Model Context Protocol servers let AI agents reach beyond the codebase. They connect your agent to external APIs, databases, search engines, and services through a standardized protocol, so the agent can actually take action, not just write code.
1088 servers
A Model Context Protocol (MCP) server that integrates with Tilt to provide programmatic access to Tilt resources and logs through LLM applications. Imagine prompting like this: The key insight is you no longer need to tell your LLM how to build and deploy your code. Instead, you can simply ask it to what to build and deploy. Tilt is a powerful tool for working with Docker/Kubernetes workloads. Wit
This repository contains a MCP server that provides access to Milvus vector database functionality. Before using this MCP server, ensure you have: - Python 3.10 or higher - A running Milvus instance (local or remote) - uv installed (recommended for running the server) The recommended way to use this MCP server is to run it directly with uv without installation. This is how both Claude Desktop and
A simple Model Context Protocol (MCP) server that integrates with Notion's API to manage my personal todo list through Claude. This is a basic implementation tailored specifically for my minimalist todo list setup in Notion. This is a personal project designed for a very specific use case: my simple Notion todo list that has just three properties: - Task (title) - When (select with only two option
Provide the latest cryptocurrency news to AI agents, powered by CryptoPanic. Try Kukapay News MCP — no API key required, fully AI-annotated. The server implements only one tool: - kind: Content type (news, media) - numpages: Number of pages to fetch (default: 1, max: 10) Example Output: - CryptoPanic API key & API plan: get one here - Add a server entry to your configuration file: - Replace /your/
A Model Context Protocol (MCP) server for accessing the Climatiq API to calculate carbon emissions. This allows AI assistants to perform real-time carbon calculations and provide climate impact insights. This MCP server integrates with the Climatiq API to provide carbon emission calculations for AI assistants: - set-api-key: Configure the Climatiq API key used for authentication - electricity-emis
The LeetCode MCP Server is a Model Context Protocol (MCP) server that provides seamless integration with LeetCode APIs, enabling advanced automation and intelligent interaction with LeetCode's programming problems, contests, solutions, and user data. - 🌐 Multi-site Support: Support both leetcode.com (Global) and leetcode.cn (China) platforms - 📊 Problem Data Retrieval: Obtain detailed problem d
A Model Context Protocol (MCP) server for the Discord API (JDA), allowing seamless integration of Discord Bot with MCP-compatible applications like Claude Desktop. Enable your AI assistants to seamlessly interact with Discord. Manage channels, send messages, and retrieve server information effortlessly. Enhance your Discord experience with powerful automation capabilities. Manual Installation M
Enable MCP features for any Gin API with a line of code. Gin-MCP is an opinionated, zero-configuration library that automatically exposes your existing Gin endpoints as Model Context Protocol (MCP) tools, making them instantly usable by MCP-compatible clients like Cursor , Claude Desktop , Continue , Zed , and other MCP-enabled tools. Our philosophy is simple: minimal setup, maximum productivity .
A QR code generation MCP server implemented using FastMCP, supporting text-to-QR code conversion with base64 encoding output. - Support for any text to QR code conversion (including Chinese characters) - Customizable colors and styles - Base64 encoding - Support for STDIO, HTTP, and SSE transport modes - TRANSPORTMODE: Transport mode (sse, http, stdio), default: sse - HOST: Host address to bind, d
deco Studio Open-source · TypeScript-first · Deploy anywhere Open-source private AI workspace for organizations. decocms.com/studio Studio packages the infrastructure behind an internal AI rollout: model routing, MCP authentication, agent configuration, SSO, RBAC, audit logs, and usage accounting. Your teams get chat. You keep control. Under the hood it's one control plane for your AI agents — one
An MCP server that provides tools for checking latest stable package versions from multiple package registries: - npm (Node.js/JavaScript) - PyPI (Python) - Maven Central (Java) - Go Proxy (Go) - Swift Packages (Swift) - AWS Bedrock (AI Models) - Docker Hub (Container Images) - GitHub Container Registry (Container Images) - GitHub Actions This server helps LLMs ensure they're recommending up-to-da
QGISMCP connects QGIS to Claude AI through the Model Context Protocol (MCP), allowing Claude to directly interact with and control QGIS. This integration enables prompt assisted project creation, layer loading, code execution and more. This project is strongly based on the BlenderMCP project by Siddharth Ahuja - Two-way communication: Connect Claude AI to QGIS through a socket-based server. - Proj
Instead of manually writing a system prompt, this tool mines your actual conversation history — your word patterns, recurring topics, and habits of thought — and distils them into a ~3k character profile that meaningfully changes how an AI responds to you. The pipeline runs entirely locally. It never sends your conversation data anywhere. 1. Stream conversations-.json using ijson — never loads the
ROS-MCP-Server connects large language models (such as Claude, GPT, and Gemini) with existing robots giving them bidirectional AI integration. With no changes to existing robot source code, this enables: - 🗣 Commanding the robot in natural language → instructions are translated into ROS/ROS2 commands. - 👀 Giving AI full visibility → subscribe to topics, call services, read sensor data, and monit
A remote, hosted Model Context Protocol server that turns Claude, Cursor, Codex, VS Code Copilot, and ChatGPT into a full performance-testing operator. Create tests, launch load runs on managed cloud runners, read results, and get root-cause analysis — all in natural language, all authenticated with your own key. It's a remote, hosted server — nothing to install or run. Add this to your MCP client
This is a Model Context Protocol (MCP) server that provides AFL (Australian Football League) data from the Squiggle API. It allows you to retrieve information about past AFL games, current and past standings, team information, power rankings, tips, and projections. This MCP Server offers comprehensive access to AFL data, providing tools for: - 🏆 Retrieving current AFL standings - 📊 Retrieving pa
An MCP Server that enables AI assistants to interact with your local browsers. 1. Add MCP Browser Kit to your MCP Client: 2. Choose the right extension build for your browser: - Check the Compatibility table below to see which build (M2 or M3) is compatible with your browser - Note that M2 builds offer more functionality than M3 builds, so prefer M2 if your browser supports both 3. Download the la
Welcome to the Coin MCP Server – your one-stop shop for snagging the latest cryptocurrency prices faster than you can say "To the moon!" 🌙 Built with FastMCP and spiced up with zod for validation, this little server is here to fetch token prices from Bitget’s API like a trusty crypto butler. 🧑💼 中文文档 | English This project spins up a server that lets you query the current price of any cryptocur
A Model Context Protocol (MCP) server that provides AI assistants with access to ShopSavvy's comprehensive product data, pricing information, and historical price tracking. This MCP server enables AI assistants to: - Look up products by barcode, ASIN, URL, model number, or ShopSavvy ID - Get current pricing from multiple retailers - Access historical pricing data with date ranges - Schedule produc
一个将 OpenAPI/Swagger 规范转换为 Model Context Protocol (MCP) 格式的工具 零配置将您的 REST API 转换为 AI 可调用的工具 🚀 快速开始 • 📖 使用指南 • 🛠️ 开发 Languages: English | 中文 MCP Swagger Server 是一个将 OpenAPI/Swagger 规范转换为 Model Context Protocol (MCP) 格式的工具。 - 🔄 零配置转换: 输入 OpenAPI 规范，立即获得 MCP 工具 - 🎯 渐进式命令行: 提供逐步引导的命令行界面，方便用户配置 - 🔌 多传输协议: 支持 SSE、Streamable 和 Stdio 传输 - 🔐 安全认证: 支持 Bearer Token 认证保护 API 访问 - Node.js ≥ 20.0.0 - pnpm
The first general-purpose sentiment analysis tool for AI agents. KeyNeg MCP Server brings enterprise-grade sentiment analysis to Claude, ChatGPT, Gemini, and any AI assistant that supports the Model Context Protocol (MCP). - 95+ Sentiment Labels - Comprehensive negative sentiment taxonomy - Keyword Extraction - Identify specific complaints and issues - Batch Processing - Analyze multiple texts eff
An MCP server that aggregates live governance proposals from major DAOs enabling AI agents to track, analyze, and act on decentralized decision-making in real time, powered by Snapshot. - listspaces: Fetches a list of up to 10 recent Snapshot spaces, including their IDs, names, and descriptions. - listproposals: Retrieves up to 10 recent proposals for a given Snapshot space, including proposal IDs
An integration that allows Claude Desktop to interact with Spotify using the Model Context Protocol (MCP). - Spotify authentication - Search for tracks, albums, artists, and playlists - Playback control (play, pause, next, previous) - Create and manage playlists - Get personalized recommendations - Access user's top played tracks over different time periods - Node.js 16 or higher - Spotify account
A Model Context Protocol (MCP) server for interacting with Nutanix Prism Central APIs through Large Language Models (LLMs). THIS IS AN EXPERIMENTAL PROJECT This project was created as a personal project to explore the capabilities of the Model Context Protocol frameworks in Go. It is: - NOT an official Nutanix product or tool - NOT supported, endorsed, or maintained by Nutanix - NOT suitable for p