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base on Composio equip's your AI agents & LLMs with 100+ high-quality integrations via function calling <a href="https://x.com/GanatraSoham/?utm_campaign=github-readme" target="_blank"> <img src="./python/docs/imgs/follow_x.png" width="100%" alt="Follow me" /> </a> <a href="https://app.composio.dev/?utm_campaign=github-readme" target="_blank"> <img src="./python/docs/imgs/try_hosted.png" width="100%" alt="Sign up" /> </a> <a href="https://github.com/composiohq/composio/blob/master/README.md">EN</a> | <a href="https://github.com/composiohq/composio/blob/master/README-CN.md">CN</a> | <a href="https://github.com/composiohq/composio/blob/master/README-JP.md">JP</a> <a href="https://composio.dev//#gh-dark-mode-only"> <img src="./python/docs/imgs/composio_white_font.svg" width="318px" alt="Composio logo" /> </a> <a href="https://composio.dev//#gh-light-mode-only"> <img src="./python/docs/imgs/composio_black_font.svg" width="318px" alt="Composio Logo" /> </a> <a href="https://github.com/composiodev/composio/actions/workflows/common.yml"> <img alt="Tests" src="https://img.shields.io/github/actions/workflow/status/composiodev/composio/common.yml?label=Tests&style=plastic&logo=github&color=blue&cacheSeconds=60"> </a> <a href="https://pypi.org/project/composio-core/"> <img alt="PyPI" src="https://img.shields.io/pypi/v/composio_core?label=Latest&style=plastic&logo=pypi&color=blue&cacheSeconds=60&logoColor=white"> </a> <a href="https://www.npmjs.com/package/composio-core"> <img alt="NPM" src="https://img.shields.io/npm/v/composio-core?style=plastic&logo=npm&logoColor=white&label=latest&color=blue&cacheSeconds=60"> </a> <a href="https://pypi.org/project/composio-core/"> <img alt="Downloads" src="https://img.shields.io/pypi/dm/composio-core?label=Downloads&style=plastic&logo=github&color=blue&cacheSeconds=60"> </a> <h2 align="center"> Production Ready Toolset for AI Agents </h2> <h4 align="center">Equip your agent with high-quality tools & integrations without worrying about authentication, accuracy, and reliability in a single line of code! </h4> <div align="center"> <a href="https://docs.composio.dev" rel="dofollow">Explore the Docs »</a> <a href="https://app.composio.dev">Try on Dashboard</a> | <a href="https://www.composio.dev">Homepage</a> |  <a href="https://docs.composio.dev/sdk">SDK</a> | <a href="https://docs.composio.dev/api-reference/">APIs</a> </div> <hr> <div align="center"> ✨ Socials >> <a href="https://dub.composio.dev/JoinHQ">Discord</a> | <a href="https://www.youtube.com/@Composio">Youtube</a> | <a href="https://twitter.com/composiohq">Twitter</a> | <a href="https://www.linkedin.com/company/composio-dev"> Linkedin </a> ⛏️ Contribute >> <a href="https://github.com/composiodev/composio/issues/new?assignees=&labels=type%3A+bug&template=bug_report.yml&title=%F0%9F%90%9B+Bug+Report%3A+">Report Bugs</a> | <a href="https://github.com/composiodev/composio/issues/new?assignees=&labels=feature&template=feature_request.yml&title=%F0%9F%9A%80+Feature%3A+">Request Feature</a> | <a href="https://github.com/composiodev/composio/blob/master/CONTRIBUTING.md">Contribute</a> </div> ## 📋 Table of contents - [📋 Table of contents](#-table-of-contents) - [🤔 Why Composio?](#-why-composio) - [🔥 Key Features](#-key-features) - [🚀 Getting Started with Python](#-getting-started-with-python) - [1. Installation](#1-installation) - [2. Testing Composio in Action](#2-testing-composio-in-action) - [🚀 Getting Started with Javascript](#-getting-started-with-javascript) - [1. **Install the Composio SDK**:](#1-install-the-composio-sdk) - [2. **Setup the OpenAI and Composio Tool Set**:](#2-setup-the-openai-and-composio-tool-set) - [3. **Run your script**:](#3-run-your-script) - [💡 Examples](#-examples) - [Python Examples](#python-examples) - [Javascript Examples](#javascript-examples) - [Star History](#star-history) - [📋 Read Our Code Of Conduct](#-read-our-code-of-conduct) - [🤗 Contributions](#-contributions) - [🔗 Links](#-links) - [🛡️ License](#️-license) - [💪 Thanks To All Contributors](#-thanks-to-all-contributors) ## 🤔 Why Composio? We believe AI Based Agents/Workflows are the future. Composio is the best toolset to integrate AI Agents to best Agentic Tools and use them to accomplish tasks. <img alt="Illustration" src="./python/docs/imgs/banner.gif" style="border-radius: 5px"/> ## 🔥 Key Features - **100+ Tools**: Support for a range of different categories - **Software**: Do anything on GitHub, Notion, Linear, Gmail, Slack, Hubspot, Salesforce, & 90 more. - **OS**: Click anywhere, Type anything, Copy to Clipboard, & more. - **Browser**: Smart Search, Take a screenshot, MultiOn, Download, Upload, & more. - **Search**: Google Search, Perplexity Search, Tavily, Exa & more. - **SWE**: Ngrok, Database, Redis, Vercel, Git, etc. - **RAG**: Agentic RAG for any type of data on the fly! - **Frameworks**: Use tools with agent frameworks like **OpenAI, Groq (OpenAI compatible), Claude, LlamaIndex, Langchain, CrewAI, Autogen, Gemini, Julep, Lyzr**, and more in a single line of code. - **Managed Authorisation**: Supports six different auth protocols. _Access Token, Refresh token, OAuth, API Keys, JWT, and more_ abstracted out so you can focus on the building agents. - **Accuracy**: Get _up to 40% better agentic accuracy_ in your tool calls due to better tool designs. - **Embeddable**: Whitelabel in the backend of your applications managing Auth & Integrations for all your users & agents and maintain a consistent experience. - **Pluggable**: Designed to be extended with additional Tools, Frameworks and Authorisation Protocols very easily. ## 🚀 Getting Started with Python ### 1. Installation To get started, type the following command in your Terminal. ```bash pip install composio-core ``` If you want to install the 'composio' package along with its openai plugin: `pip install composio-openai`. ### 2. Testing Composio in Action Let's use Composio to create an AI Agent that can star a Github Repo. ```bash composio add github # Connect your Github - Run this in terminal ``` ```python from openai import OpenAI from composio_openai import ComposioToolSet, App, Action openai_client = OpenAI( api_key="{{OPENAIKEY}}" ) # Initialise the Composio Tool Set composio_tool_set = ComposioToolSet() # Get GitHub tools that are pre-configured actions = composio_tool_set.get_actions( actions=[Action.GITHUB_STAR_A_REPOSITORY_FOR_THE_AUTHENTICATED_USER] ) my_task = "Star a repo composiodev/composio on GitHub" # Setup openai assistant assistant_instruction = "You are a super intelligent personal assistant" assistant = openai_client.beta.assistants.create( name="Personal Assistant", instructions=assistant_instruction, model="gpt-4-turbo", tools=actions, ) # create a thread thread = openai_client.beta.threads.create() message = openai_client.beta.threads.messages.create( thread_id=thread.id, role="user", content=my_task ) # Execute Agent with integrations run = openai_client.beta.threads.runs.create( thread_id=thread.id, assistant_id=assistant.id ) # Execute Function calls response_after_tool_calls = composio_tool_set.wait_and_handle_assistant_tool_calls( client=openai_client, run=run, thread=thread, ) print(response_after_tool_calls) ``` ## 🚀 Getting Started with Javascript To get started with the Composio SDK in Javascript, follow these steps: ### 1. **Install the Composio SDK**: ```bash npm install composio-core ``` ### 2. **Setup the OpenAI and Composio Tool Set**: ```javascript import { OpenAI } from "openai"; import { OpenAIToolSet } from "composio-core"; const toolset = new OpenAIToolSet({ apiKey: process.env.COMPOSIO_API_KEY, }); async function setupUserConnectionIfNotExists(entityId) { const entity = await toolset.client.getEntity(entityId); const connection = await entity.getConnection('github'); if (!connection) { // If this entity/user hasn't already connected the account const connection = await entity.initiateConnection(appName); console.log("Log in via: ", connection.redirectUrl); return connection.waitUntilActive(60); } return connection; } async function executeAgent(entityName) { const entity = await toolset.client.getEntity(entityName) await setupUserConnectionIfNotExists(entity.id); const tools = await toolset.get_actions({ actions: ["github_issues_create"] }, entity.id); const instruction = "Make an issue with sample title in the repo - himanshu-dixit/custom-repo-breaking" const client = new OpenAI({ apiKey: process.env.OPEN_AI_API_KEY }) const response = await client.chat.completions.create({ model: "gpt-4-turbo", messages: [{ role: "user", content: instruction, }], tools: tools, tool_choice: "auto", }) console.log(response.choices[0].message.tool_calls); await toolset.handle_tool_call(response, entity.id); } executeAgent("your-entity-name"); ``` ### 3. **Run your script**: ```bash node your_script.js ``` This will set up the Composio SDK and execute an agent that creates a GitHub issue using the provided instructions. For more details, refer to the [Composio SDK Documentation](https://docs.composio.dev/). ## 💡 Examples ### [Python Examples](https://docs.composio.dev/guides/python/) ### [Javascript Examples](https://docs.composio.dev/guides/javascript/) ## Star History [![Star History Chart](https://api.star-history.com/svg?repos=composiohq/composio&type=Date)](https://star-history.com/#composiohq/composio&Date) ## 📋 Read Our Code Of Conduct As part of our open-source community, we hold ourselves and other contributors to a high standard of communication. As a participant and contributor to this project, you agree to abide by our [Code of Conduct](https://github.com/composiodev/composio/blob/master/CODE_OF_CONDUCT.md). ## 🤗 Contributions Composio is open-source and we welcome contributions. Please fork the repository, create a new branch for your feature, add your feature or improvement, and send a pull request. Also go through our [Contribution Guidelines](https://github.com/composiodev/composio/blob/master/CONTRIBUTING.md) and [Code of Conduct](https://github.com/composiodev/composio/blob/master/CODE_OF_CONDUCT.md) before you start. ## 🔗 Links - [Home page](https://composio.dev?utm_campaign=github-readme) - [Contribution Guidelines](https://github.com/composiodev/composio/blob/master/CONTRIBUTING.md) - [Docs](https://docs.composio.dev/?utm_campaign=github-readme) ## 🛡️ License Composio is licensed under the Elastic License - see the [LICENSE](https://github.com/composiodev/composio/blob/master/LICENSE) file for details. ## 💪 Thanks To All Contributors <a href="https://github.com/composiohq/composio/graphs/contributors"> <img src="https://contributors-img.web.app/image?repo=composiodev/composio" alt="List of Contributors"/> </a> ", Assign "at most 3 tags" to the expected json: {"id":"11074","tags":[]} "only from the tags list I provide: [{"id":77,"name":"3d"},{"id":89,"name":"agent"},{"id":17,"name":"ai"},{"id":54,"name":"algorithm"},{"id":24,"name":"api"},{"id":44,"name":"authentication"},{"id":3,"name":"aws"},{"id":27,"name":"backend"},{"id":60,"name":"benchmark"},{"id":72,"name":"best-practices"},{"id":39,"name":"bitcoin"},{"id":37,"name":"blockchain"},{"id":1,"name":"blog"},{"id":45,"name":"bundler"},{"id":58,"name":"cache"},{"id":21,"name":"chat"},{"id":49,"name":"cicd"},{"id":4,"name":"cli"},{"id":64,"name":"cloud-native"},{"id":48,"name":"cms"},{"id":61,"name":"compiler"},{"id":68,"name":"containerization"},{"id":92,"name":"crm"},{"id":34,"name":"data"},{"id":47,"name":"database"},{"id":8,"name":"declarative-gui "},{"id":9,"name":"deploy-tool"},{"id":53,"name":"desktop-app"},{"id":6,"name":"dev-exp-lib"},{"id":59,"name":"dev-tool"},{"id":13,"name":"ecommerce"},{"id":26,"name":"editor"},{"id":66,"name":"emulator"},{"id":62,"name":"filesystem"},{"id":80,"name":"finance"},{"id":15,"name":"firmware"},{"id":73,"name":"for-fun"},{"id":2,"name":"framework"},{"id":11,"name":"frontend"},{"id":22,"name":"game"},{"id":81,"name":"game-engine "},{"id":23,"name":"graphql"},{"id":84,"name":"gui"},{"id":91,"name":"http"},{"id":5,"name":"http-client"},{"id":51,"name":"iac"},{"id":30,"name":"ide"},{"id":78,"name":"iot"},{"id":40,"name":"json"},{"id":83,"name":"julian"},{"id":38,"name":"k8s"},{"id":31,"name":"language"},{"id":10,"name":"learning-resource"},{"id":33,"name":"lib"},{"id":41,"name":"linter"},{"id":28,"name":"lms"},{"id":16,"name":"logging"},{"id":76,"name":"low-code"},{"id":90,"name":"message-queue"},{"id":42,"name":"mobile-app"},{"id":18,"name":"monitoring"},{"id":36,"name":"networking"},{"id":7,"name":"node-version"},{"id":55,"name":"nosql"},{"id":57,"name":"observability"},{"id":46,"name":"orm"},{"id":52,"name":"os"},{"id":14,"name":"parser"},{"id":74,"name":"react"},{"id":82,"name":"real-time"},{"id":56,"name":"robot"},{"id":65,"name":"runtime"},{"id":32,"name":"sdk"},{"id":71,"name":"search"},{"id":63,"name":"secrets"},{"id":25,"name":"security"},{"id":85,"name":"server"},{"id":86,"name":"serverless"},{"id":70,"name":"storage"},{"id":75,"name":"system-design"},{"id":79,"name":"terminal"},{"id":29,"name":"testing"},{"id":12,"name":"ui"},{"id":50,"name":"ux"},{"id":88,"name":"video"},{"id":20,"name":"web-app"},{"id":35,"name":"web-server"},{"id":43,"name":"webassembly"},{"id":69,"name":"workflow"},{"id":87,"name":"yaml"}]" returns me the "expected json"

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