# Open Agent RL Dataset: High Quality AI Agent | Tool Use & Function Calls | Reinforcement Learning Datasets DeepNLP website provides high quality Agent & RL datasets to help LLM foundation/SFT/Post Train to get more capable models at function call, tool use and planning. The datasets are collected from genuinue online users' requests on our various Web/App/Mini App and Open OneKey Agent Router( https://www.deepnlp.org/agent/onekey-mcp-router) and Open OneKey MCP Router (https://www.deepnlp.org/agent/onekey-mcp-router). Some datasets requires credit to deduct and you can easily gain more credit by activities such as commenting and discussion and uploading your own datasets to the communities (https://www.deepnlp.org/workspace/billing). Visit Our AI Store Dataset Tab to Select https://www.deepnlp.org/store/dataset. ### Dataset Function Calling Tool Use Dataset DeepNLP provides various datasets services to help AI developers, researchers and practitioners to increase the accuracies of their AI Agent and LLM applications, covering various tasks such as text generation, reasoning, Function Calling or Tool Use, LLM, Reinforcement Learning. We mainly foucs on collecting high quality users' genuine queries or intents rather than synthetic data. Some of the datasets are free and some of them need to consume pre-paid credits. ## 1. Dataset Features **Genuinue Users' Queries**: Most of the high quality datasets are collected from query logs of our live AI Agents, such as MCP Tool Use Agent (https://agent.deepnlp.org/agent/mcp_tool_use), Open OneKey Agent Router( https://www.deepnlp.org/agent/onekey-mcp-router) and Open OneKey MCP Router (https://www.deepnlp.org/agent/onekey-mcp-router). **Function Call and MCP Servers Support**: The datasets covers wide range of MCP servers from the Open MCP Marketplace() and Playgrounds. **Users Action and Humans' Feedback**: Users' actual feedbacks are crucial in improving the AI Agents training process. We collects users' genuine actions, such as **ACCEPT/REJECT** in confirming the function call results, **Upvote/Downvote** action of the final responses, and many other users' feedback on clickable elements. **Various Domains and Tasks**: We covers 40+ categories of AI agents' tool use scenarios, ranging from information seeking (AI search, map search, etc) to autonomous AI agents browser use, computer use, Data Analysis, Excel Spreadsheet and Powerpoint creation and generation, etc. **Example AI Agent Dataset Dialogues** | Domain | Related MCP Server| Demo | | ---- | ---- | ---- | | Office File Agent | Excel Spreadsheet, Powerpoint, PDF, etc | [Example](https://agent.deepnlp.org/agent/mcp_tool_use/share/ee640008-6bc1-4c3a-832b-2557f985b540) [MCP]() | | AI Search/Deep Research | Bing/Google Custom/Perplexity/Tavily/Firecrawl | [Demo](https://agent.deepnlp.org/agent/mcp_tool_use?server=tavily-ai/tavily-mcp) [MCP]() | | Map Trip Planning | GoogleMap, Amap(Gaode), BaiduMap, etc. | [Example](https://agent.deepnlp.org/agent/mcp_tool_use/share/8ab0b25c-b72d-4cae-9c86-a852df8c6541) [MCP](https://agent.deepnlp.org/agent/mcp_tool_use?server=amap-mcp/amap-mcp-%E9%AB%98%E5%BE%B7%E5%9C%B0%E5%9B%BE-mcp) [Use MCP]() | | Browser Usage | Playwright, Puppeteer, etc. | [Demo](https://agent.deepnlp.org/agent/mcp_tool_use?server=puppeteer/puppeteer) [MCP]() | | Chart,Graph,Image | everart,mcp-server-charts(AntV),canva-mcp | [Demo](https://agent.deepnlp.org/agent/mcp_tool_use/share/93d94694-e673-49d3-b805-820c4ef842bd) [MCP]() | ## 2. Dataset Introduction We provide main below types of AI agents datasets in List of Messages Json Formats and scalar data such as rewards, etc. | Dataset Name | Description | User Feedback | Demo Dataset Link | Full DataSet Download | | --- | --- | ---- |-------------------------------------------------------------------------------------------------------------------------------|--------------------------------------------------------------------------------------------------------------------------| | Tool Use Multi-Turn Dialogue | The tool use multi-turn dialogue dataset is in the list of messages formats, Useful for AI Search/Deep Research/Map/Financial Data/etc | YES | - | | Function Calling/Tool Use | The dataset contains **messages** and **tools** as input and output the choosen **tool_call** result indicating which tool to use and the arguments. The datasets are collecte from calling SOTA LLM such as GPT, OpenAI o-series, Claude, Qwen, Kimi, etc. | No | [Download](https://www.deepnlp.org/store/dataset/dataset/pub-mcptoolbench/ai-agent-function-call-mcp-multi-turn-dataset-demo) | [Download](https://www.deepnlp.org/store/dataset/dataset/pub-mcptoolbench/ai-agent-function-call-mcp-multi-turn-dataset) | - | | Reinforcement Learning | Session of user and assistant' multi-dialogues, rewards from users' feedback in this session, such click of confirmation (Accept/Reject), Upvote, Downvote on the responses, etc. | YES | - | - | ### Dataset Function Calling Tool Use Dataset The functions calls datasets contains the List of messages (Users' Original Query), Available Tools (List of Json Schema) and Tool Call Results by SOTA LLM. For example, the LLM chooses puppeteer_navigate tool from 7 other tools of MCP Server puppeteer. And set the parameters as \{\"url\": \"https://www.baidu.com\"\} **Dataset Description** | KEY | Description | | ---- | ---- | | trace_id | The unique API Calling TRACE ID | | session_id | The identifier of each dialogues, which consists of multiple turns of dialogues and each user input contains trace_id | | data | The Json Object of Each Function Call | | data.function_calls.messages | List of Messages in \{"role":"", "content":""\} formats. | | data.function_calls.tools | List of Available Tools, including the schema of tools name, description and parameters| \`\`\` \{ "trace_id": "72d51b6e-8c48-42ee-bfc9-05209d1444c8", "session_id": "7ca7e84c-cee5-4ddd-be1e-748df2be481e", "model": "claude-opus-4", "data": \{ "function_calls": [\{ "messages": [\{ "role": "user", "content": "Visit website baidu.com and take a screenshot" \}, \{ "role": "assistant", "content": "", "tool_calls": [\{ "id": "call_f02ba9ee6b344dd0af9041", "type": "tool_use", "function": \{ "name": "puppeteer_navigate", "arguments": "\{\"url\": \"https://www.baidu.com\"\}" \} \}] \}, \{ "role": "tool", "tool_call_id": "call_f02ba9ee6b344dd0af9041", "name": "puppeteer_navigate", "content": "" \}, \{ "role": "assistant", "content": "", "tool_calls": [\{ "id": "call_c1e8658beda04f6881e8eb", "type": "tool_use", "function": \{ "name": "puppeteer_screenshot", "arguments": "\{\"name\": \"baidu_homepage\"\}" \} \}] \}, \{ "role": "tool", "tool_call_id": "call_c1e8658beda04f6881e8eb", "name": "puppeteer_screenshot", "content": "" \}], "tools": [\{ "type": "function", "function": \{ "name": "puppeteer_navigate", "description": "Navigate to a URL", "parameters": \{ "type": "object", "properties": \{ "url": \{ "type": "string", "description": "URL to navigate to" \}, "launchOptions": \{ "type": "object", "description": "PuppeteerJS LaunchOptions. Default null. If changed and not null, browser restarts. Example: \{ headless: true, args: ['--no-sandbox'] \}" \}, "allowDangerous": \{ "type": "boolean", "description": "Allow dangerous LaunchOptions that reduce security. When false, dangerous args like --no-sandbox will throw errors. Default false." \} \}, "required": ["url"] \} \} \}, \{ "type": "function", "function": \{ "name": "puppeteer_screenshot", "description": "Take a screenshot of the current page or a specific element", "parameters": \{ "type": "object", "properties": \{ "name": \{ "type": "string", "description": "Name for the screenshot" \}, "selector": \{ "type": "string", "description": "CSS selector for element to screenshot" \}, "width": \{ "type": "number", "description": "Width in pixels (default: 800)" \}, "height": \{ "type": "number", "description": "Height in pixels (default: 600)" \}, "encoded": \{ "type": "boolean", "description": "If true, capture the screenshot as a base64-encoded data URI (as text) instead of binary image content. Default false." \} \}, "required": ["name"] \} \} \}, \{ "type": "function", "function": \{ "name": "puppeteer_click", "description": "Click an element on the page", "parameters": \{ "type": "object", "properties": \{ "selector": \{ "type": "string", "description": "CSS selector for element to click" \} \}, "required": ["selector"] \} \} \}, \{ "type": "function", "function": \{ "name": "puppeteer_fill", "description": "Fill out an input field", "parameters": \{ "type": "object", "properties": \{ "selector": \{ "type": "string", "description": "CSS selector for input field" \}, "value": \{ "type": "string", "description": "Value to fill" \} \}, "required": ["selector", "value"] \} \} \}, \{ "type": "function", "function": \{ "name": "puppeteer_select", "description": "Select an element on the page with Select tag", "parameters": \{ "type": "object", "properties": \{ "selector": \{ "type": "string", "description": "CSS selector for element to select" \}, "value": \{ "type": "string", "description": "Value to select" \} \}, "required": ["selector", "value"] \} \} \}, \{ "type": "function", "function": \{ "name": "puppeteer_hover", "description": "Hover an element on the page", "parameters": \{ "type": "object", "properties": \{ "selector": \{ "type": "string", "description": "CSS selector for element to hover" \} \}, "required": ["selector"] \} \} \}, \{ "type": "function", "function": \{ "name": "puppeteer_evaluate", "description": "Execute JavaScript in the browser console", "parameters": \{ "type": "object", "properties": \{ "script": \{ "type": "string", "description": "JavaScript code to execute" \} \}, "required": ["script"] \} \} \}], "tool_calls": \{ "id": "call_f02ba9ee6b344dd0af9041", "function": \{ "arguments": "\{\"url\": \"https://www.baidu.com\"\}", "name": "puppeteer_navigate" \}, "type": "function" \} \}, \{ "messages": [\{ "role": "user", "content": "Visit website baidu.com and take a screenshot" \}, \{ "role": "assistant", "content": "", "tool_calls": [\{ "id": "call_f02ba9ee6b344dd0af9041", "type": "tool_use", "function": \{ "name": "puppeteer_navigate", "arguments": "\{\"url\": \"https://www.baidu.com\"\}" \} \}] \}, \{ "role": "tool", "tool_call_id": "call_f02ba9ee6b344dd0af9041", "name": "puppeteer_navigate", "content": "" \}, \{ "role": "assistant", "content": "", "tool_calls": [\{ "id": "call_c1e8658beda04f6881e8eb", "type": "tool_use", "function": \{ "name": "puppeteer_screenshot", "arguments": "\{\"name\": \"baidu_homepage\"\}" \} \}] \}, \{ "role": "tool", "tool_call_id": "call_c1e8658beda04f6881e8eb", "name": "puppeteer_screenshot", "content": "" \}], "tools": [\{ "type": "function", "function": \{ "name": "puppeteer_navigate", "description": "Navigate to a URL", "parameters": \{ "type": "object", "properties": \{ "url": \{ "type": "string", "description": "URL to navigate to" \}, "launchOptions": \{ "type": "object", "description": "PuppeteerJS LaunchOptions. Default null. If changed and not null, browser restarts. Example: \{ headless: true, args: ['--no-sandbox'] \}" \}, "allowDangerous": \{ "type": "boolean", "description": "Allow dangerous LaunchOptions that reduce security. When false, dangerous args like --no-sandbox will throw errors. Default false." \} \}, "required": ["url"] \} \} \}, \{ "type": "function", "function": \{ "name": "puppeteer_screenshot", "description": "Take a screenshot of the current page or a specific element", "parameters": \{ "type": "object", "properties": \{ "name": \{ "type": "string", "description": "Name for the screenshot" \}, "selector": \{ "type": "string", "description": "CSS selector for element to screenshot" \}, "width": \{ "type": "number", "description": "Width in pixels (default: 800)" \}, "height": \{ "type": "number", "description": "Height in pixels (default: 600)" \}, "encoded": \{ "type": "boolean", "description": "If true, capture the screenshot as a base64-encoded data URI (as text) instead of binary image content. Default false." \} \}, "required": ["name"] \} \} \}, \{ "type": "function", "function": \{ "name": "puppeteer_click", "description": "Click an element on the page", "parameters": \{ "type": "object", "properties": \{ "selector": \{ "type": "string", "description": "CSS selector for element to click" \} \}, "required": ["selector"] \} \} \}, \{ "type": "function", "function": \{ "name": "puppeteer_fill", "description": "Fill out an input field", "parameters": \{ "type": "object", "properties": \{ "selector": \{ "type": "string", "description": "CSS selector for input field" \}, "value": \{ "type": "string", "description": "Value to fill" \} \}, "required": ["selector", "value"] \} \} \}, \{ "type": "function", "function": \{ "name": "puppeteer_select", "description": "Select an element on the page with Select tag", "parameters": \{ "type": "object", "properties": \{ "selector": \{ "type": "string", "description": "CSS selector for element to select" \}, "value": \{ "type": "string", "description": "Value to select" \} \}, "required": ["selector", "value"] \} \} \}, \{ "type": "function", "function": \{ "name": "puppeteer_hover", "description": "Hover an element on the page", "parameters": \{ "type": "object", "properties": \{ "selector": \{ "type": "string", "description": "CSS selector for element to hover" \} \}, "required": ["selector"] \} \} \}, \{ "type": "function", "function": \{ "name": "puppeteer_evaluate", "description": "Execute JavaScript in the browser console", "parameters": \{ "type": "object", "properties": \{ "script": \{ "type": "string", "description": "JavaScript code to execute" \} \}, "required": ["script"] \} \} \}], "tool_calls": \{ "id": "call_c1e8658beda04f6881e8eb", "function": \{ "arguments": "\{\"name\": \"baidu_homepage\"\}", "name": "puppeteer_screenshot" \}, "type": "function" \} \}] \}, \} \`\`\`