Ranked by GitHub stars from awesome-mcp-servers
1,076 servers •39 categories
🎖️ 🐍 🏠 - MCP tool access to MarkItDown -- a library that converts many file formats (local or remote) to Markdown for LLM consumption.
MCP server that exercises all the features of the MCP protocol
🎖️ 🏠 ☁️ 📟 🍎 🪟 🐧 - Discovery, exploration, reporting and root cause analysis using all observability data, including metrics, logs, systems, containers, processes, and network connections
Up-to-date code documentation for LLMs and AI code editors.
Connect and unify data across various platforms and databases with [MindsDB as a single MCP server](https://docs.mindsdb.com/mcp/overview).
Browser automation capabilities using Puppeteer, both support local and remote browser connection.
Official Microsoft Playwright MCP server, enabling LLMs to interact with web pages through structured accessibility snapshots
Official GitHub server for integration with repository management, PRs, issues, and more.
AI-powered task management system for AI-driven development. Features PRD parsing, task expansion, multi-provider support (Claude, OpenAI, Gemini, Perplexity, xAI), and selective tool loading for optimized context usage.
A fully-featured coding agent that relies on symbolic code operations by using language servers.
MCP server for working with Blender
🎖️ 🦀 🏠 🍎 Local-first system capturing screen/audio with timestamped indexing, SQL/embedding storage, semantic search, LLM-powered history analysis, and event-triggered actions - enables building context-aware AI agents through a NextJS plugin ecosystem.
Memory manager for AI apps and Agents using various graph and vector stores and allowing ingestion from 30+ data sources
Run Python code in a secure sandbox via MCP tool calls
Open source MCP server specializing in easy, fast, and secure tools for Databases.
Provide coding agents direct access to Figma data to help them one-shot design implementation.
Remote Storage Access: SFTP, S3, FTP, SMB, NFS, WebDAV, GIT, FTPS, gcloud, azure blob, sharepoint, etc.
Connect with 2,500 APIs with 8,000+ prebuilt tools, and manage servers for your users, in your own app.
An MCP server for Inbox Zero. Adds functionality on top of Gmail like finding out which emails you need to reply to or need to follow up on.
MCP server for IDA Pro, allowing you to perform binary analysis with AI assistants. This plugin implement decompilation, disassembly and allows you to generate malware analysis reports automatically.
🎖️ ☁️ - AWS MCP servers for seamless integration with AWS services and resources.
☕ 🏠 - A Model Context Protocol server for Ghidra that enables LLMs to autonomously reverse engineer applications. Provides tools for decompiling binaries, renaming methods and data, and listing methods, classes, imports, and exports.
[gitmcp.io](https://gitmcp.io/) is a generic remote MCP server to connect to ANY [GitHub](https://www.github.com) repository or project for documentation
Automate your local Chrome browser
A swiss-army-knife that can manage/execute programs and read/write/search/edit code and text files.
An MCP server for searching your personal WhatsApp messages, contacts and sending messages to individuals or groups
Extract and convert YouTube video information.
An MCP server using Playwright for browser automation and webscrapping
MCP server for Atlassian products (Confluence and Jira). Supports Confluence Cloud, Jira Cloud, and Jira Server/Data Center. Provides comprehensive tools for searching, reading, creating, and managing content across Atlassian workspaces.
MCP Server for Android/iOS application and device automation, development and app scraping. Simulator/Emulator/Physical devices like iPhone, Google Pixel, Samsung supported.
Create crafted UI components inspired by the best 21st.dev design engineers.
Baserow database integration with table search, list, and row create, read, update, and delete capabilities.
🎖️ 📇 ☁️ – A Model Context Protocol (MCP) server lets AI assistants like Claude use the Exa AI Search API for web searches. This setup allows AI models to get real-time web information in a safe and controlled way.
🎖️ 📇 ☁️ - A Model Context Protocol server for generating visual charts using [AntV](https://github.com/antvis).
A MCP server for interacting with the Godot game engine, providing tools for editing, running, debugging, and managing scenes in Godot projects.
An Excel manipulation server providing workbook creation, data operations, formatting, and advanced features (charts, pivot tables, formulae).
Interacting with Obsidian via REST API
🎖️ 📇 ☁️ - Integration with Cloudflare services including Workers, KV, R2, and D1
Containerized environments for coding agents. Multiple agents can work independently, isolated in fresh containers and git branches. No conflicts, many experiments. Full execution history, terminal access to agent environments, git workflow. Any agent/model/infra stack.
🐍 🏠 🍎 🪟 🐧 An MCP server that indexes local code into a graph database to provide context to AI assistants with a graphical code visualizations for humans.
🎖️ 🐍 🏠 - Tools and templates to create validated and maintainable data charts and dashboards.
🎖️ 📇 - Automate browser interactions in the cloud (e.g. web navigation, data extraction, form filling, and more)
🎖️ 📇 ☁️ Connect AI agents to 600+ integrations with a single interface - OAuth, scaling, and monitoring included
MCP Server for Unity Editor and for a game made with Unity
🎖️ 🐍 🏠 ☁️ - Search dashboards, investigate incidents and query datasources in your Grafana instance
All-in-one MCP server for Postgres development and operations, with tools for performance analysis, tuning, and health checks
Search ArXiv research papers
MCP server that gives AI assistants seamless access to shadcn/ui v4 components, blocks, demos, and metadata.
🎖️ 📇 ☁️ - Official Supabase MCP server to connect AI assistants directly with your Supabase project and allows them to perform tasks like managing tables, fetching config, and querying data.