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://spoonacular-recipe-food-nutrition-v1.p.rapidapi.com/recipes/visualizeNutrition""\nquerystring = {""servings"": ""2"", ""showBacklink"": ""true"", ""defaultCss"": ""true"", ""ingredientList"": ""3 oz flour"", ""language"": ""en""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""spoonacular-recipe-food-nutrition-v1.p.rapidapi.com""\n }\n\nresponse = requests.post(url, headers=headers, params=querystring)\nprint(response.json())\n', 'test_endpoint': '...'}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Food,Recipe - Food - Nutrition,"The spoonacular Nutrition, Recipe, and Food API allows you to access over 365,000 recipes and 86,000 food products. Our food ontology and semantic recipe search engine makes it possible to search for recipes using natural language queries, such as ""gluten free brownies without sugar"" or ""low fat vegan cupcakes."" You can automatically calculate the nutritional information for any recipe, analyze recipe costs, visualize ingredient lists, find recipes for what's in your fridge, find recipes based on special diets, nutritional requirements, or favorite ingredients, classify recipes into types and cuisines, convert ingredient amounts, or even compute an entire meal plan. With our powerful API, you can create many kinds of food and especially nutrition apps. + +Special diets/dietary requirements currently available include: vegan, vegetarian, pescetarian, gluten free, grain free, dairy free, high protein, low sodium, low carb, Paleo, Primal, ketogenic, FODMAP, and Whole 30. We will soon be adding Weight Watcher points, too.",Detect Food in Text,Detect ingredients and dishes in texts.,POST,"{'name': 'Detect Food in Text', 'url': 'https://spoonacular-recipe-food-nutrition-v1.p.rapidapi.com/food/detect', 'description': 'Detect ingredients and dishes in texts.', 'method': 'POST', 'required_parameters': [{'name': 'text', 'type': 'STRING', 'description': 'The text in which food items such as dish names and ingredients should be detected in.', 'default': 'I like to eat delicious tacos. Only cheeseburger with cheddar are better than that. But then again, pizza with pepperoni, mushrooms, and tomatoes is so good!'}], 'optional_parameters': [], 'code': 'import requests\n\nurl = ""https://spoonacular-recipe-food-nutrition-v1.p.rapidapi.com/food/detect""\nquerystring = {""text"": ""I like to eat delicious tacos. Only cheeseburger with cheddar are better than that. But then again, pizza with pepperoni, mushrooms, and tomatoes is so good!""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""spoonacular-recipe-food-nutrition-v1.p.rapidapi.com""\n }\n\nresponse = requests.post(url, headers=headers, params=querystring)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://spoonacular-recipe-food-nutrition-v1.p.rapidapi.com/food/detect""\nquerystring = {""text"": ""I like to eat delicious tacos. Only cheeseburger with cheddar are better than that. But then again, pizza with pepperoni, mushrooms, and tomatoes is so good!""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""spoonacular-recipe-food-nutrition-v1.p.rapidapi.com""\n }\n\nresponse = requests.post(url, headers=headers, params=querystring)\nprint(response.json())\n', 'test_endpoint': '...', 'statuscode': 1, 'schema': ''}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Food,Recipe - Food - Nutrition,"The spoonacular Nutrition, Recipe, and Food API allows you to access over 365,000 recipes and 86,000 food products. Our food ontology and semantic recipe search engine makes it possible to search for recipes using natural language queries, such as ""gluten free brownies without sugar"" or ""low fat vegan cupcakes."" You can automatically calculate the nutritional information for any recipe, analyze recipe costs, visualize ingredient lists, find recipes for what's in your fridge, find recipes based on special diets, nutritional requirements, or favorite ingredients, classify recipes into types and cuisines, convert ingredient amounts, or even compute an entire meal plan. With our powerful API, you can create many kinds of food and especially nutrition apps. + +Special diets/dietary requirements currently available include: vegan, vegetarian, pescetarian, gluten free, grain free, dairy free, high protein, low sodium, low carb, Paleo, Primal, ketogenic, FODMAP, and Whole 30. We will soon be adding Weight Watcher points, too.",Image Analysis (File),Classify and analyze a food image.,POST,"{'name': 'Image Analysis (File)', 'url': 'https://spoonacular-recipe-food-nutrition-v1.p.rapidapi.com/food/images/analyze', 'description': 'Classify and analyze a food image.', 'method': 'POST', 'required_parameters': [{'name': 'file', 'type': 'BINARY', 'description': '', 'default': ''}], 'optional_parameters': [], 'code': 'import requests\n\nurl = ""https://spoonacular-recipe-food-nutrition-v1.p.rapidapi.com/food/images/analyze""\nquerystring = {""file"": """"}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""spoonacular-recipe-food-nutrition-v1.p.rapidapi.com""\n }\n\nresponse = requests.post(url, headers=headers, params=querystring)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://spoonacular-recipe-food-nutrition-v1.p.rapidapi.com/food/images/analyze""\nquerystring = {""file"": """"}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""spoonacular-recipe-food-nutrition-v1.p.rapidapi.com""\n }\n\nresponse = requests.post(url, headers=headers, params=querystring)\nprint(response.json())\n', 'test_endpoint': '...'}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Food,Recipe - Food - Nutrition,"The spoonacular Nutrition, Recipe, and Food API allows you to access over 365,000 recipes and 86,000 food products. Our food ontology and semantic recipe search engine makes it possible to search for recipes using natural language queries, such as ""gluten free brownies without sugar"" or ""low fat vegan cupcakes."" You can automatically calculate the nutritional information for any recipe, analyze recipe costs, visualize ingredient lists, find recipes for what's in your fridge, find recipes based on special diets, nutritional requirements, or favorite ingredients, classify recipes into types and cuisines, convert ingredient amounts, or even compute an entire meal plan. With our powerful API, you can create many kinds of food and especially nutrition apps. + +Special diets/dietary requirements currently available include: vegan, vegetarian, pescetarian, gluten free, grain free, dairy free, high protein, low sodium, low carb, Paleo, Primal, ketogenic, FODMAP, and Whole 30. We will soon be adding Weight Watcher points, too.",Compute Shopping List,Compute a shopping list from a set of simple foods. This endpoint does not require usernames.,POST,"{'name': 'Compute Shopping List', 'url': 'https://spoonacular-recipe-food-nutrition-v1.p.rapidapi.com/mealplanner/shopping-list/compute', 'description': 'Compute a shopping list from a set of simple foods. This endpoint does not require usernames.', 'method': 'POST', 'required_parameters': [], 'optional_parameters': [], 'code': 'import requests\n\nurl = ""https://spoonacular-recipe-food-nutrition-v1.p.rapidapi.com/mealplanner/shopping-list/compute""\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""spoonacular-recipe-food-nutrition-v1.p.rapidapi.com""\n }\n\nresponse = requests.post(url, headers=headers)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://spoonacular-recipe-food-nutrition-v1.p.rapidapi.com/mealplanner/shopping-list/compute""\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""spoonacular-recipe-food-nutrition-v1.p.rapidapi.com""\n }\n\nresponse = requests.post(url, headers=headers)\nprint(response.json())\n', 'test_endpoint': '...', 'statuscode': 200, 'schema': {}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Food,Recipe - Food - Nutrition,"The spoonacular Nutrition, Recipe, and Food API allows you to access over 365,000 recipes and 86,000 food products. Our food ontology and semantic recipe search engine makes it possible to search for recipes using natural language queries, such as ""gluten free brownies without sugar"" or ""low fat vegan cupcakes."" You can automatically calculate the nutritional information for any recipe, analyze recipe costs, visualize ingredient lists, find recipes for what's in your fridge, find recipes based on special diets, nutritional requirements, or favorite ingredients, classify recipes into types and cuisines, convert ingredient amounts, or even compute an entire meal plan. With our powerful API, you can create many kinds of food and especially nutrition apps. + +Special diets/dietary requirements currently available include: vegan, vegetarian, pescetarian, gluten free, grain free, dairy free, high protein, low sodium, low carb, Paleo, Primal, ketogenic, FODMAP, and Whole 30. We will soon be adding Weight Watcher points, too.",Generate Shopping List,Generate the shopping list for a user from the meal planner in a given time frame.,POST,"{'name': 'Generate Shopping List', 'url': 'https://spoonacular-recipe-food-nutrition-v1.p.rapidapi.com/mealplanner/dsky/shopping-list/2020-06-01/2020-06-07', 'description': 'Generate the shopping list for a user from the meal planner in a given time frame.', 'method': 'POST', 'required_parameters': [{'name': 'end-date', 'type': 'string', 'description': 'The end date in the format yyyy-mm-dd.', 'default': '2020-06-07'}, {'name': 'hash', 'type': 'STRING', 'description': 'The private hash for the username.', 'default': '4b5v4398573406'}, {'name': 'start-date', 'type': 'string', 'description': 'The start date in the format yyyy-mm-dd.', 'default': '2020-06-01'}, {'name': 'username', 'type': 'string', 'description': 'The username.', 'default': 'dsky'}], 'optional_parameters': [], 'code': 'import requests\n\nurl = ""https://spoonacular-recipe-food-nutrition-v1.p.rapidapi.com/mealplanner/dsky/shopping-list/2020-06-01/2020-06-07""\nquerystring = {""hash"": ""4b5v4398573406""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""spoonacular-recipe-food-nutrition-v1.p.rapidapi.com""\n }\n\nresponse = requests.post(url, headers=headers, params=querystring)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://spoonacular-recipe-food-nutrition-v1.p.rapidapi.com/mealplanner/{username}/shopping-list/{start_date}/{end_date}""\nquerystring = {""hash"": ""4b5v4398573406""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""spoonacular-recipe-food-nutrition-v1.p.rapidapi.com""\n }\n\nresponse = requests.post(url, headers=headers, params=querystring)\nprint(response.json())\n', 'test_endpoint': '...'}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Food,Recipe - Food - Nutrition,"The spoonacular Nutrition, Recipe, and Food API allows you to access over 365,000 recipes and 86,000 food products. Our food ontology and semantic recipe search engine makes it possible to search for recipes using natural language queries, such as ""gluten free brownies without sugar"" or ""low fat vegan cupcakes."" You can automatically calculate the nutritional information for any recipe, analyze recipe costs, visualize ingredient lists, find recipes for what's in your fridge, find recipes based on special diets, nutritional requirements, or favorite ingredients, classify recipes into types and cuisines, convert ingredient amounts, or even compute an entire meal plan. With our powerful API, you can create many kinds of food and especially nutrition apps. + +Special diets/dietary requirements currently available include: vegan, vegetarian, pescetarian, gluten free, grain free, dairy free, high protein, low sodium, low carb, Paleo, Primal, ketogenic, FODMAP, and Whole 30. We will soon be adding Weight Watcher points, too.",Add to Shopping List,Add an item to the current shopping list of a user.,POST,"{'name': 'Add to Shopping List', 'url': 'https://spoonacular-recipe-food-nutrition-v1.p.rapidapi.com/mealplanner/dsky/shopping-list/items', 'description': 'Add an item to the current shopping list of a user.', 'method': 'POST', 'required_parameters': [{'name': 'hash', 'type': 'STRING', 'description': 'The private hash for the username.', 'default': '4b5v4398573406'}, {'name': 'username', 'type': 'string', 'description': 'The username.', 'default': 'dsky'}], 'optional_parameters': [], 'code': 'import requests\n\nurl = ""https://spoonacular-recipe-food-nutrition-v1.p.rapidapi.com/mealplanner/dsky/shopping-list/items""\nquerystring = {""hash"": ""4b5v4398573406""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""spoonacular-recipe-food-nutrition-v1.p.rapidapi.com""\n }\n\nresponse = requests.post(url, headers=headers, params=querystring)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://spoonacular-recipe-food-nutrition-v1.p.rapidapi.com/mealplanner/{username}/shopping-list/items""\nquerystring = {""hash"": ""4b5v4398573406""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""spoonacular-recipe-food-nutrition-v1.p.rapidapi.com""\n }\n\nresponse = requests.post(url, headers=headers, params=querystring)\nprint(response.json())\n', 'test_endpoint': '...'}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Food,Recipe - Food - Nutrition,"The spoonacular Nutrition, Recipe, and Food API allows you to access over 365,000 recipes and 86,000 food products. Our food ontology and semantic recipe search engine makes it possible to search for recipes using natural language queries, such as ""gluten free brownies without sugar"" or ""low fat vegan cupcakes."" You can automatically calculate the nutritional information for any recipe, analyze recipe costs, visualize ingredient lists, find recipes for what's in your fridge, find recipes based on special diets, nutritional requirements, or favorite ingredients, classify recipes into types and cuisines, convert ingredient amounts, or even compute an entire meal plan. With our powerful API, you can create many kinds of food and especially nutrition apps. + +Special diets/dietary requirements currently available include: vegan, vegetarian, pescetarian, gluten free, grain free, dairy free, high protein, low sodium, low carb, Paleo, Primal, ketogenic, FODMAP, and Whole 30. We will soon be adding Weight Watcher points, too.",Add Meal Plan Template,Add a meal plan template for a user.,POST,"{'name': 'Add Meal Plan Template', 'url': 'https://spoonacular-recipe-food-nutrition-v1.p.rapidapi.com/mealplanner/dsky/templates', 'description': 'Add a meal plan template for a user.', 'method': 'POST', 'required_parameters': [{'name': 'username', 'type': 'string', 'description': 'The username.', 'default': 'dsky'}, {'name': 'hash', 'type': 'STRING', 'description': 'The private hash for the username.', 'default': '4b5v4398573406'}], 'optional_parameters': [], 'code': 'import requests\n\nurl = ""https://spoonacular-recipe-food-nutrition-v1.p.rapidapi.com/mealplanner/dsky/templates""\nquerystring = {""hash"": ""4b5v4398573406""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""spoonacular-recipe-food-nutrition-v1.p.rapidapi.com""\n }\n\nresponse = requests.post(url, headers=headers, params=querystring)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://spoonacular-recipe-food-nutrition-v1.p.rapidapi.com/mealplanner/{username}/templates""\nquerystring = {""hash"": ""4b5v4398573406""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""spoonacular-recipe-food-nutrition-v1.p.rapidapi.com""\n }\n\nresponse = requests.post(url, headers=headers, params=querystring)\nprint(response.json())\n', 'test_endpoint': '...'}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Food,Recipe - Food - Nutrition,"The spoonacular Nutrition, Recipe, and Food API allows you to access over 365,000 recipes and 86,000 food products. Our food ontology and semantic recipe search engine makes it possible to search for recipes using natural language queries, such as ""gluten free brownies without sugar"" or ""low fat vegan cupcakes."" You can automatically calculate the nutritional information for any recipe, analyze recipe costs, visualize ingredient lists, find recipes for what's in your fridge, find recipes based on special diets, nutritional requirements, or favorite ingredients, classify recipes into types and cuisines, convert ingredient amounts, or even compute an entire meal plan. With our powerful API, you can create many kinds of food and especially nutrition apps. + +Special diets/dietary requirements currently available include: vegan, vegetarian, pescetarian, gluten free, grain free, dairy free, high protein, low sodium, low carb, Paleo, Primal, ketogenic, FODMAP, and Whole 30. We will soon be adding Weight Watcher points, too.",Add to Meal Plan,"Add an item to the user's meal plan. The Add to Meal Plan endpoint is complex, be sure to review the [guide here](https://spoonacular.com/food-api/docs#Add-to-Meal-Plan)",POST,"{'name': 'Add to Meal Plan', 'url': 'https://spoonacular-recipe-food-nutrition-v1.p.rapidapi.com/mealplanner/dsky/items', 'description': ""Add an item to the user's meal plan. The Add to Meal Plan endpoint is complex, be sure to review the [guide here](https://spoonacular.com/food-api/docs#Add-to-Meal-Plan)"", 'method': 'POST', 'required_parameters': [{'name': 'hash', 'type': 'STRING', 'description': 'The private hash for the username.', 'default': '4b5v4398573406'}, {'name': 'username', 'type': 'string', 'description': 'The username.', 'default': 'dsky'}], 'optional_parameters': [], 'code': 'import requests\n\nurl = ""https://spoonacular-recipe-food-nutrition-v1.p.rapidapi.com/mealplanner/dsky/items""\nquerystring = {""hash"": ""4b5v4398573406""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""spoonacular-recipe-food-nutrition-v1.p.rapidapi.com""\n }\n\nresponse = requests.post(url, headers=headers, params=querystring)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://spoonacular-recipe-food-nutrition-v1.p.rapidapi.com/mealplanner/{username}/items""\nquerystring = {""hash"": ""4b5v4398573406""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""spoonacular-recipe-food-nutrition-v1.p.rapidapi.com""\n }\n\nresponse = requests.post(url, headers=headers, params=querystring)\nprint(response.json())\n', 'test_endpoint': '...'}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Food,Recipe - Food - Nutrition,"The spoonacular Nutrition, Recipe, and Food API allows you to access over 365,000 recipes and 86,000 food products. Our food ontology and semantic recipe search engine makes it possible to search for recipes using natural language queries, such as ""gluten free brownies without sugar"" or ""low fat vegan cupcakes."" You can automatically calculate the nutritional information for any recipe, analyze recipe costs, visualize ingredient lists, find recipes for what's in your fridge, find recipes based on special diets, nutritional requirements, or favorite ingredients, classify recipes into types and cuisines, convert ingredient amounts, or even compute an entire meal plan. With our powerful API, you can create many kinds of food and especially nutrition apps. + +Special diets/dietary requirements currently available include: vegan, vegetarian, pescetarian, gluten free, grain free, dairy free, high protein, low sodium, low carb, Paleo, Primal, ketogenic, FODMAP, and Whole 30. We will soon be adding Weight Watcher points, too.",Classify Grocery Product Bulk,"Provide a set of product jsons, get back classified products.",POST,"{'name': 'Classify Grocery Product Bulk', 'url': 'https://spoonacular-recipe-food-nutrition-v1.p.rapidapi.com/food/products/classifyBatch', 'description': 'Provide a set of product jsons, get back classified products.', 'method': 'POST', 'required_parameters': [], 'optional_parameters': [{'name': 'locale', 'type': 'STRING', 'description': 'The display name of the returned category, supported is en_US (for American English) and en_GB (for British English).', 'default': 'en_US'}], 'code': 'import requests\n\nurl = ""https://spoonacular-recipe-food-nutrition-v1.p.rapidapi.com/food/products/classifyBatch""\nquerystring = {""locale"": ""en_US""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""spoonacular-recipe-food-nutrition-v1.p.rapidapi.com""\n }\n\nresponse = requests.post(url, headers=headers, params=querystring)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://spoonacular-recipe-food-nutrition-v1.p.rapidapi.com/food/products/classifyBatch""\nquerystring = {""locale"": ""en_US""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""spoonacular-recipe-food-nutrition-v1.p.rapidapi.com""\n }\n\nresponse = requests.post(url, headers=headers, params=querystring)\nprint(response.json())\n', 'test_endpoint': '...', 'statuscode': 200, 'schema': {'type': 'array', 'items': {'type': 'object', 'properties': {'breadcrumbs': {'type': 'array', 'items': {'type': 'string'}}, 'category': {'type': 'string'}, 'usdaCode': {'type': 'integer'}, 'image': {'type': 'string'}, 'cleanTitle': {'type': 'string'}}}}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Food,Recipe - Food - Nutrition,"The spoonacular Nutrition, Recipe, and Food API allows you to access over 365,000 recipes and 86,000 food products. Our food ontology and semantic recipe search engine makes it possible to search for recipes using natural language queries, such as ""gluten free brownies without sugar"" or ""low fat vegan cupcakes."" You can automatically calculate the nutritional information for any recipe, analyze recipe costs, visualize ingredient lists, find recipes for what's in your fridge, find recipes based on special diets, nutritional requirements, or favorite ingredients, classify recipes into types and cuisines, convert ingredient amounts, or even compute an entire meal plan. With our powerful API, you can create many kinds of food and especially nutrition apps. + +Special diets/dietary requirements currently available include: vegan, vegetarian, pescetarian, gluten free, grain free, dairy free, high protein, low sodium, low carb, Paleo, Primal, ketogenic, FODMAP, and Whole 30. We will soon be adding Weight Watcher points, too.",Compute Glycemic Load,Retrieve the glycemic index for a list of ingredients and compute the individual and total glycemic load.,POST,"{'name': 'Compute Glycemic Load', 'url': 'https://spoonacular-recipe-food-nutrition-v1.p.rapidapi.com/food/ingredients/glycemicLoad', 'description': 'Retrieve the glycemic index for a list of ingredients and compute the individual and total glycemic load.', 'method': 'POST', 'required_parameters': [], 'optional_parameters': [{'name': 'language', 'type': 'STRING', 'description': 'The input language, either \\\\\\""en\\\\\\"" or \\\\\\""de\\\\\\"".', 'default': 'en'}], 'code': 'import requests\n\nurl = ""https://spoonacular-recipe-food-nutrition-v1.p.rapidapi.com/food/ingredients/glycemicLoad""\nquerystring = {""language"": ""en""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""spoonacular-recipe-food-nutrition-v1.p.rapidapi.com""\n }\n\nresponse = requests.post(url, headers=headers, params=querystring)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://spoonacular-recipe-food-nutrition-v1.p.rapidapi.com/food/ingredients/glycemicLoad""\nquerystring = {""language"": ""en""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""spoonacular-recipe-food-nutrition-v1.p.rapidapi.com""\n }\n\nresponse = requests.post(url, headers=headers, params=querystring)\nprint(response.json())\n', 'test_endpoint': '...', 'statuscode': 200, 'schema': {}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Food,Recipe - Food - Nutrition,"The spoonacular Nutrition, Recipe, and Food API allows you to access over 365,000 recipes and 86,000 food products. Our food ontology and semantic recipe search engine makes it possible to search for recipes using natural language queries, such as ""gluten free brownies without sugar"" or ""low fat vegan cupcakes."" You can automatically calculate the nutritional information for any recipe, analyze recipe costs, visualize ingredient lists, find recipes for what's in your fridge, find recipes based on special diets, nutritional requirements, or favorite ingredients, classify recipes into types and cuisines, convert ingredient amounts, or even compute an entire meal plan. With our powerful API, you can create many kinds of food and especially nutrition apps. + +Special diets/dietary requirements currently available include: vegan, vegetarian, pescetarian, gluten free, grain free, dairy free, high protein, low sodium, low carb, Paleo, Primal, ketogenic, FODMAP, and Whole 30. We will soon be adding Weight Watcher points, too.",Parse Ingredients,Extract an ingredient from plain text.,POST,"{'name': 'Parse Ingredients', 'url': 'https://spoonacular-recipe-food-nutrition-v1.p.rapidapi.com/recipes/parseIngredients', 'description': 'Extract an ingredient from plain text.', 'method': 'POST', 'required_parameters': [{'name': 'ingredientList', 'type': 'STRING', 'description': 'The ingredient list of the recipe, one ingredient per line.', 'default': '3 oz pork shoulder'}, {'name': 'servings', 'type': 'NUMBER', 'description': 'The number of servings that you can make from the ingredients.', 'default': '2'}], 'optional_parameters': [{'name': 'includeNutrition', 'type': 'BOOLEAN', 'description': 'Whether nutrition data should be added to correctly parsed ingredients.', 'default': ''}], 'code': 'import requests\n\nurl = ""https://spoonacular-recipe-food-nutrition-v1.p.rapidapi.com/recipes/parseIngredients""\nquerystring = {""ingredientList"": ""3 oz pork shoulder"", ""servings"": ""2"", ""includeNutrition"": """"}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""spoonacular-recipe-food-nutrition-v1.p.rapidapi.com""\n }\n\nresponse = requests.post(url, headers=headers, params=querystring)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://spoonacular-recipe-food-nutrition-v1.p.rapidapi.com/recipes/parseIngredients""\nquerystring = {""ingredientList"": ""3 oz pork shoulder"", ""servings"": ""2"", ""includeNutrition"": """"}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""spoonacular-recipe-food-nutrition-v1.p.rapidapi.com""\n }\n\nresponse = requests.post(url, headers=headers, params=querystring)\nprint(response.json())\n', 'test_endpoint': '...', 'statuscode': 1, 'schema': ''}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Food,Recipe - Food - Nutrition,"The spoonacular Nutrition, Recipe, and Food API allows you to access over 365,000 recipes and 86,000 food products. Our food ontology and semantic recipe search engine makes it possible to search for recipes using natural language queries, such as ""gluten free brownies without sugar"" or ""low fat vegan cupcakes."" You can automatically calculate the nutritional information for any recipe, analyze recipe costs, visualize ingredient lists, find recipes for what's in your fridge, find recipes based on special diets, nutritional requirements, or favorite ingredients, classify recipes into types and cuisines, convert ingredient amounts, or even compute an entire meal plan. With our powerful API, you can create many kinds of food and especially nutrition apps. + +Special diets/dietary requirements currently available include: vegan, vegetarian, pescetarian, gluten free, grain free, dairy free, high protein, low sodium, low carb, Paleo, Primal, ketogenic, FODMAP, and Whole 30. We will soon be adding Weight Watcher points, too.",Analyze Recipe,"This endpoint allows you to send raw recipe information, such as title, servings, and ingredients, to then see what we compute (badges, diets, nutrition, and more). This is useful if you have your own recipe data and want to enrich it with our semantic analysis.",POST,"{'name': 'Analyze Recipe', 'url': 'https://spoonacular-recipe-food-nutrition-v1.p.rapidapi.com/recipes/analyze', 'description': 'This endpoint allows you to send raw recipe information, such as title, servings, and ingredients, to then see what we compute (badges, diets, nutrition, and more). This is useful if you have your own recipe data and want to enrich it with our semantic analysis.', 'method': 'POST', 'required_parameters': [], 'optional_parameters': [{'name': 'includeTaste', 'type': 'BOOLEAN', 'description': '', 'default': 'false'}, {'name': 'includeNutrition', 'type': 'BOOLEAN', 'description': '', 'default': 'false'}, {'name': 'language', 'type': 'STRING', 'description': 'The input language, either \\\\\\""en\\\\\\"" or \\\\\\""de\\\\\\"".', 'default': 'en'}], 'code': 'import requests\n\nurl = ""https://spoonacular-recipe-food-nutrition-v1.p.rapidapi.com/recipes/analyze""\nquerystring = {""includeTaste"": ""false"", ""includeNutrition"": ""false"", ""language"": ""en""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""spoonacular-recipe-food-nutrition-v1.p.rapidapi.com""\n }\n\nresponse = requests.post(url, headers=headers, params=querystring)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://spoonacular-recipe-food-nutrition-v1.p.rapidapi.com/recipes/analyze""\nquerystring = {""includeTaste"": ""false"", ""includeNutrition"": ""false"", ""language"": ""en""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""spoonacular-recipe-food-nutrition-v1.p.rapidapi.com""\n }\n\nresponse = requests.post(url, headers=headers, params=querystring)\nprint(response.json())\n', 'test_endpoint': '...', 'statuscode': 200, 'schema': {}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Food,Recipe - Food - Nutrition,"The spoonacular Nutrition, Recipe, and Food API allows you to access over 365,000 recipes and 86,000 food products. Our food ontology and semantic recipe search engine makes it possible to search for recipes using natural language queries, such as ""gluten free brownies without sugar"" or ""low fat vegan cupcakes."" You can automatically calculate the nutritional information for any recipe, analyze recipe costs, visualize ingredient lists, find recipes for what's in your fridge, find recipes based on special diets, nutritional requirements, or favorite ingredients, classify recipes into types and cuisines, convert ingredient amounts, or even compute an entire meal plan. With our powerful API, you can create many kinds of food and especially nutrition apps. + +Special diets/dietary requirements currently available include: vegan, vegetarian, pescetarian, gluten free, grain free, dairy free, high protein, low sodium, low carb, Paleo, Primal, ketogenic, FODMAP, and Whole 30. We will soon be adding Weight Watcher points, too.",Analyze Recipe Instructions,Extract ingredients and equipment from the recipe instruction steps.,POST,"{'name': 'Analyze Recipe Instructions', 'url': 'https://spoonacular-recipe-food-nutrition-v1.p.rapidapi.com/recipes/analyzeInstructions', 'description': 'Extract ingredients and equipment from the recipe instruction steps.', 'method': 'POST', 'required_parameters': [{'name': 'instructions', 'type': 'STRING', 'description': 'The instructions text.', 'default': 'Put the garlic in a pan and then add the onion.'}], 'optional_parameters': [], 'code': 'import requests\n\nurl = ""https://spoonacular-recipe-food-nutrition-v1.p.rapidapi.com/recipes/analyzeInstructions""\nquerystring = {""instructions"": ""Put the garlic in a pan and then add the onion.""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""spoonacular-recipe-food-nutrition-v1.p.rapidapi.com""\n }\n\nresponse = requests.post(url, headers=headers, params=querystring)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://spoonacular-recipe-food-nutrition-v1.p.rapidapi.com/recipes/analyzeInstructions""\nquerystring = {""instructions"": ""Put the garlic in a pan and then add the onion.""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""spoonacular-recipe-food-nutrition-v1.p.rapidapi.com""\n }\n\nresponse = requests.post(url, headers=headers, params=querystring)\nprint(response.json())\n', 'test_endpoint': '...'}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Food,Recipe - Food - Nutrition,"The spoonacular Nutrition, Recipe, and Food API allows you to access over 365,000 recipes and 86,000 food products. Our food ontology and semantic recipe search engine makes it possible to search for recipes using natural language queries, such as ""gluten free brownies without sugar"" or ""low fat vegan cupcakes."" You can automatically calculate the nutritional information for any recipe, analyze recipe costs, visualize ingredient lists, find recipes for what's in your fridge, find recipes based on special diets, nutritional requirements, or favorite ingredients, classify recipes into types and cuisines, convert ingredient amounts, or even compute an entire meal plan. With our powerful API, you can create many kinds of food and especially nutrition apps. + +Special diets/dietary requirements currently available include: vegan, vegetarian, pescetarian, gluten free, grain free, dairy free, high protein, low sodium, low carb, Paleo, Primal, ketogenic, FODMAP, and Whole 30. We will soon be adding Weight Watcher points, too.",Connect User,"In order to call user-specific endpoints, you need to connect your app's users to spoonacular users. + +Just call this endpoint with your user's information and you will get back a username and hash that you must save on your side. In future requests that you make on this user's behalf you simply pass their username and hash alongside your API key.",POST,"{'name': 'Connect User', 'url': 'https://spoonacular-recipe-food-nutrition-v1.p.rapidapi.com/users/connect', 'description': ""In order to call user-specific endpoints, you need to connect your app's users to spoonacular users.\n\nJust call this endpoint with your user's information and you will get back a username and hash that you must save on your side. In future requests that you make on this user's behalf you simply pass their username and hash alongside your API key."", 'method': 'POST', 'required_parameters': [], 'optional_parameters': [], 'code': 'import requests\n\nurl = ""https://spoonacular-recipe-food-nutrition-v1.p.rapidapi.com/users/connect""\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""spoonacular-recipe-food-nutrition-v1.p.rapidapi.com""\n }\n\nresponse = requests.post(url, headers=headers)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://spoonacular-recipe-food-nutrition-v1.p.rapidapi.com/users/connect""\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""spoonacular-recipe-food-nutrition-v1.p.rapidapi.com""\n }\n\nresponse = requests.post(url, headers=headers)\nprint(response.json())\n', 'test_endpoint': '...', 'statuscode': 200, 'schema': {}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Food,Recipe - Food - Nutrition,"The spoonacular Nutrition, Recipe, and Food API allows you to access over 365,000 recipes and 86,000 food products. Our food ontology and semantic recipe search engine makes it possible to search for recipes using natural language queries, such as ""gluten free brownies without sugar"" or ""low fat vegan cupcakes."" You can automatically calculate the nutritional information for any recipe, analyze recipe costs, visualize ingredient lists, find recipes for what's in your fridge, find recipes based on special diets, nutritional requirements, or favorite ingredients, classify recipes into types and cuisines, convert ingredient amounts, or even compute an entire meal plan. With our powerful API, you can create many kinds of food and especially nutrition apps. + +Special diets/dietary requirements currently available include: vegan, vegetarian, pescetarian, gluten free, grain free, dairy free, high protein, low sodium, low carb, Paleo, Primal, ketogenic, FODMAP, and Whole 30. We will soon be adding Weight Watcher points, too.",Map Ingredients to Grocery Products,Map a set of ingredients to products you can buy in the grocery store.,POST,"{'name': 'Map Ingredients to Grocery Products', 'url': 'https://spoonacular-recipe-food-nutrition-v1.p.rapidapi.com/food/ingredients/map', 'description': 'Map a set of ingredients to products you can buy in the grocery store.', 'method': 'POST', 'required_parameters': [], 'optional_parameters': [], 'code': 'import requests\n\nurl = ""https://spoonacular-recipe-food-nutrition-v1.p.rapidapi.com/food/ingredients/map""\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""spoonacular-recipe-food-nutrition-v1.p.rapidapi.com""\n }\n\nresponse = requests.post(url, headers=headers)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://spoonacular-recipe-food-nutrition-v1.p.rapidapi.com/food/ingredients/map""\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""spoonacular-recipe-food-nutrition-v1.p.rapidapi.com""\n }\n\nresponse = requests.post(url, headers=headers)\nprint(response.json())\n', 'test_endpoint': '...', 'statuscode': 1, 'schema': ''}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Food,Recipe - Food - Nutrition,"The spoonacular Nutrition, Recipe, and Food API allows you to access over 365,000 recipes and 86,000 food products. Our food ontology and semantic recipe search engine makes it possible to search for recipes using natural language queries, such as ""gluten free brownies without sugar"" or ""low fat vegan cupcakes."" You can automatically calculate the nutritional information for any recipe, analyze recipe costs, visualize ingredient lists, find recipes for what's in your fridge, find recipes based on special diets, nutritional requirements, or favorite ingredients, classify recipes into types and cuisines, convert ingredient amounts, or even compute an entire meal plan. With our powerful API, you can create many kinds of food and especially nutrition apps. + +Special diets/dietary requirements currently available include: vegan, vegetarian, pescetarian, gluten free, grain free, dairy free, high protein, low sodium, low carb, Paleo, Primal, ketogenic, FODMAP, and Whole 30. We will soon be adding Weight Watcher points, too.",Classify a Grocery Product,"Given a grocery product title, this endpoint allows you to detect what basic ingredient it is.",POST,"{'name': 'Classify a Grocery Product', 'url': 'https://spoonacular-recipe-food-nutrition-v1.p.rapidapi.com/food/products/classify', 'description': 'Given a grocery product title, this endpoint allows you to detect what basic ingredient it is.', 'method': 'POST', 'required_parameters': [], 'optional_parameters': [{'name': 'locale', 'type': 'STRING', 'description': 'The locale of the returned category, supported is en\\_US and en\\_GB.', 'default': 'en_us'}], 'code': 'import requests\n\nurl = ""https://spoonacular-recipe-food-nutrition-v1.p.rapidapi.com/food/products/classify""\nquerystring = {""locale"": ""en_us""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""spoonacular-recipe-food-nutrition-v1.p.rapidapi.com""\n }\n\nresponse = requests.post(url, headers=headers, params=querystring)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://spoonacular-recipe-food-nutrition-v1.p.rapidapi.com/food/products/classify""\nquerystring = {""locale"": ""en_us""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""spoonacular-recipe-food-nutrition-v1.p.rapidapi.com""\n }\n\nresponse = requests.post(url, headers=headers, params=querystring)\nprint(response.json())\n', 'test_endpoint': '...', 'statuscode': 200, 'schema': {'properties': {'breadcrumbs': {'items': {'type': 'string'}, 'type': 'array'}, 'category': {'type': 'string'}, 'cleanTitle': {'type': 'string'}, 'usdaCode': {'type': 'integer'}}, 'type': 'object'}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Food,Recipe - Food - Nutrition,"The spoonacular Nutrition, Recipe, and Food API allows you to access over 365,000 recipes and 86,000 food products. Our food ontology and semantic recipe search engine makes it possible to search for recipes using natural language queries, such as ""gluten free brownies without sugar"" or ""low fat vegan cupcakes."" You can automatically calculate the nutritional information for any recipe, analyze recipe costs, visualize ingredient lists, find recipes for what's in your fridge, find recipes based on special diets, nutritional requirements, or favorite ingredients, classify recipes into types and cuisines, convert ingredient amounts, or even compute an entire meal plan. With our powerful API, you can create many kinds of food and especially nutrition apps. + +Special diets/dietary requirements currently available include: vegan, vegetarian, pescetarian, gluten free, grain free, dairy free, high protein, low sodium, low carb, Paleo, Primal, ketogenic, FODMAP, and Whole 30. We will soon be adding Weight Watcher points, too.",Classify Cuisine,Classify the recipe's cuisine.,POST,"{'name': 'Classify Cuisine', 'url': 'https://spoonacular-recipe-food-nutrition-v1.p.rapidapi.com/recipes/cuisine', 'description': ""Classify the recipe's cuisine."", 'method': 'POST', 'required_parameters': [{'name': 'ingredientList', 'type': 'STRING', 'description': 'The ingredient list of the recipe, one ingredient per line.', 'default': '3 oz pork shoulder'}, {'name': 'title', 'type': 'STRING', 'description': 'The title of the recipe.', 'default': 'Pork roast with green beans'}], 'optional_parameters': [], 'code': 'import requests\n\nurl = ""https://spoonacular-recipe-food-nutrition-v1.p.rapidapi.com/recipes/cuisine""\nquerystring = {""ingredientList"": ""3 oz pork shoulder"", ""title"": ""Pork roast with green beans""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""spoonacular-recipe-food-nutrition-v1.p.rapidapi.com""\n }\n\nresponse = requests.post(url, headers=headers, params=querystring)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://spoonacular-recipe-food-nutrition-v1.p.rapidapi.com/recipes/cuisine""\nquerystring = {""ingredientList"": ""3 oz pork shoulder"", ""title"": ""Pork roast with green beans""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""spoonacular-recipe-food-nutrition-v1.p.rapidapi.com""\n }\n\nresponse = requests.post(url, headers=headers, params=querystring)\nprint(response.json())\n', 'test_endpoint': '...', 'statuscode': 1, 'schema': ''}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Food,Recipe - Food - Nutrition,"The spoonacular Nutrition, Recipe, and Food API allows you to access over 365,000 recipes and 86,000 food products. Our food ontology and semantic recipe search engine makes it possible to search for recipes using natural language queries, such as ""gluten free brownies without sugar"" or ""low fat vegan cupcakes."" You can automatically calculate the nutritional information for any recipe, analyze recipe costs, visualize ingredient lists, find recipes for what's in your fridge, find recipes based on special diets, nutritional requirements, or favorite ingredients, classify recipes into types and cuisines, convert ingredient amounts, or even compute an entire meal plan. With our powerful API, you can create many kinds of food and especially nutrition apps. + +Special diets/dietary requirements currently available include: vegan, vegetarian, pescetarian, gluten free, grain free, dairy free, high protein, low sodium, low carb, Paleo, Primal, ketogenic, FODMAP, and Whole 30. We will soon be adding Weight Watcher points, too.",Image Classification (File),Classify a food image.,POST,"{'name': 'Image Classification (File)', 'url': 'https://spoonacular-recipe-food-nutrition-v1.p.rapidapi.com/food/images/classify', 'description': 'Classify a food image.', 'method': 'POST', 'required_parameters': [{'name': 'file', 'type': 'BINARY', 'description': '', 'default': ''}], 'optional_parameters': [], 'code': 'import requests\n\nurl = ""https://spoonacular-recipe-food-nutrition-v1.p.rapidapi.com/food/images/classify""\nquerystring = {""file"": """"}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""spoonacular-recipe-food-nutrition-v1.p.rapidapi.com""\n }\n\nresponse = requests.post(url, headers=headers, params=querystring)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://spoonacular-recipe-food-nutrition-v1.p.rapidapi.com/food/images/classify""\nquerystring = {""file"": """"}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""spoonacular-recipe-food-nutrition-v1.p.rapidapi.com""\n }\n\nresponse = requests.post(url, headers=headers, params=querystring)\nprint(response.json())\n', 'test_endpoint': '...'}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Travel,Booking com,"Find all hotels, view prices, photos of the hotels, reviews. Find car rental deals. **Site:** booking.com **Support**: [tipsters@rapi.one](mailto:tipsters@rapi.one) / t.me/api_tipsters",Search cars locations,Search cars locations by name,GET,"{'name': 'Search cars locations', 'url': 'https://booking-com.p.rapidapi.com/v1/car-rental/locations', 'description': 'Search cars locations by name', 'method': 'GET', 'required_parameters': [{'name': 'locale', 'type': 'STRING', 'description': '', 'default': 'en-gb'}, {'name': 'name', 'type': 'STRING', 'description': 'Name', 'default': 'Berlin'}], 'optional_parameters': [], 'code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/car-rental/locations""\nquerystring = {""locale"": ""en-gb"", ""name"": ""Berlin""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/car-rental/locations""\nquerystring = {""locale"": ""en-gb"", ""name"": ""Berlin""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'test_endpoint': ""{'message': 'You are not subscribed to this API.'}..."", 'statuscode': 1, 'schema': ''}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Travel,Booking com,"Find all hotels, view prices, photos of the hotels, reviews. Find car rental deals. **Site:** booking.com **Support**: [tipsters@rapi.one](mailto:tipsters@rapi.one) / t.me/api_tipsters",Search car rental,Search car rental. Browse our inventory of hundreds of cheap car rentals. Get the best rental car deals on your next trip,GET,"{'name': 'Search car rental', 'url': 'https://booking-com.p.rapidapi.com/v1/car-rental/search', 'description': 'Search car rental. Browse our inventory of hundreds of cheap car rentals. Get the best rental car deals on your next trip', 'method': 'GET', 'required_parameters': [{'name': 'currency', 'type': 'STRING', 'description': '', 'default': 'AED'}, {'name': 'drop_off_latitude', 'type': 'NUMBER', 'description': 'Drop off latitude', 'default': 50.08773}, {'name': 'sort_by', 'type': 'STRING', 'description': '', 'default': 'recommended'}, {'name': 'drop_off_datetime', 'type': 'STRING', 'description': 'Drop off datetime', 'default': '2023-06-30 16:00:00'}, {'name': 'from_country', 'type': 'STRING', 'description': '', 'default': 'it'}, {'name': 'pick_up_latitude', 'type': 'NUMBER', 'description': 'Pick up latitude', 'default': 50.08773}, {'name': 'locale', 'type': 'STRING', 'description': '', 'default': 'en-gb'}, {'name': 'pick_up_datetime', 'type': 'STRING', 'description': 'Pick up datetime', 'default': '2023-06-29 16:00:00'}, {'name': 'drop_off_longitude', 'type': 'NUMBER', 'description': 'Drop off longitude', 'default': 14.421133}, {'name': 'pick_up_longitude', 'type': 'NUMBER', 'description': 'Pick up longitude', 'default': 14.421133}], 'optional_parameters': [], 'code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/car-rental/search""\nquerystring = {""currency"": ""AED"", ""drop_off_latitude"": 50.08773, ""sort_by"": ""recommended"", ""drop_off_datetime"": ""2023-06-30 16:00:00"", ""from_country"": ""it"", ""pick_up_latitude"": 50.08773, ""locale"": ""en-gb"", ""pick_up_datetime"": ""2023-06-29 16:00:00"", ""drop_off_longitude"": 14.421133, ""pick_up_longitude"": 14.421133}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/car-rental/search""\nquerystring = {""currency"": ""AED"", ""drop_off_latitude"": 50.08773, ""sort_by"": ""recommended"", ""drop_off_datetime"": ""2023-06-30 16:00:00"", ""from_country"": ""it"", ""pick_up_latitude"": 50.08773, ""locale"": ""en-gb"", ""pick_up_datetime"": ""2023-06-29 16:00:00"", ""drop_off_longitude"": 14.421133, ""pick_up_longitude"": 14.421133}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'test_endpoint': '...', 'statuscode': 200, 'schema': {}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Travel,Booking com,"Find all hotels, view prices, photos of the hotels, reviews. Find car rental deals. **Site:** booking.com **Support**: [tipsters@rapi.one](mailto:tipsters@rapi.one) / t.me/api_tipsters",Vehicle supplier details,Vehicle supplier details by vehicle_id,GET,"{'name': 'Vehicle supplier details', 'url': 'https://booking-com.p.rapidapi.com/v1/car-rental/supplier/details', 'description': 'Vehicle supplier details by vehicle_id', 'method': 'GET', 'required_parameters': [{'name': 'from_country', 'type': 'STRING', 'description': '', 'default': 'it'}, {'name': 'locale', 'type': 'STRING', 'description': '', 'default': 'en-gb'}, {'name': 'vehicle_id', 'type': 'NUMBER', 'description': 'Vehicle id', 'default': 699544941}], 'optional_parameters': [], 'code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/car-rental/supplier/details""\nquerystring = {""from_country"": ""it"", ""locale"": ""en-gb"", ""vehicle_id"": 699544941}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/car-rental/supplier/details""\nquerystring = {""from_country"": ""it"", ""locale"": ""en-gb"", ""vehicle_id"": 699544941}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'test_endpoint': '...', 'statuscode': 200, 'schema': {}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Travel,Booking com,"Find all hotels, view prices, photos of the hotels, reviews. Find car rental deals. **Site:** booking.com **Support**: [tipsters@rapi.one](mailto:tipsters@rapi.one) / t.me/api_tipsters",Important information,Important information of vehicles,GET,"{'name': 'Important information', 'url': 'https://booking-com.p.rapidapi.com/v1/car-rental/important-info', 'description': 'Important information of vehicles', 'method': 'GET', 'required_parameters': [{'name': 'locale', 'type': 'STRING', 'description': '', 'default': 'en-gb'}, {'name': 'pick_up_location_id', 'type': 'NUMBER', 'description': 'Pick up location id', 'default': 4123205}, {'name': 'drop_off_location_id', 'type': 'NUMBER', 'description': 'Drop off location id', 'default': 4123205}, {'name': 'drop_off_datetime', 'type': 'STRING', 'description': 'Drop off datetime', 'default': '2023-09-28 16:00:00'}, {'name': 'from_country', 'type': 'STRING', 'description': '', 'default': 'it'}, {'name': 'pick_up_datetime', 'type': 'STRING', 'description': 'Pick up datetime', 'default': '2023-09-27 16:00:00'}, {'name': 'driver_age', 'type': 'NUMBER', 'description': 'Driver age', 'default': 30}, {'name': 'vehicle_id', 'type': 'NUMBER', 'description': 'Vehicle id', 'default': 663317713}], 'optional_parameters': [], 'code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/car-rental/important-info""\nquerystring = {""locale"": ""en-gb"", ""pick_up_location_id"": 4123205, ""drop_off_location_id"": 4123205, ""drop_off_datetime"": ""2023-09-28 16:00:00"", ""from_country"": ""it"", ""pick_up_datetime"": ""2023-09-27 16:00:00"", ""driver_age"": 30, ""vehicle_id"": 663317713}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/car-rental/important-info""\nquerystring = {""locale"": ""en-gb"", ""pick_up_location_id"": 4123205, ""drop_off_location_id"": 4123205, ""drop_off_datetime"": ""2023-09-28 16:00:00"", ""from_country"": ""it"", ""pick_up_datetime"": ""2023-09-27 16:00:00"", ""driver_age"": 30, ""vehicle_id"": 663317713}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'test_endpoint': '...', 'statuscode': 200, 'schema': {}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Travel,Booking com,"Find all hotels, view prices, photos of the hotels, reviews. Find car rental deals. **Site:** booking.com **Support**: [tipsters@rapi.one](mailto:tipsters@rapi.one) / t.me/api_tipsters",Exchange rates,Get currency exchange rates,GET,"{'name': 'Exchange rates', 'url': 'https://booking-com.p.rapidapi.com/v1/metadata/exchange-rates', 'description': 'Get currency exchange rates', 'method': 'GET', 'required_parameters': [{'name': 'currency', 'type': 'STRING', 'description': '', 'default': 'AED'}, {'name': 'locale', 'type': 'STRING', 'description': '', 'default': 'en-gb'}], 'optional_parameters': [], 'code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/metadata/exchange-rates""\nquerystring = {""currency"": ""AED"", ""locale"": ""en-gb""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/metadata/exchange-rates""\nquerystring = {""currency"": ""AED"", ""locale"": ""en-gb""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'test_endpoint': '...', 'statuscode': 200, 'schema': {}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Travel,Booking com,"Find all hotels, view prices, photos of the hotels, reviews. Find car rental deals. **Site:** booking.com **Support**: [tipsters@rapi.one](mailto:tipsters@rapi.one) / t.me/api_tipsters",Car rental details,"Car rental details by vehicle_id. First, call `Search car rental`",GET,"{'name': 'Car rental details', 'url': 'https://booking-com.p.rapidapi.com/v1/car-rental/detail', 'description': 'Car rental details by vehicle_id. First, call `Search car rental`', 'method': 'GET', 'required_parameters': [{'name': 'vehicle_id', 'type': 'NUMBER', 'description': 'Vehicle id', 'default': 699544941}, {'name': 'currency', 'type': 'STRING', 'description': '', 'default': 'AED'}, {'name': 'from_country', 'type': 'STRING', 'description': '', 'default': 'it'}, {'name': 'locale', 'type': 'STRING', 'description': '', 'default': 'en-gb'}, {'name': 'search_key', 'type': 'STRING', 'description': 'Search key', 'default': 'eyJkcml2ZXJzQWdlIjozNSwiZHJvcE9mZkRhdGVUaW1lIjoiMjAyMS0xMS0xMlQxMDowMDowMCIsImRyb3BPZmZMb2NhdGlvbiI6IjU1Ljc1MjIwMSwzNy42MTU2MDEiLCJkcm9wT2ZmTG9jYXRpb25UeXBlIjoiTEFUTE9ORyIsInBpY2tVcERhdGVUaW1lIjoiMjAyMS0xMS0wOVQxMDowMDowMCIsInBpY2tVcExvY2F0aW9uIjoiNTUuNzUyMjAxLDM3LjYxNTYwMSIsInBpY2tVcExvY2F0aW9uVHlwZSI6IkxBVExPTkciLCJyZW50YWxEdXJhdGlvbkluRGF5cyI6Mywic2VydmljZUZlYXR1cmVzIjpbIk5PX09QQVFVRVMiLCJTVVBSRVNTX0ZJWEVEX1BSSUNFX1ZFSElDTEVTIl19'}], 'optional_parameters': [], 'code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/car-rental/detail""\nquerystring = {""vehicle_id"": 699544941, ""currency"": ""AED"", ""from_country"": ""it"", ""locale"": ""en-gb"", ""search_key"": ""eyJkcml2ZXJzQWdlIjozNSwiZHJvcE9mZkRhdGVUaW1lIjoiMjAyMS0xMS0xMlQxMDowMDowMCIsImRyb3BPZmZMb2NhdGlvbiI6IjU1Ljc1MjIwMSwzNy42MTU2MDEiLCJkcm9wT2ZmTG9jYXRpb25UeXBlIjoiTEFUTE9ORyIsInBpY2tVcERhdGVUaW1lIjoiMjAyMS0xMS0wOVQxMDowMDowMCIsInBpY2tVcExvY2F0aW9uIjoiNTUuNzUyMjAxLDM3LjYxNTYwMSIsInBpY2tVcExvY2F0aW9uVHlwZSI6IkxBVExPTkciLCJyZW50YWxEdXJhdGlvbkluRGF5cyI6Mywic2VydmljZUZlYXR1cmVzIjpbIk5PX09QQVFVRVMiLCJTVVBSRVNTX0ZJWEVEX1BSSUNFX1ZFSElDTEVTIl19""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/car-rental/detail""\nquerystring = {""vehicle_id"": 699544941, ""currency"": ""AED"", ""from_country"": ""it"", ""locale"": ""en-gb"", ""search_key"": ""eyJkcml2ZXJzQWdlIjozNSwiZHJvcE9mZkRhdGVUaW1lIjoiMjAyMS0xMS0xMlQxMDowMDowMCIsImRyb3BPZmZMb2NhdGlvbiI6IjU1Ljc1MjIwMSwzNy42MTU2MDEiLCJkcm9wT2ZmTG9jYXRpb25UeXBlIjoiTEFUTE9ORyIsInBpY2tVcERhdGVUaW1lIjoiMjAyMS0xMS0wOVQxMDowMDowMCIsInBpY2tVcExvY2F0aW9uIjoiNTUuNzUyMjAxLDM3LjYxNTYwMSIsInBpY2tVcExvY2F0aW9uVHlwZSI6IkxBVExPTkciLCJyZW50YWxEdXJhdGlvbkluRGF5cyI6Mywic2VydmljZUZlYXR1cmVzIjpbIk5PX09QQVFVRVMiLCJTVVBSRVNTX0ZJWEVEX1BSSUNFX1ZFSElDTEVTIl19""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'test_endpoint': '...', 'statuscode': 200, 'schema': {}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Travel,Booking com,"Find all hotels, view prices, photos of the hotels, reviews. Find car rental deals. **Site:** booking.com **Support**: [tipsters@rapi.one](mailto:tipsters@rapi.one) / t.me/api_tipsters",Rental terms,Rental terms and conditions by pick up location_id,GET,"{'name': 'Rental terms', 'url': 'https://booking-com.p.rapidapi.com/v1/car-rental/terms-conditions', 'description': 'Rental terms and conditions by pick up location_id', 'method': 'GET', 'required_parameters': [{'name': 'from_country', 'type': 'STRING', 'description': '', 'default': 'it'}, {'name': 'pick_up_location_id', 'type': 'NUMBER', 'description': 'Pick up location id. Use `Vehicle supplier details`', 'default': 4516789}, {'name': 'locale', 'type': 'STRING', 'description': '', 'default': 'en-gb'}], 'optional_parameters': [], 'code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/car-rental/terms-conditions""\nquerystring = {""from_country"": ""it"", ""pick_up_location_id"": 4516789, ""locale"": ""en-gb""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/car-rental/terms-conditions""\nquerystring = {""from_country"": ""it"", ""pick_up_location_id"": 4516789, ""locale"": ""en-gb""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'test_endpoint': '...', 'statuscode': 200, 'schema': {}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Travel,Booking com,"Find all hotels, view prices, photos of the hotels, reviews. Find car rental deals. **Site:** booking.com **Support**: [tipsters@rapi.one](mailto:tipsters@rapi.one) / t.me/api_tipsters",Rental extras,Get additional services when renting,GET,"{'name': 'Rental extras', 'url': 'https://booking-com.p.rapidapi.com/v1/car-rental/extras', 'description': 'Get additional services when renting', 'method': 'GET', 'required_parameters': [{'name': 'pick_up_datetime', 'type': 'STRING', 'description': 'Pick up datetime', 'default': '2023-09-27 16:00:00'}, {'name': 'currency', 'type': 'STRING', 'description': '', 'default': 'AED'}, {'name': 'from_country', 'type': 'STRING', 'description': '', 'default': 'it'}, {'name': 'locale', 'type': 'STRING', 'description': '', 'default': 'en-gb'}, {'name': 'price', 'type': 'NUMBER', 'description': 'Price', 'default': 2860.87}, {'name': 'drop_off_datetime', 'type': 'STRING', 'description': 'Drop off datetime', 'default': '2023-09-28 16:00:00'}, {'name': 'driver_age', 'type': 'NUMBER', 'description': 'Driver age', 'default': 30}, {'name': 'vehicle_id', 'type': 'NUMBER', 'description': 'Vehicle id', 'default': 663317713}], 'optional_parameters': [], 'code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/car-rental/extras""\nquerystring = {""pick_up_datetime"": ""2023-09-27 16:00:00"", ""currency"": ""AED"", ""from_country"": ""it"", ""locale"": ""en-gb"", ""price"": 2860.87, ""drop_off_datetime"": ""2023-09-28 16:00:00"", ""driver_age"": 30, ""vehicle_id"": 663317713}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/car-rental/extras""\nquerystring = {""pick_up_datetime"": ""2023-09-27 16:00:00"", ""currency"": ""AED"", ""from_country"": ""it"", ""locale"": ""en-gb"", ""price"": 2860.87, ""drop_off_datetime"": ""2023-09-28 16:00:00"", ""driver_age"": 30, ""vehicle_id"": 663317713}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'test_endpoint': '...', 'statuscode': 1, 'schema': ''}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Travel,Booking com,"Find all hotels, view prices, photos of the hotels, reviews. Find car rental deals. **Site:** booking.com **Support**: [tipsters@rapi.one](mailto:tipsters@rapi.one) / t.me/api_tipsters",Reviews metadata of the hotel,Get reviews metadata of the hotel by hotel_id,GET,"{'name': 'Reviews metadata of the hotel', 'url': 'https://booking-com.p.rapidapi.com/v1/hotels/reviews-filter-metadata', 'description': 'Get reviews metadata of the hotel by hotel_id', 'method': 'GET', 'required_parameters': [{'name': 'locale', 'type': 'STRING', 'description': '', 'default': 'en-gb'}, {'name': 'hotel_id', 'type': 'NUMBER', 'description': 'Hotel id', 'default': 1676161}], 'optional_parameters': [], 'code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/hotels/reviews-filter-metadata""\nquerystring = {""locale"": ""en-gb"", ""hotel_id"": 1676161}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/hotels/reviews-filter-metadata""\nquerystring = {""locale"": ""en-gb"", ""hotel_id"": 1676161}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'test_endpoint': '...', 'statuscode': 1, 'schema': ''}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Travel,Booking com,"Find all hotels, view prices, photos of the hotels, reviews. Find car rental deals. **Site:** booking.com **Support**: [tipsters@rapi.one](mailto:tipsters@rapi.one) / t.me/api_tipsters",Nearby cities,Get a list of nearby cities by coordinates,GET,"{'name': 'Nearby cities', 'url': 'https://booking-com.p.rapidapi.com/v1/hotels/nearby-cities', 'description': 'Get a list of nearby cities by coordinates', 'method': 'GET', 'required_parameters': [{'name': 'latitude', 'type': 'NUMBER', 'description': 'Latitude', 'default': 65.9667}, {'name': 'longitude', 'type': 'NUMBER', 'description': 'Longitude', 'default': -18.5333}, {'name': 'locale', 'type': 'STRING', 'description': '', 'default': 'en-gb'}], 'optional_parameters': [], 'code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/hotels/nearby-cities""\nquerystring = {""latitude"": 65.9667, ""longitude"": -18.5333, ""locale"": ""en-gb""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/hotels/nearby-cities""\nquerystring = {""latitude"": 65.9667, ""longitude"": -18.5333, ""locale"": ""en-gb""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'test_endpoint': '...', 'statuscode': 200, 'schema': {}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Travel,Booking com,"Find all hotels, view prices, photos of the hotels, reviews. Find car rental deals. **Site:** booking.com **Support**: [tipsters@rapi.one](mailto:tipsters@rapi.one) / t.me/api_tipsters",Questions about the hotel,Get questions and answers of hotel staff by hotel_id,GET,"{'name': 'Questions about the hotel', 'url': 'https://booking-com.p.rapidapi.com/v1/hotels/questions', 'description': 'Get questions and answers of hotel staff by hotel_id', 'method': 'GET', 'required_parameters': [{'name': 'hotel_id', 'type': 'NUMBER', 'description': 'Hotel id', 'default': 1676161}, {'name': 'locale', 'type': 'STRING', 'description': '', 'default': 'en-gb'}], 'optional_parameters': [], 'code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/hotels/questions""\nquerystring = {""hotel_id"": 1676161, ""locale"": ""en-gb""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/hotels/questions""\nquerystring = {""hotel_id"": 1676161, ""locale"": ""en-gb""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'test_endpoint': '...', 'statuscode': 1, 'schema': ''}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Travel,Booking com,"Find all hotels, view prices, photos of the hotels, reviews. Find car rental deals. **Site:** booking.com **Support**: [tipsters@rapi.one](mailto:tipsters@rapi.one) / t.me/api_tipsters",Hotel on the map,Get nearby landmarks and geo info of the hotel by hotel_id,GET,"{'name': 'Hotel on the map', 'url': 'https://booking-com.p.rapidapi.com/v1/hotels/map-markers', 'description': 'Get nearby landmarks and geo info of the hotel by hotel_id', 'method': 'GET', 'required_parameters': [{'name': 'hotel_id', 'type': 'NUMBER', 'description': 'Hotel id', 'default': 1676161}, {'name': 'locale', 'type': 'STRING', 'description': '', 'default': 'en-gb'}], 'optional_parameters': [], 'code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/hotels/map-markers""\nquerystring = {""hotel_id"": 1676161, ""locale"": ""en-gb""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/hotels/map-markers""\nquerystring = {""hotel_id"": 1676161, ""locale"": ""en-gb""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'test_endpoint': '...', 'statuscode': 200, 'schema': {}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Travel,Booking com,"Find all hotels, view prices, photos of the hotels, reviews. Find car rental deals. **Site:** booking.com **Support**: [tipsters@rapi.one](mailto:tipsters@rapi.one) / t.me/api_tipsters",Room list of the hotel,"Get room list of the hotel by hotel_id. Room prices, photos and full room descriptions",GET,"{'name': 'Room list of the hotel', 'url': 'https://booking-com.p.rapidapi.com/v1/hotels/room-list', 'description': 'Get room list of the hotel by hotel_id. Room prices, photos and full room descriptions', 'method': 'GET', 'required_parameters': [{'name': 'hotel_id', 'type': 'NUMBER', 'description': 'Hotel id', 'default': 1676161}, {'name': 'currency', 'type': 'STRING', 'description': '', 'default': 'AED'}, {'name': 'checkout_date', 'type': 'STRING', 'description': 'Checkout date', 'default': '2023-09-28'}, {'name': 'locale', 'type': 'STRING', 'description': '', 'default': 'en-gb'}, {'name': 'checkin_date', 'type': 'STRING', 'description': 'Checkin date', 'default': '2023-09-27'}, {'name': 'adults_number_by_rooms', 'type': 'STRING', 'description': 'The number of adults in each room. Specify the number of adults separated by commas, for example: `3,1` Means that the first room will accommodate three adults, and the second room will accommodate 1 adult. If you are looking for just one room for two adults, please specify `2`', 'default': '3,1'}, {'name': 'units', 'type': 'STRING', 'description': '', 'default': 'metric'}], 'optional_parameters': [{'name': 'children_ages', 'type': 'STRING', 'description': 'The age of every child. If children will be staying in the room, please indicate their ages separated by commas. 0-less than a year', 'default': '5,0,9'}, {'name': 'children_number_by_rooms', 'type': 'STRING', 'description': 'The number of children in each room. Specify the number of children separated by commas, for example: `3,1` Means that the first room will accommodate three children, and the second room will accommodate 1 children', 'default': '2,1'}], 'code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/hotels/room-list""\nquerystring = {""hotel_id"": 1676161, ""currency"": ""AED"", ""checkout_date"": ""2023-09-28"", ""locale"": ""en-gb"", ""children_ages"": ""5,0,9"", ""checkin_date"": ""2023-09-27"", ""children_number_by_rooms"": ""2,1"", ""adults_number_by_rooms"": ""3,1"", ""units"": ""metric""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/hotels/room-list""\nquerystring = {""hotel_id"": 1676161, ""currency"": ""AED"", ""checkout_date"": ""2023-09-28"", ""locale"": ""en-gb"", ""children_ages"": ""5,0,9"", ""checkin_date"": ""2023-09-27"", ""children_number_by_rooms"": ""2,1"", ""adults_number_by_rooms"": ""3,1"", ""units"": ""metric""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'test_endpoint': '...', 'statuscode': 200, 'schema': {}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Travel,Booking com,"Find all hotels, view prices, photos of the hotels, reviews. Find car rental deals. **Site:** booking.com **Support**: [tipsters@rapi.one](mailto:tipsters@rapi.one) / t.me/api_tipsters",Reviews about the supplier of vehicles ,Reviews about the supplier of vehicles by location_id,GET,"{'name': 'Reviews about the supplier of vehicles ', 'url': 'https://booking-com.p.rapidapi.com/v1/car-rental/supplier/reviews', 'description': 'Reviews about the supplier of vehicles by location_id', 'method': 'GET', 'required_parameters': [{'name': 'locale', 'type': 'STRING', 'description': '', 'default': 'en-gb'}, {'name': 'location_id', 'type': 'NUMBER', 'description': 'Location id', 'default': 4123205}, {'name': 'from_country', 'type': 'STRING', 'description': '', 'default': 'it'}], 'optional_parameters': [], 'code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/car-rental/supplier/reviews""\nquerystring = {""locale"": ""en-gb"", ""location_id"": 4123205, ""from_country"": ""it""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/car-rental/supplier/reviews""\nquerystring = {""locale"": ""en-gb"", ""location_id"": 4123205, ""from_country"": ""it""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'test_endpoint': '...', 'statuscode': 200, 'schema': {}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Travel,Booking com,"Find all hotels, view prices, photos of the hotels, reviews. Find car rental deals. **Site:** booking.com **Support**: [tipsters@rapi.one](mailto:tipsters@rapi.one) / t.me/api_tipsters",Location highlights of the hotel,"Get location highlights of the hotel by hotel_id. Ex.: metro, rail",GET,"{'name': 'Location highlights of the hotel', 'url': 'https://booking-com.p.rapidapi.com/v1/hotels/location-highlights', 'description': 'Get location highlights of the hotel by hotel_id. Ex.: metro, rail', 'method': 'GET', 'required_parameters': [{'name': 'hotel_id', 'type': 'NUMBER', 'description': 'Hotel id', 'default': 1377073}, {'name': 'locale', 'type': 'STRING', 'description': '', 'default': 'en-gb'}], 'optional_parameters': [], 'code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/hotels/location-highlights""\nquerystring = {""hotel_id"": 1377073, ""locale"": ""en-gb""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/hotels/location-highlights""\nquerystring = {""hotel_id"": 1377073, ""locale"": ""en-gb""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'test_endpoint': '...', 'statuscode': 200, 'schema': {}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Travel,Booking com,"Find all hotels, view prices, photos of the hotels, reviews. Find car rental deals. **Site:** booking.com **Support**: [tipsters@rapi.one](mailto:tipsters@rapi.one) / t.me/api_tipsters",Description of the hotel,Get description of the hotel by hotel_id,GET,"{'name': 'Description of the hotel', 'url': 'https://booking-com.p.rapidapi.com/v1/hotels/description', 'description': 'Get description of the hotel by hotel_id', 'method': 'GET', 'required_parameters': [{'name': 'hotel_id', 'type': 'NUMBER', 'description': 'Hotel id', 'default': 1377073}, {'name': 'locale', 'type': 'STRING', 'description': '', 'default': 'en-gb'}], 'optional_parameters': [], 'code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/hotels/description""\nquerystring = {""hotel_id"": 1377073, ""locale"": ""en-gb""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/hotels/description""\nquerystring = {""hotel_id"": 1377073, ""locale"": ""en-gb""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'test_endpoint': '...', 'statuscode': 1, 'schema': ''}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Travel,Booking com,"Find all hotels, view prices, photos of the hotels, reviews. Find car rental deals. **Site:** booking.com **Support**: [tipsters@rapi.one](mailto:tipsters@rapi.one) / t.me/api_tipsters",Review scores of the hotel,Get review scores of the hotel by hotel_id,GET,"{'name': 'Review scores of the hotel', 'url': 'https://booking-com.p.rapidapi.com/v1/hotels/review-scores', 'description': 'Get review scores of the hotel by hotel_id', 'method': 'GET', 'required_parameters': [{'name': 'hotel_id', 'type': 'NUMBER', 'description': 'Hotel id', 'default': 1377073}, {'name': 'locale', 'type': 'STRING', 'description': '', 'default': 'en-gb'}], 'optional_parameters': [], 'code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/hotels/review-scores""\nquerystring = {""hotel_id"": 1377073, ""locale"": ""en-gb""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/hotels/review-scores""\nquerystring = {""hotel_id"": 1377073, ""locale"": ""en-gb""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'test_endpoint': '...', 'statuscode': 1, 'schema': ''}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Travel,Booking com,"Find all hotels, view prices, photos of the hotels, reviews. Find car rental deals. **Site:** booking.com **Support**: [tipsters@rapi.one](mailto:tipsters@rapi.one) / t.me/api_tipsters",Hotel children policy,Get hotel children policy by hotel_id,GET,"{'name': 'Hotel children policy', 'url': 'https://booking-com.p.rapidapi.com/v1/hotels/children-policies', 'description': 'Get hotel children policy by hotel_id', 'method': 'GET', 'required_parameters': [{'name': 'locale', 'type': 'STRING', 'description': '', 'default': 'en-gb'}, {'name': 'hotel_id', 'type': 'NUMBER', 'description': 'Hotel id', 'default': 1676161}], 'optional_parameters': [{'name': 'children_age', 'type': 'NUMBER', 'description': 'Children age', 'default': 5}], 'code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/hotels/children-policies""\nquerystring = {""locale"": ""en-gb"", ""hotel_id"": 1676161, ""children_age"": 5}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/hotels/children-policies""\nquerystring = {""locale"": ""en-gb"", ""hotel_id"": 1676161, ""children_age"": 5}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'test_endpoint': '...', 'statuscode': 200, 'schema': {}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Travel,Booking com,"Find all hotels, view prices, photos of the hotels, reviews. Find car rental deals. **Site:** booking.com **Support**: [tipsters@rapi.one](mailto:tipsters@rapi.one) / t.me/api_tipsters",Search hotels by coordinates,Get available hotels by coordinates latitude and longitude,GET,"{'name': 'Search hotels by coordinates', 'url': 'https://booking-com.p.rapidapi.com/v1/hotels/search-by-coordinates', 'description': 'Get available hotels by coordinates latitude and longitude', 'method': 'GET', 'required_parameters': [{'name': 'units', 'type': 'STRING', 'description': '', 'default': 'metric'}, {'name': 'room_number', 'type': 'NUMBER', 'description': 'Number of rooms', 'default': '1'}, {'name': 'longitude', 'type': 'NUMBER', 'description': 'Longitude', 'default': -18.5333}, {'name': 'latitude', 'type': 'NUMBER', 'description': 'Latitude', 'default': 65.9667}, {'name': 'filter_by_currency', 'type': 'STRING', 'description': '', 'default': 'AED'}, {'name': 'order_by', 'type': 'STRING', 'description': '', 'default': 'popularity'}, {'name': 'locale', 'type': 'STRING', 'description': '', 'default': 'en-gb'}, {'name': 'checkout_date', 'type': 'STRING', 'description': 'Checkout date', 'default': '2023-09-28'}, {'name': 'adults_number', 'type': 'NUMBER', 'description': 'Number of adults', 'default': '2'}, {'name': 'checkin_date', 'type': 'STRING', 'description': 'Checkin date', 'default': '2023-09-27'}], 'optional_parameters': [{'name': 'children_ages', 'type': 'STRING', 'description': 'The age of every child. If children will be staying in the room, please indicate their ages separated by commas. 0-less than a year', 'default': '5,0'}, {'name': 'include_adjacency', 'type': 'BOOLEAN', 'description': 'Include nearby places. If there are few hotels in the selected location, nearby locations will be added. You should pay attention to the `primary_count` parameter - it is the number of hotels from the beginning of the array that matches the strict filter.', 'default': True}, {'name': 'children_number', 'type': 'NUMBER', 'description': 'Number of children', 'default': '2'}, {'name': 'page_number', 'type': 'NUMBER', 'description': 'Page number', 'default': '0'}, {'name': 'categories_filter_ids', 'type': 'STRING', 'description': 'Search filter IDs. For possible filters use `@Filters for search`', 'default': 'class::2,class::4,free_cancellation::1'}], 'code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/hotels/search-by-coordinates""\nquerystring = {""children_ages"": ""5,0"", ""units"": ""metric"", ""room_number"": ""1"", ""longitude"": -18.5333, ""latitude"": 65.9667, ""filter_by_currency"": ""AED"", ""order_by"": ""popularity"", ""locale"": ""en-gb"", ""include_adjacency"": true, ""checkout_date"": ""2023-09-28"", ""adults_number"": ""2"", ""children_number"": ""2"", ""checkin_date"": ""2023-09-27"", ""page_number"": ""0"", ""categories_filter_ids"": ""class::2,class::4,free_cancellation::1""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/hotels/search-by-coordinates""\nquerystring = {""children_ages"": ""5,0"", ""units"": ""metric"", ""room_number"": ""1"", ""longitude"": -18.5333, ""latitude"": 65.9667, ""filter_by_currency"": ""AED"", ""order_by"": ""popularity"", ""locale"": ""en-gb"", ""include_adjacency"": true, ""checkout_date"": ""2023-09-28"", ""adults_number"": ""2"", ""children_number"": ""2"", ""checkin_date"": ""2023-09-27"", ""page_number"": ""0"", ""categories_filter_ids"": ""class::2,class::4,free_cancellation::1""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'test_endpoint': '...', 'statuscode': 200, 'schema': {}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Travel,Booking com,"Find all hotels, view prices, photos of the hotels, reviews. Find car rental deals. **Site:** booking.com **Support**: [tipsters@rapi.one](mailto:tipsters@rapi.one) / t.me/api_tipsters",Policies of the hotel,Get policies of the hotel by hotel_id,GET,"{'name': 'Policies of the hotel', 'url': 'https://booking-com.p.rapidapi.com/v1/hotels/policies', 'description': 'Get policies of the hotel by hotel_id', 'method': 'GET', 'required_parameters': [{'name': 'locale', 'type': 'STRING', 'description': '', 'default': 'en-gb'}, {'name': 'hotel_id', 'type': 'NUMBER', 'description': 'Hotel id', 'default': 1676161}], 'optional_parameters': [], 'code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/hotels/policies""\nquerystring = {""locale"": ""en-gb"", ""hotel_id"": 1676161}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/hotels/policies""\nquerystring = {""locale"": ""en-gb"", ""hotel_id"": 1676161}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'test_endpoint': '...', 'statuscode': 1, 'schema': ''}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Travel,Booking com,"Find all hotels, view prices, photos of the hotels, reviews. Find car rental deals. **Site:** booking.com **Support**: [tipsters@rapi.one](mailto:tipsters@rapi.one) / t.me/api_tipsters",Payment features of the hotel,Get payment features of the hotel by hotel_id,GET,"{'name': 'Payment features of the hotel', 'url': 'https://booking-com.p.rapidapi.com/v1/hotels/payment-features', 'description': 'Get payment features of the hotel by hotel_id', 'method': 'GET', 'required_parameters': [{'name': 'hotel_id', 'type': 'NUMBER', 'description': 'Hotel id', 'default': 1676161}, {'name': 'locale', 'type': 'STRING', 'description': '', 'default': 'en-gb'}], 'optional_parameters': [], 'code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/hotels/payment-features""\nquerystring = {""hotel_id"": 1676161, ""locale"": ""en-gb""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/hotels/payment-features""\nquerystring = {""hotel_id"": 1676161, ""locale"": ""en-gb""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'test_endpoint': '...', 'statuscode': 200, 'schema': {}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Travel,Booking com,"Find all hotels, view prices, photos of the hotels, reviews. Find car rental deals. **Site:** booking.com **Support**: [tipsters@rapi.one](mailto:tipsters@rapi.one) / t.me/api_tipsters",Reviews of the hotel,Get reviews of the hotel by hotel_id,GET,"{'name': 'Reviews of the hotel', 'url': 'https://booking-com.p.rapidapi.com/v1/hotels/reviews', 'description': 'Get reviews of the hotel by hotel_id', 'method': 'GET', 'required_parameters': [{'name': 'sort_type', 'type': 'STRING', 'description': '', 'default': 'SORT_MOST_RELEVANT'}, {'name': 'hotel_id', 'type': 'NUMBER', 'description': 'Hotel id', 'default': 1676161}, {'name': 'locale', 'type': 'STRING', 'description': '', 'default': 'en-gb'}], 'optional_parameters': [{'name': 'page_number', 'type': 'NUMBER', 'description': 'Page number', 'default': 0}, {'name': 'language_filter', 'type': 'STRING', 'description': 'Filter reviews by language', 'default': 'en-gb,de,fr'}, {'name': 'customer_type', 'type': 'STRING', 'description': 'Customer types', 'default': 'solo_traveller,review_category_group_of_friends'}], 'code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/hotels/reviews""\nquerystring = {""sort_type"": ""SORT_MOST_RELEVANT"", ""hotel_id"": 1676161, ""locale"": ""en-gb"", ""page_number"": 0, ""language_filter"": ""en-gb,de,fr"", ""customer_type"": ""solo_traveller,review_category_group_of_friends""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/hotels/reviews""\nquerystring = {""sort_type"": ""SORT_MOST_RELEVANT"", ""hotel_id"": 1676161, ""locale"": ""en-gb"", ""page_number"": 0, ""language_filter"": ""en-gb,de,fr"", ""customer_type"": ""solo_traveller,review_category_group_of_friends""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'test_endpoint': '...', 'statuscode': 1, 'schema': ''}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Travel,Booking com,"Find all hotels, view prices, photos of the hotels, reviews. Find car rental deals. **Site:** booking.com **Support**: [tipsters@rapi.one](mailto:tipsters@rapi.one) / t.me/api_tipsters",Search hotels,"Get available hotels by the filter. Indicate the `destination_id` and `dest_type` -> use **@Search locations** endpoint, check-in and check-out date, number of adults and children. For possible filters use **@Filters for search** endpoint. Use `page_number` to paginate and navigate through the result pages!
Comparable to: ![Search locations](https://i.imgur.com/PCuK81r.png)",GET,"{'name': 'Search hotels', 'url': 'https://booking-com.p.rapidapi.com/v1/hotels/search', 'description': 'Get available hotels by the filter. Indicate the `destination_id` and `dest_type` -> use **@Search locations** endpoint, check-in and check-out date, number of adults and children. For possible filters use **@Filters for search** endpoint. Use `page_number` to paginate and navigate through the result pages!
Comparable to: ![Search locations](https://i.imgur.com/PCuK81r.png)', 'method': 'GET', 'required_parameters': [{'name': 'checkin_date', 'type': 'STRING', 'description': 'Checkin date', 'default': '2023-09-27'}, {'name': 'dest_type', 'type': 'STRING', 'description': '', 'default': 'city'}, {'name': 'units', 'type': 'STRING', 'description': '', 'default': 'metric'}, {'name': 'checkout_date', 'type': 'STRING', 'description': 'Checkout date', 'default': '2023-09-28'}, {'name': 'adults_number', 'type': 'NUMBER', 'description': 'Number of adults', 'default': '2'}, {'name': 'order_by', 'type': 'STRING', 'description': '', 'default': 'popularity'}, {'name': 'dest_id', 'type': 'NUMBER', 'description': 'Destination id, use `Search locations` to find a place, field `dest_id` and `dest_type`', 'default': -553173}, {'name': 'filter_by_currency', 'type': 'STRING', 'description': '', 'default': 'AED'}, {'name': 'locale', 'type': 'STRING', 'description': '', 'default': 'en-gb'}, {'name': 'room_number', 'type': 'NUMBER', 'description': 'Number of rooms', 'default': '1'}], 'optional_parameters': [{'name': 'children_number', 'type': 'NUMBER', 'description': 'Number of children', 'default': '2'}, {'name': 'children_ages', 'type': 'STRING', 'description': 'The age of every child. If children will be staying in the room, please indicate their ages separated by commas. 0-less than a year', 'default': '5,0'}, {'name': 'categories_filter_ids', 'type': 'STRING', 'description': 'Search filter IDs. For possible filters use `@Filters for search`', 'default': 'class::2,class::4,free_cancellation::1'}, {'name': 'page_number', 'type': 'NUMBER', 'description': 'Page number', 'default': '0'}, {'name': 'include_adjacency', 'type': 'BOOLEAN', 'description': 'Include nearby places. If there are few hotels in the selected location, nearby locations will be added. You should pay attention to the `primary_count` parameter - it is the number of hotels from the beginning of the array that matches the strict filter.', 'default': True}], 'code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/hotels/search""\nquerystring = {""checkin_date"": ""2023-09-27"", ""dest_type"": ""city"", ""children_number"": ""2"", ""units"": ""metric"", ""checkout_date"": ""2023-09-28"", ""children_ages"": ""5,0"", ""adults_number"": ""2"", ""categories_filter_ids"": ""class::2,class::4,free_cancellation::1"", ""order_by"": ""popularity"", ""dest_id"": -553173, ""filter_by_currency"": ""AED"", ""locale"": ""en-gb"", ""room_number"": ""1"", ""page_number"": ""0"", ""include_adjacency"": true}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/hotels/search""\nquerystring = {""checkin_date"": ""2023-09-27"", ""dest_type"": ""city"", ""children_number"": ""2"", ""units"": ""metric"", ""checkout_date"": ""2023-09-28"", ""children_ages"": ""5,0"", ""adults_number"": ""2"", ""categories_filter_ids"": ""class::2,class::4,free_cancellation::1"", ""order_by"": ""popularity"", ""dest_id"": -553173, ""filter_by_currency"": ""AED"", ""locale"": ""en-gb"", ""room_number"": ""1"", ""page_number"": ""0"", ""include_adjacency"": true}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'test_endpoint': '...', 'statuscode': 200, 'schema': {}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Travel,Booking com,"Find all hotels, view prices, photos of the hotels, reviews. Find car rental deals. **Site:** booking.com **Support**: [tipsters@rapi.one](mailto:tipsters@rapi.one) / t.me/api_tipsters",Tips of the hotel,Get guest tips of the hotel by hotel_id,GET,"{'name': 'Tips of the hotel', 'url': 'https://booking-com.p.rapidapi.com/v1/hotels/tips', 'description': 'Get guest tips of the hotel by hotel_id', 'method': 'GET', 'required_parameters': [{'name': 'hotel_id', 'type': 'NUMBER', 'description': 'Hotel id', 'default': 1676161}, {'name': 'sort_type', 'type': 'STRING', 'description': '', 'default': 'SORT_MOST_RELEVANT'}, {'name': 'locale', 'type': 'STRING', 'description': '', 'default': 'en-gb'}], 'optional_parameters': [{'name': 'language_filter', 'type': 'STRING', 'description': 'Filter reviews by language', 'default': 'en-gb,de,fr'}, {'name': 'page_number', 'type': 'NUMBER', 'description': 'Page number', 'default': 0}, {'name': 'customer_type', 'type': 'STRING', 'description': 'Customer types', 'default': 'solo_traveller,review_category_group_of_friends'}], 'code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/hotels/tips""\nquerystring = {""hotel_id"": 1676161, ""sort_type"": ""SORT_MOST_RELEVANT"", ""language_filter"": ""en-gb,de,fr"", ""locale"": ""en-gb"", ""page_number"": 0, ""customer_type"": ""solo_traveller,review_category_group_of_friends""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/hotels/tips""\nquerystring = {""hotel_id"": 1676161, ""sort_type"": ""SORT_MOST_RELEVANT"", ""language_filter"": ""en-gb,de,fr"", ""locale"": ""en-gb"", ""page_number"": 0, ""customer_type"": ""solo_traveller,review_category_group_of_friends""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'test_endpoint': '...', 'statuscode': 200, 'schema': {}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Travel,Booking com,"Find all hotels, view prices, photos of the hotels, reviews. Find car rental deals. **Site:** booking.com **Support**: [tipsters@rapi.one](mailto:tipsters@rapi.one) / t.me/api_tipsters",Facilities of the hotel,"Get facilities of the hotel by hotel_id. Ex.: `Restaurant`, `Room service`, `Breakfast in the room`",GET,"{'name': 'Facilities of the hotel', 'url': 'https://booking-com.p.rapidapi.com/v1/hotels/facilities', 'description': 'Get facilities of the hotel by hotel_id. Ex.: `Restaurant`, `Room service`, `Breakfast in the room`', 'method': 'GET', 'required_parameters': [{'name': 'hotel_id', 'type': 'NUMBER', 'description': 'Hotel id', 'default': 1676161}, {'name': 'locale', 'type': 'STRING', 'description': '', 'default': 'en-gb'}], 'optional_parameters': [], 'code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/hotels/facilities""\nquerystring = {""hotel_id"": 1676161, ""locale"": ""en-gb""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/hotels/facilities""\nquerystring = {""hotel_id"": 1676161, ""locale"": ""en-gb""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'test_endpoint': '...', 'statuscode': 200, 'schema': {}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Travel,Booking com,"Find all hotels, view prices, photos of the hotels, reviews. Find car rental deals. **Site:** booking.com **Support**: [tipsters@rapi.one](mailto:tipsters@rapi.one) / t.me/api_tipsters",Search locations,Search locations or hotels by name. Comparable to: ![Search locations](https://i.imgur.com/wLgLE5X.png),GET,"{'name': 'Search locations', 'url': 'https://booking-com.p.rapidapi.com/v1/hotels/locations', 'description': 'Search locations or hotels by name. Comparable to: ![Search locations](https://i.imgur.com/wLgLE5X.png)', 'method': 'GET', 'required_parameters': [{'name': 'name', 'type': 'STRING', 'description': 'Name', 'default': 'Berlin'}, {'name': 'locale', 'type': 'STRING', 'description': '', 'default': 'en-gb'}], 'optional_parameters': [], 'code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/hotels/locations""\nquerystring = {""name"": ""Berlin"", ""locale"": ""en-gb""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/hotels/locations""\nquerystring = {""name"": ""Berlin"", ""locale"": ""en-gb""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'test_endpoint': '...', 'statuscode': 200, 'schema': {}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Travel,Booking com,"Find all hotels, view prices, photos of the hotels, reviews. Find car rental deals. **Site:** booking.com **Support**: [tipsters@rapi.one](mailto:tipsters@rapi.one) / t.me/api_tipsters",Nearby places of the hotel,"Get nearby places of the hotel by hotel_id. Ex.: nearby `Airport`, `Shopping Centre`",GET,"{'name': 'Nearby places of the hotel', 'url': 'https://booking-com.p.rapidapi.com/v1/hotels/nearby-places', 'description': 'Get nearby places of the hotel by hotel_id. Ex.: nearby `Airport`, `Shopping Centre`', 'method': 'GET', 'required_parameters': [{'name': 'hotel_id', 'type': 'NUMBER', 'description': 'Hotel id', 'default': 1676161}, {'name': 'locale', 'type': 'STRING', 'description': '', 'default': 'en-gb'}], 'optional_parameters': [], 'code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/hotels/nearby-places""\nquerystring = {""hotel_id"": 1676161, ""locale"": ""en-gb""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/hotels/nearby-places""\nquerystring = {""hotel_id"": 1676161, ""locale"": ""en-gb""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'test_endpoint': '...', 'statuscode': 1, 'schema': ''}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Travel,Booking com,"Find all hotels, view prices, photos of the hotels, reviews. Find car rental deals. **Site:** booking.com **Support**: [tipsters@rapi.one](mailto:tipsters@rapi.one) / t.me/api_tipsters",Photos of the hotel,Get all photos of the hotel by hotel_id,GET,"{'name': 'Photos of the hotel', 'url': 'https://booking-com.p.rapidapi.com/v1/hotels/photos', 'description': 'Get all photos of the hotel by hotel_id', 'method': 'GET', 'required_parameters': [{'name': 'hotel_id', 'type': 'NUMBER', 'description': 'Hotel id', 'default': 1377073}, {'name': 'locale', 'type': 'STRING', 'description': '', 'default': 'en-gb'}], 'optional_parameters': [], 'code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/hotels/photos""\nquerystring = {""hotel_id"": 1377073, ""locale"": ""en-gb""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/hotels/photos""\nquerystring = {""hotel_id"": 1377073, ""locale"": ""en-gb""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'test_endpoint': '...', 'statuscode': 200, 'schema': {}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Travel,Booking com,"Find all hotels, view prices, photos of the hotels, reviews. Find car rental deals. **Site:** booking.com **Support**: [tipsters@rapi.one](mailto:tipsters@rapi.one) / t.me/api_tipsters",Filters for search,Get a list of available filters for hotel search,GET,"{'name': 'Filters for search', 'url': 'https://booking-com.p.rapidapi.com/v1/hotels/search-filters', 'description': 'Get a list of available filters for hotel search', 'method': 'GET', 'required_parameters': [{'name': 'locale', 'type': 'STRING', 'description': '', 'default': 'en-gb'}, {'name': 'dest_id', 'type': 'NUMBER', 'description': 'Destination id, use `Search locations` to find a place, field `dest_id` and `dest_type`', 'default': -553173}, {'name': 'checkin_date', 'type': 'STRING', 'description': 'Checkin date', 'default': '2023-09-27'}, {'name': 'filter_by_currency', 'type': 'STRING', 'description': '', 'default': 'AED'}, {'name': 'checkout_date', 'type': 'STRING', 'description': 'Checkout date', 'default': '2023-09-28'}, {'name': 'dest_type', 'type': 'STRING', 'description': '', 'default': 'city'}, {'name': 'units', 'type': 'STRING', 'description': '', 'default': 'metric'}, {'name': 'order_by', 'type': 'STRING', 'description': '', 'default': 'popularity'}, {'name': 'adults_number', 'type': 'NUMBER', 'description': 'Number of adults', 'default': '2'}, {'name': 'room_number', 'type': 'NUMBER', 'description': 'Number of rooms', 'default': '1'}], 'optional_parameters': [{'name': 'page_number', 'type': 'NUMBER', 'description': 'Page number', 'default': '0'}, {'name': 'children_number', 'type': 'NUMBER', 'description': 'Number of children', 'default': '2'}, {'name': 'include_adjacency', 'type': 'BOOLEAN', 'description': 'Include nearby places. If there are few hotels in the selected location, nearby locations will be added. You should pay attention to the `primary_count` parameter - it is the number of hotels from the beginning of the array that matches the strict filter.', 'default': True}, {'name': 'categories_filter_ids', 'type': 'STRING', 'description': 'Search filter IDs. For possible filters use `@Filters for search`', 'default': 'class::2,class::4,free_cancellation::1'}, {'name': 'children_ages', 'type': 'STRING', 'description': 'The age of every child. If children will be staying in the room, please indicate their ages separated by commas. 0-less than a year', 'default': '5,0'}], 'code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/hotels/search-filters""\nquerystring = {""locale"": ""en-gb"", ""page_number"": ""0"", ""dest_id"": -553173, ""checkin_date"": ""2023-09-27"", ""children_number"": ""2"", ""include_adjacency"": true, ""filter_by_currency"": ""AED"", ""checkout_date"": ""2023-09-28"", ""dest_type"": ""city"", ""units"": ""metric"", ""order_by"": ""popularity"", ""adults_number"": ""2"", ""categories_filter_ids"": ""class::2,class::4,free_cancellation::1"", ""children_ages"": ""5,0"", ""room_number"": ""1""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/hotels/search-filters""\nquerystring = {""locale"": ""en-gb"", ""page_number"": ""0"", ""dest_id"": -553173, ""checkin_date"": ""2023-09-27"", ""children_number"": ""2"", ""include_adjacency"": true, ""filter_by_currency"": ""AED"", ""checkout_date"": ""2023-09-28"", ""dest_type"": ""city"", ""units"": ""metric"", ""order_by"": ""popularity"", ""adults_number"": ""2"", ""categories_filter_ids"": ""class::2,class::4,free_cancellation::1"", ""children_ages"": ""5,0"", ""room_number"": ""1""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'test_endpoint': '...', 'statuscode': 200, 'schema': {}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Travel,Booking com,"Find all hotels, view prices, photos of the hotels, reviews. Find car rental deals. **Site:** booking.com **Support**: [tipsters@rapi.one](mailto:tipsters@rapi.one) / t.me/api_tipsters",List of Districts,Returns all the districts where Booking offers hotels.,GET,"{'name': 'List of Districts', 'url': 'https://booking-com.p.rapidapi.com/v1/static/districts', 'description': 'Returns all the districts where Booking offers hotels.', 'method': 'GET', 'required_parameters': [], 'optional_parameters': [{'name': 'name', 'type': 'STRING', 'description': 'District name', 'default': ''}, {'name': 'country', 'type': 'STRING', 'description': 'Country ID', 'default': ''}, {'name': 'city_id', 'type': 'STRING', 'description': 'City ID', 'default': ''}, {'name': 'district_id', 'type': 'STRING', 'description': 'District ID', 'default': ''}, {'name': 'page', 'type': 'NUMBER', 'description': 'Page number', 'default': '0'}], 'code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/static/districts""\nquerystring = {""name"": """", ""country"": """", ""city_id"": """", ""district_id"": """", ""page"": ""0""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/static/districts""\nquerystring = {""name"": """", ""country"": """", ""city_id"": """", ""district_id"": """", ""page"": ""0""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'test_endpoint': '...', 'statuscode': 200, 'schema': {}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Travel,Booking com,"Find all hotels, view prices, photos of the hotels, reviews. Find car rental deals. **Site:** booking.com **Support**: [tipsters@rapi.one](mailto:tipsters@rapi.one) / t.me/api_tipsters",Hotel data,Get hotel data by hotel_id,GET,"{'name': 'Hotel data', 'url': 'https://booking-com.p.rapidapi.com/v1/hotels/data', 'description': 'Get hotel data by hotel_id', 'method': 'GET', 'required_parameters': [{'name': 'hotel_id', 'type': 'NUMBER', 'description': 'Hotel id', 'default': 1377073}, {'name': 'locale', 'type': 'STRING', 'description': '', 'default': 'en-gb'}], 'optional_parameters': [], 'code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/hotels/data""\nquerystring = {""hotel_id"": 1377073, ""locale"": ""en-gb""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/hotels/data""\nquerystring = {""hotel_id"": 1377073, ""locale"": ""en-gb""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'test_endpoint': '...', 'statuscode': 200, 'schema': {}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Travel,Booking com,"Find all hotels, view prices, photos of the hotels, reviews. Find car rental deals. **Site:** booking.com **Support**: [tipsters@rapi.one](mailto:tipsters@rapi.one) / t.me/api_tipsters",List of Payment types,"Returns a list of payments. Only payments with {bookable} set to 1, can be used in processBooking. For processBooking, we always support Visa, Mastercard and American Express.",GET,"{'name': 'List of Payment types', 'url': 'https://booking-com.p.rapidapi.com/v1/static/payment-types', 'description': 'Returns a list of payments. Only payments with {bookable} set to 1, can be used in processBooking. For processBooking, we always support Visa, Mastercard and American Express.', 'method': 'GET', 'required_parameters': [], 'optional_parameters': [{'name': 'payment_id', 'type': 'STRING', 'description': 'Payment ID', 'default': ''}], 'code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/static/payment-types""\nquerystring = {""payment_id"": """"}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/static/payment-types""\nquerystring = {""payment_id"": """"}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'test_endpoint': '...', 'statuscode': 200, 'schema': {}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Travel,Booking com,"Find all hotels, view prices, photos of the hotels, reviews. Find car rental deals. **Site:** booking.com **Support**: [tipsters@rapi.one](mailto:tipsters@rapi.one) / t.me/api_tipsters",List of Cities,Returns a list of cities where Booking.com offers hotels. location: Latitude and longitude. timezone: Timezone of the city.,GET,"{'name': 'List of Cities', 'url': 'https://booking-com.p.rapidapi.com/v1/static/cities', 'description': 'Returns a list of cities where Booking.com offers hotels. location: Latitude and longitude. timezone: Timezone of the city.', 'method': 'GET', 'required_parameters': [], 'optional_parameters': [{'name': 'page', 'type': 'NUMBER', 'description': 'Page number', 'default': '0'}, {'name': 'city_id', 'type': 'STRING', 'description': 'City ID', 'default': ''}, {'name': 'name', 'type': 'STRING', 'description': 'City name', 'default': ''}, {'name': 'latitude', 'type': 'STRING', 'description': 'Latitude location', 'default': ''}, {'name': 'longitude', 'type': 'STRING', 'description': 'Longitude location', 'default': ''}, {'name': 'country', 'type': 'STRING', 'description': 'Country ID', 'default': 'it'}], 'code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/static/cities""\nquerystring = {""page"": ""0"", ""city_id"": """", ""name"": """", ""latitude"": """", ""longitude"": """", ""country"": ""it""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/static/cities""\nquerystring = {""page"": ""0"", ""city_id"": """", ""name"": """", ""latitude"": """", ""longitude"": """", ""country"": ""it""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'test_endpoint': '...', 'statuscode': 200, 'schema': {}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Travel,Booking com,"Find all hotels, view prices, photos of the hotels, reviews. Find car rental deals. **Site:** booking.com **Support**: [tipsters@rapi.one](mailto:tipsters@rapi.one) / t.me/api_tipsters",List of Hotels,This call returns the hotel and room data. List of hotels,GET,"{'name': 'List of Hotels', 'url': 'https://booking-com.p.rapidapi.com/v1/static/hotels', 'description': 'This call returns the hotel and room data. List of hotels', 'method': 'GET', 'required_parameters': [], 'optional_parameters': [{'name': 'page', 'type': 'NUMBER', 'description': 'Page number', 'default': '0'}, {'name': 'city_id', 'type': 'NUMBER', 'description': 'City ID', 'default': ''}, {'name': 'slug', 'type': 'STRING', 'description': 'Website slug. Ex. `ad/plaza` or `it/castello-delle-serre`', 'default': ''}, {'name': 'region_id', 'type': 'NUMBER', 'description': 'Region ID', 'default': ''}, {'name': 'country', 'type': 'STRING', 'description': 'Country ID', 'default': ''}, {'name': 'exact_class', 'type': 'NUMBER', 'description': 'Exact class', 'default': ''}, {'name': 'hotel_id', 'type': 'NUMBER', 'description': 'Hotel ID', 'default': ''}, {'name': 'zip_code', 'type': 'STRING', 'description': 'ZIP Code', 'default': ''}, {'name': 'hotel_type_id', 'type': 'NUMBER', 'description': 'Hotel type ID', 'default': ''}, {'name': 'district_id', 'type': 'NUMBER', 'description': 'District ID', 'default': ''}, {'name': 'name', 'type': 'STRING', 'description': 'Hotel name', 'default': ''}], 'code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/static/hotels""\nquerystring = {""page"": ""0"", ""city_id"": """", ""slug"": """", ""region_id"": """", ""country"": """", ""exact_class"": """", ""hotel_id"": """", ""zip_code"": """", ""hotel_type_id"": """", ""district_id"": """", ""name"": """"}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/static/hotels""\nquerystring = {""page"": ""0"", ""city_id"": """", ""slug"": """", ""region_id"": """", ""country"": """", ""exact_class"": """", ""hotel_id"": """", ""zip_code"": """", ""hotel_type_id"": """", ""district_id"": """", ""name"": """"}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'test_endpoint': '...', 'statuscode': 1, 'schema': ''}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Travel,Booking com,"Find all hotels, view prices, photos of the hotels, reviews. Find car rental deals. **Site:** booking.com **Support**: [tipsters@rapi.one](mailto:tipsters@rapi.one) / t.me/api_tipsters",List of Facility types,Returns facility types names and their translations,GET,"{'name': 'List of Facility types', 'url': 'https://booking-com.p.rapidapi.com/v1/static/facility-types', 'description': 'Returns facility types names and their translations', 'method': 'GET', 'required_parameters': [], 'optional_parameters': [{'name': 'facility_id', 'type': 'STRING', 'description': 'Facility ID', 'default': ''}], 'code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/static/facility-types""\nquerystring = {""facility_id"": """"}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/static/facility-types""\nquerystring = {""facility_id"": """"}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'test_endpoint': '...', 'statuscode': 200, 'schema': {}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Travel,Booking com,"Find all hotels, view prices, photos of the hotels, reviews. Find car rental deals. **Site:** booking.com **Support**: [tipsters@rapi.one](mailto:tipsters@rapi.one) / t.me/api_tipsters",List of Regions,Returns all the regions where Booking offers hotels.,GET,"{'name': 'List of Regions', 'url': 'https://booking-com.p.rapidapi.com/v1/static/regions', 'description': 'Returns all the regions where Booking offers hotels.', 'method': 'GET', 'required_parameters': [], 'optional_parameters': [{'name': 'region_id', 'type': 'STRING', 'description': 'Region IDs', 'default': ''}, {'name': 'page', 'type': 'NUMBER', 'description': 'Page number', 'default': '0'}, {'name': 'name', 'type': 'STRING', 'description': 'Region name', 'default': ''}, {'name': 'country', 'type': 'STRING', 'description': 'Country ID', 'default': ''}, {'name': 'region_type', 'type': 'STRING', 'description': 'Region types', 'default': ''}], 'code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/static/regions""\nquerystring = {""region_id"": """", ""page"": ""0"", ""name"": """", ""country"": """", ""region_type"": """"}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/static/regions""\nquerystring = {""region_id"": """", ""page"": ""0"", ""name"": """", ""country"": """", ""region_type"": """"}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'test_endpoint': '...', 'statuscode': 200, 'schema': {}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Travel,Booking com,"Find all hotels, view prices, photos of the hotels, reviews. Find car rental deals. **Site:** booking.com **Support**: [tipsters@rapi.one](mailto:tipsters@rapi.one) / t.me/api_tipsters",List of Hotel types,Returns hotel types names and their translations.,GET,"{'name': 'List of Hotel types', 'url': 'https://booking-com.p.rapidapi.com/v1/static/hotel-types', 'description': 'Returns hotel types names and their translations.', 'method': 'GET', 'required_parameters': [], 'optional_parameters': [{'name': 'hotel_type_id', 'type': 'STRING', 'description': 'Hotel type ID', 'default': ''}], 'code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/static/hotel-types""\nquerystring = {""hotel_type_id"": """"}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/static/hotel-types""\nquerystring = {""hotel_type_id"": """"}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'test_endpoint': '...', 'statuscode': 1, 'schema': ''}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Travel,Booking com,"Find all hotels, view prices, photos of the hotels, reviews. Find car rental deals. **Site:** booking.com **Support**: [tipsters@rapi.one](mailto:tipsters@rapi.one) / t.me/api_tipsters",List of Room facility types,Returns room facility types names,GET,"{'name': 'List of Room facility types', 'url': 'https://booking-com.p.rapidapi.com/v1/static/room-facility-types', 'description': 'Returns room facility types names', 'method': 'GET', 'required_parameters': [], 'optional_parameters': [{'name': 'room_facility_type_id', 'type': 'STRING', 'description': 'Room facility type ID', 'default': ''}, {'name': 'facility_type_id', 'type': 'STRING', 'description': 'Facility type ID', 'default': ''}], 'code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/static/room-facility-types""\nquerystring = {""room_facility_type_id"": """", ""facility_type_id"": """"}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/static/room-facility-types""\nquerystring = {""room_facility_type_id"": """", ""facility_type_id"": """"}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'test_endpoint': '...', 'statuscode': 200, 'schema': {}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Travel,Booking com,"Find all hotels, view prices, photos of the hotels, reviews. Find car rental deals. **Site:** booking.com **Support**: [tipsters@rapi.one](mailto:tipsters@rapi.one) / t.me/api_tipsters",List of Hotel facility types,Returns hotel facility types names and their translations,GET,"{'name': 'List of Hotel facility types', 'url': 'https://booking-com.p.rapidapi.com/v1/static/hotel-facility-types', 'description': 'Returns hotel facility types names and their translations', 'method': 'GET', 'required_parameters': [], 'optional_parameters': [{'name': 'hotel_facility_type_id', 'type': 'STRING', 'description': 'Hotel facility type ID', 'default': ''}, {'name': 'facility_type_id', 'type': 'STRING', 'description': 'Facility type ID', 'default': ''}], 'code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/static/hotel-facility-types""\nquerystring = {""hotel_facility_type_id"": """", ""facility_type_id"": """"}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/static/hotel-facility-types""\nquerystring = {""hotel_facility_type_id"": """", ""facility_type_id"": """"}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'test_endpoint': '...', 'statuscode': 200, 'schema': {}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Travel,Booking com,"Find all hotels, view prices, photos of the hotels, reviews. Find car rental deals. **Site:** booking.com **Support**: [tipsters@rapi.one](mailto:tipsters@rapi.one) / t.me/api_tipsters",List of Room types,Returns room types names,GET,"{'name': 'List of Room types', 'url': 'https://booking-com.p.rapidapi.com/v1/static/room-types', 'description': 'Returns room types names', 'method': 'GET', 'required_parameters': [], 'optional_parameters': [{'name': 'room_type_id', 'type': 'STRING', 'description': 'Room type ID', 'default': ''}], 'code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/static/room-types""\nquerystring = {""room_type_id"": """"}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/static/room-types""\nquerystring = {""room_type_id"": """"}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'test_endpoint': '...', 'statuscode': 1, 'schema': ''}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Travel,Booking com,"Find all hotels, view prices, photos of the hotels, reviews. Find car rental deals. **Site:** booking.com **Support**: [tipsters@rapi.one](mailto:tipsters@rapi.one) / t.me/api_tipsters",List of Hotel chains,Returns a list of hotel chains.,GET,"{'name': 'List of Hotel chains', 'url': 'https://booking-com.p.rapidapi.com/v1/static/chain-types', 'description': 'Returns a list of hotel chains.', 'method': 'GET', 'required_parameters': [], 'optional_parameters': [{'name': 'name', 'type': 'STRING', 'description': 'Hotel chain name', 'default': ''}, {'name': 'chain_id', 'type': 'STRING', 'description': 'Chain ID', 'default': ''}], 'code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/static/chain-types""\nquerystring = {""name"": """", ""chain_id"": """"}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/static/chain-types""\nquerystring = {""name"": """", ""chain_id"": """"}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'test_endpoint': '...', 'statuscode': 200, 'schema': {}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Travel,Booking com,"Find all hotels, view prices, photos of the hotels, reviews. Find car rental deals. **Site:** booking.com **Support**: [tipsters@rapi.one](mailto:tipsters@rapi.one) / t.me/api_tipsters",List of Countries,Returns all the country where booking offers hotels.,GET,"{'name': 'List of Countries', 'url': 'https://booking-com.p.rapidapi.com/v1/static/country', 'description': 'Returns all the country where booking offers hotels.', 'method': 'GET', 'required_parameters': [], 'optional_parameters': [{'name': 'country', 'type': 'STRING', 'description': 'Country ID', 'default': ''}], 'code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/static/country""\nquerystring = {""country"": """"}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v1/static/country""\nquerystring = {""country"": """"}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'test_endpoint': '...', 'statuscode': 200, 'schema': {}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Travel,Booking com,"Find all hotels, view prices, photos of the hotels, reviews. Find car rental deals. **Site:** booking.com **Support**: [tipsters@rapi.one](mailto:tipsters@rapi.one) / t.me/api_tipsters",Hotels Details,Hotels Details,GET,"{'name': 'Hotels Details', 'url': 'https://booking-com.p.rapidapi.com/v2/hotels/details', 'description': 'Hotels Details', 'method': 'GET', 'required_parameters': [{'name': 'hotel_id', 'type': 'NUMBER', 'description': 'Hotel id', 'default': 1676161}, {'name': 'currency', 'type': 'STRING', 'description': '', 'default': 'AED'}, {'name': 'locale', 'type': 'STRING', 'description': '', 'default': 'en-gb'}, {'name': 'checkout_date', 'type': 'STRING', 'description': 'Checkout date', 'default': '2023-09-28'}, {'name': 'checkin_date', 'type': 'STRING', 'description': 'Checkin date', 'default': '2023-09-27'}], 'optional_parameters': [], 'code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v2/hotels/details""\nquerystring = {""hotel_id"": 1676161, ""currency"": ""AED"", ""locale"": ""en-gb"", ""checkout_date"": ""2023-09-28"", ""checkin_date"": ""2023-09-27""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v2/hotels/details""\nquerystring = {""hotel_id"": 1676161, ""currency"": ""AED"", ""locale"": ""en-gb"", ""checkout_date"": ""2023-09-28"", ""checkin_date"": ""2023-09-27""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'test_endpoint': '...', 'statuscode': 200, 'schema': {}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Travel,Booking com,"Find all hotels, view prices, photos of the hotels, reviews. Find car rental deals. **Site:** booking.com **Support**: [tipsters@rapi.one](mailto:tipsters@rapi.one) / t.me/api_tipsters",Hotels Search,"Get available hotels by the filter. Indicate the `destination_id` and `dest_type` -> use **@Search locations** endpoint, check-in and check-out date, number of adults and children. For possible filters use **@Filters for search** endpoint. Use `page_number` to paginate and navigate through the result pages!
Comparable to: ![Search locations](https://i.imgur.com/PCuK81r.png)",GET,"{'name': 'Hotels Search', 'url': 'https://booking-com.p.rapidapi.com/v2/hotels/search', 'description': 'Get available hotels by the filter. Indicate the `destination_id` and `dest_type` -> use **@Search locations** endpoint, check-in and check-out date, number of adults and children. For possible filters use **@Filters for search** endpoint. Use `page_number` to paginate and navigate through the result pages!
Comparable to: ![Search locations](https://i.imgur.com/PCuK81r.png)', 'method': 'GET', 'required_parameters': [{'name': 'order_by', 'type': 'STRING', 'description': '', 'default': 'popularity'}, {'name': 'adults_number', 'type': 'NUMBER', 'description': 'Number of adults', 'default': '2'}, {'name': 'checkin_date', 'type': 'STRING', 'description': 'Checkin date', 'default': '2023-09-27'}, {'name': 'filter_by_currency', 'type': 'STRING', 'description': '', 'default': 'AED'}, {'name': 'dest_id', 'type': 'NUMBER', 'description': 'Destination id, use `Search locations` to find a place, field `dest_id` and `dest_type`', 'default': -553173}, {'name': 'locale', 'type': 'STRING', 'description': '', 'default': 'en-gb'}, {'name': 'checkout_date', 'type': 'STRING', 'description': 'Checkout date', 'default': '2023-09-28'}, {'name': 'units', 'type': 'STRING', 'description': '', 'default': 'metric'}, {'name': 'room_number', 'type': 'NUMBER', 'description': 'Number of rooms', 'default': '1'}, {'name': 'dest_type', 'type': 'STRING', 'description': '', 'default': 'city'}], 'optional_parameters': [{'name': 'include_adjacency', 'type': 'BOOLEAN', 'description': 'Include nearby places. If there are few hotels in the selected location, nearby locations will be added. You should pay attention to the `primary_count` parameter - it is the number of hotels from the beginning of the array that matches the strict filter.', 'default': True}, {'name': 'children_number', 'type': 'NUMBER', 'description': 'Number of children', 'default': '2'}, {'name': 'page_number', 'type': 'NUMBER', 'description': 'Page number', 'default': '0'}, {'name': 'children_ages', 'type': 'STRING', 'description': 'The age of every child. If children will be staying in the room, please indicate their ages separated by commas. 0-less than a year', 'default': '5,0'}, {'name': 'categories_filter_ids', 'type': 'STRING', 'description': 'Search filter IDs. For possible filters use `@Filters for search` ex: `price::USD-140-190`, or `price::USD-150-min` or `price::USD-150-max`', 'default': 'class::2,class::4,free_cancellation::1'}], 'code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v2/hotels/search""\nquerystring = {""include_adjacency"": true, ""children_number"": ""2"", ""order_by"": ""popularity"", ""adults_number"": ""2"", ""checkin_date"": ""2023-09-27"", ""filter_by_currency"": ""AED"", ""page_number"": ""0"", ""dest_id"": -553173, ""locale"": ""en-gb"", ""checkout_date"": ""2023-09-28"", ""units"": ""metric"", ""room_number"": ""1"", ""children_ages"": ""5,0"", ""dest_type"": ""city"", ""categories_filter_ids"": ""class::2,class::4,free_cancellation::1""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v2/hotels/search""\nquerystring = {""include_adjacency"": true, ""children_number"": ""2"", ""order_by"": ""popularity"", ""adults_number"": ""2"", ""checkin_date"": ""2023-09-27"", ""filter_by_currency"": ""AED"", ""page_number"": ""0"", ""dest_id"": -553173, ""locale"": ""en-gb"", ""checkout_date"": ""2023-09-28"", ""units"": ""metric"", ""room_number"": ""1"", ""children_ages"": ""5,0"", ""dest_type"": ""city"", ""categories_filter_ids"": ""class::2,class::4,free_cancellation::1""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'test_endpoint': '...', 'statuscode': 1, 'schema': ''}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Travel,Booking com,"Find all hotels, view prices, photos of the hotels, reviews. Find car rental deals. **Site:** booking.com **Support**: [tipsters@rapi.one](mailto:tipsters@rapi.one) / t.me/api_tipsters",Meta Properties description,Get meta properties description,GET,"{'name': 'Meta Properties description', 'url': 'https://booking-com.p.rapidapi.com/v2/hotels/meta-properties', 'description': 'Get meta properties description', 'method': 'GET', 'required_parameters': [], 'optional_parameters': [], 'code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v2/hotels/meta-properties""\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v2/hotels/meta-properties""\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers)\nprint(response.json())\n', 'test_endpoint': '...', 'statuscode': 200, 'schema': {}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Travel,Booking com,"Find all hotels, view prices, photos of the hotels, reviews. Find car rental deals. **Site:** booking.com **Support**: [tipsters@rapi.one](mailto:tipsters@rapi.one) / t.me/api_tipsters",Filters for search,Get a list of available filters for hotel search,GET,"{'name': 'Filters for search', 'url': 'https://booking-com.p.rapidapi.com/v2/hotels/search-filters', 'description': 'Get a list of available filters for hotel search', 'method': 'GET', 'required_parameters': [{'name': 'checkin_date', 'type': 'STRING', 'description': 'Checkin date', 'default': '2023-09-27'}, {'name': 'locale', 'type': 'STRING', 'description': '', 'default': 'en-gb'}, {'name': 'room_number', 'type': 'NUMBER', 'description': 'Number of rooms', 'default': '1'}, {'name': 'dest_id', 'type': 'NUMBER', 'description': 'Destination id, use `Search locations` to find a place, field `dest_id` and `dest_type`', 'default': -553173}, {'name': 'checkout_date', 'type': 'STRING', 'description': 'Checkout date', 'default': '2023-09-28'}, {'name': 'adults_number', 'type': 'NUMBER', 'description': 'Number of adults', 'default': '2'}, {'name': 'filter_by_currency', 'type': 'STRING', 'description': '', 'default': 'AED'}, {'name': 'dest_type', 'type': 'STRING', 'description': '', 'default': 'city'}, {'name': 'order_by', 'type': 'STRING', 'description': '', 'default': 'popularity'}, {'name': 'units', 'type': 'STRING', 'description': '', 'default': 'metric'}], 'optional_parameters': [{'name': 'include_adjacency', 'type': 'BOOLEAN', 'description': 'Include nearby places. If there are few hotels in the selected location, nearby locations will be added. You should pay attention to the `primary_count` parameter - it is the number of hotels from the beginning of the array that matches the strict filter.', 'default': True}, {'name': 'categories_filter_ids', 'type': 'STRING', 'description': 'Search filter IDs. For possible filters use `@Filters for search` ex: `price::USD-140-190`, or `price::USD-150-min` or `price::USD-150-max`', 'default': 'class::2,class::4,free_cancellation::1'}, {'name': 'page_number', 'type': 'NUMBER', 'description': 'Page number', 'default': '0'}, {'name': 'children_number', 'type': 'NUMBER', 'description': 'Number of children', 'default': '2'}, {'name': 'children_ages', 'type': 'STRING', 'description': 'The age of every child. If children will be staying in the room, please indicate their ages separated by commas. 0-less than a year', 'default': '5,0'}], 'code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v2/hotels/search-filters""\nquerystring = {""checkin_date"": ""2023-09-27"", ""locale"": ""en-gb"", ""include_adjacency"": true, ""categories_filter_ids"": ""class::2,class::4,free_cancellation::1"", ""room_number"": ""1"", ""dest_id"": -553173, ""checkout_date"": ""2023-09-28"", ""page_number"": ""0"", ""adults_number"": ""2"", ""filter_by_currency"": ""AED"", ""dest_type"": ""city"", ""children_number"": ""2"", ""order_by"": ""popularity"", ""children_ages"": ""5,0"", ""units"": ""metric""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v2/hotels/search-filters""\nquerystring = {""checkin_date"": ""2023-09-27"", ""locale"": ""en-gb"", ""include_adjacency"": true, ""categories_filter_ids"": ""class::2,class::4,free_cancellation::1"", ""room_number"": ""1"", ""dest_id"": -553173, ""checkout_date"": ""2023-09-28"", ""page_number"": ""0"", ""adults_number"": ""2"", ""filter_by_currency"": ""AED"", ""dest_type"": ""city"", ""children_number"": ""2"", ""order_by"": ""popularity"", ""children_ages"": ""5,0"", ""units"": ""metric""}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'test_endpoint': '...', 'statuscode': 1, 'schema': ''}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Travel,Booking com,"Find all hotels, view prices, photos of the hotels, reviews. Find car rental deals. **Site:** booking.com **Support**: [tipsters@rapi.one](mailto:tipsters@rapi.one) / t.me/api_tipsters",Description of the hotel,Get description of the hotel by hotel_id,GET,"{'name': 'Description of the hotel', 'url': 'https://booking-com.p.rapidapi.com/v2/hotels/description', 'description': 'Get description of the hotel by hotel_id', 'method': 'GET', 'required_parameters': [{'name': 'locale', 'type': 'STRING', 'description': '', 'default': 'en-gb'}, {'name': 'hotel_id', 'type': 'NUMBER', 'description': 'Hotel id', 'default': 1377073}], 'optional_parameters': [], 'code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v2/hotels/description""\nquerystring = {""locale"": ""en-gb"", ""hotel_id"": 1377073}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://booking-com.p.rapidapi.com/v2/hotels/description""\nquerystring = {""locale"": ""en-gb"", ""hotel_id"": 1377073}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com.p.rapidapi.com""\n }\n\nresponse = requests.get(url, headers=headers, params=querystring)\nprint(response.json())\n', 'test_endpoint': '...', 'statuscode': 200, 'schema': {}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI +Travel,Booking com,"Find all hotels, view prices, photos of the hotels, reviews. Find car rental deals. **Site:** booking.com **Support**: [tipsters@rapi.one](mailto:tipsters@rapi.one) / t.me/api_tipsters",flights/multi-city,Get flights multi-city,POST,"{'name': 'flights/multi-city', 'url': 'https://booking-com13.p.rapidapi.com/flights/multi-city', 'description': 'Get flights multi-city', 'method': 'POST', 'required_parameters': [], 'optional_parameters': [{'name': 'min_price', 'type': 'NUMBER', 'description': '', 'default': ''}, {'name': 'infant_age', 'type': 'STRING', 'description': 'The `infant_age `must be a number(0, 1) and separated by commas\nEx: 0,1', 'default': ''}, {'name': 'page', 'type': 'NUMBER', 'description': '', 'default': '1'}, {'name': 'number_of_stops', 'type': 'ENUM', 'description': 'Default: `All`', 'default': ''}, {'name': 'children_age', 'type': 'STRING', 'description': 'The `children_age `must be a number and separated by commas\nEx: 9,2,16\n', 'default': ''}, {'name': 'country_flag', 'type': 'STRING', 'description': '`countryFlag` from `languages` endpoint\n\nDefault: `us`', 'default': 'us'}, {'name': 'adult_number', 'type': 'NUMBER', 'description': 'Default: 1', 'default': ''}, {'name': 'max_price', 'type': 'NUMBER', 'description': '', 'default': ''}, {'name': 'class', 'type': 'ENUM', 'description': 'Default: `Economy`', 'default': ''}, {'name': 'travel_time', 'type': 'STRING', 'description': 'Format: `hh:mm`\nEx: 21:30', 'default': ''}, {'name': 'airlines', 'type': 'STRING', 'description': 'airlines comma-separated or empty for all types\nGet from this API\nresultSetMetaData->marketingCarriers[index]->code\nEx: SK,BT', 'default': ''}], 'code': 'import requests\n\nurl = ""https://booking-com13.p.rapidapi.com/flights/multi-city""\nquerystring = {""min_price"": """", ""infant_age"": """", ""page"": ""1"", ""number_of_stops"": """", ""children_age"": """", ""country_flag"": ""us"", ""adult_number"": """", ""max_price"": """", ""class"": """", ""travel_time"": """", ""airlines"": """"}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com13.p.rapidapi.com""\n }\n\nresponse = requests.post(url, headers=headers, params=querystring)\nprint(response.json())\n', 'convert_code': 'import requests\n\nurl = ""https://booking-com13.p.rapidapi.com/flights/multi-city""\nquerystring = {""min_price"": """", ""infant_age"": """", ""page"": ""1"", ""number_of_stops"": """", ""children_age"": """", ""country_flag"": ""us"", ""adult_number"": """", ""max_price"": """", ""class"": """", ""travel_time"": """", ""airlines"": """"}\n\nheaders = {\n ""X-RapidAPI-Key"": ""YOUR_RAPID_API_KEY"",\n ""X-RapidAPI-Host"": ""booking-com13.p.rapidapi.com""\n }\n\nresponse = requests.post(url, headers=headers, params=querystring)\nprint(response.json())\n', 'test_endpoint': '...', 'statuscode': 200, 'schema': {'type': 'object', 'properties': {'currentPage': {'type': 'integer'}, 'data': {'type': 'object', 'properties': {'__typename': {'type': 'string'}, 'availableFilters': {'type': 'array'}, 'availableSortTypes': {'type': 'array', 'items': {'type': 'object', 'properties': {'__typename': {'type': 'string'}, 'code': {'type': 'string'}, 'name': {'type': 'string'}}}}, 'carrierCodes': {'type': 'array'}, 'carrierNames': {'type': 'array'}, 'filteredFlightsCount': {'type': 'integer'}, 'flights': {'type': 'array', 'items': {'type': 'object'}}, 'flightsCount': {'type': 'integer'}, 'quickSortPrices': {'type': 'object', 'properties': {'__typename': {'type': 'string'}, 'carrierPromo': {'type': 'object', 'properties': {'__typename': {'type': 'string'}, 'currency': {'type': 'object', 'properties': {'__typename': {'type': 'string'}, 'code': {'type': 'string'}}}, 'value': {'type': 'integer'}}}, 'cheapTrip': {'type': 'object', 'properties': {'__typename': {'type': 'string'}, 'currency': {'type': 'object', 'properties': {'__typename': {'type': 'string'}, 'code': {'type': 'string'}}}, 'value': {'type': 'integer'}}}, 'recommendation': {'type': 'object', 'properties': {'__typename': {'type': 'string'}, 'currency': {'type': 'object', 'properties': {'__typename': {'type': 'string'}, 'code': {'type': 'string'}}}, 'value': {'type': 'integer'}}}, 'shortTrip': {'type': 'object', 'properties': {'__typename': {'type': 'string'}, 'currency': {'type': 'object', 'properties': {'__typename': {'type': 'string'}, 'code': {'type': 'string'}}}, 'value': {'type': 'integer'}}}}}, 'resultSetMetaData': {'type': 'object', 'properties': {'__typename': {'type': 'string'}, 'marketingCarriers': {'type': 'array', 'items': {'type': 'object', 'properties': {'__typename': {'type': 'string'}, 'code': {'type': 'string'}, 'name': {'type': 'string'}}}}, 'priceRange': {'type': 'object', 'properties': {'__typename': {'type': 'string'}, 'max': {'type': 'integer'}, 'min': {'type': 'integer'}}}, 'travelTimeRange': {'type': 'object', 'properties': {'__typename': {'type': 'string'}, 'max': {'type': 'integer'}, 'min': {'type': 'integer'}}}}}, 'routes': {'type': 'array', 'items': {'type': 'object', 'properties': {'__typename': {'type': 'string'}, 'departureAt': {'type': 'string'}, 'departureDate': {'type': 'string'}, 'departureTimeOfDay': {'type': 'null'}, 'destination': {'type': 'object', 'properties': {'__typename': {'type': 'string'}, 'cityCode': {'type': 'string'}, 'cityName': {'type': 'string'}, 'code': {'type': 'string'}, 'continentCode': {'type': 'string'}, 'continentName': {'type': 'string'}, 'countryCode': {'type': 'string'}, 'countryName': {'type': 'string'}, 'name': {'type': 'string'}}}, 'origin': {'type': 'object', 'properties': {'__typename': {'type': 'string'}, 'cityCode': {'type': 'string'}, 'cityName': {'type': 'string'}, 'code': {'type': 'string'}, 'continentCode': {'type': 'string'}, 'continentName': {'type': 'string'}, 'countryCode': {'type': 'string'}, 'countryName': {'type': 'string'}, 'name': {'type': 'string'}}}}}}, 'searchPath': {'type': 'string'}, 'sponsoredTrips': {'type': 'array', 'items': {'type': 'object'}}, 'travelers': {'type': 'array', 'items': {'type': 'object', 'properties': {'__typename': {'type': 'string'}, 'ageType': {'type': 'string'}}}}, 'tripCampaigns': {'type': 'array'}, 'type': {'type': 'string'}, 'validWithVoucher': {'type': 'boolean'}}}, 'message': {'type': 'string'}, 'resultsPerPage': {'type': 'integer'}, 'status': {'type': 'boolean'}, 'totalResultCount': {'type': 'integer'}}}}",{'SIGN-UP-FOR-KEY': 'YOUR_RAPID_API_KEY'},RapidAPI