Discover Awesome MCP Servers

JoyCode MCP Server - FOP Workflow Assistant

Enables intelligent workflow automation for JD's FOP platform, supporting PRD analysis, code generation, and flowchart creation with smart retrieval optimization and standardized file naming rules.

NASA MCP Server

A Model Context Protocol server that provides a standardized interface for AI models to interact with NASA's vast array of data sources including APOD, Mars Rover photos, satellite imagery, and space weather data.

Qdrant MCP Server

Enables storing and retrieving information using semantic search with Qdrant vector database. Acts as a memory layer for LLMs to persistently store and semantically search through information and metadata.

Agent Index MCP Server

Enables users to search and discover over 500 AI agent endpoints and x402 APIs directly from MCP-compatible clients like Claude and Cursor. It provides tools to query endpoints by keyword, category, or capability while offering access to detailed provider statistics.

Google Forms MCP Server

Enables interaction with Google Forms API to create forms, add questions, and retrieve responses through natural language commands.

bach-whatsapp_number_validators

An MCP server for the WhatsApp Number Validators API that enables users to verify WhatsApp registration and business account status for single or bulk phone numbers. It also provides phone number validation with suggested alternatives for invalid entries across different countries.

git MCP server

MCP Server for the Slack API, enabling Claude to interact with Slack workspaces.

NetBox MCP Server

Enables read-only interaction with NetBox network documentation and infrastructure data through LLMs. Allows querying devices, sites, IP addresses, and viewing change history via natural language.

Remote MCP Server

A Cloudflare Workers-based Model Context Protocol server that enables Claude Desktop and other MCP clients to connect and use mathematical tools via a secure OAuth login.

Ant Design Components MCP Server

Exposes Ant Design component documentation to Large Language Models, allowing LLMs to explore and understand Ant Design components through specialized tools for listing components, viewing documentation, inspecting props, and browsing code examples.

Chroma MCP Server

Enables LLMs to perform semantic search and document management using ChromaDB, supporting natural language queries with intuitive similarity metrics for retrieval augmented generation applications.

MCP DevOps Hub

MCP server for end-to-end development visibility (Jira, GitHub, CI/CD, etc.)

Zotero MCP Server

Enables semantic search and management of Zotero reference libraries using PostgreSQL with pg-vector and OpenAI/Ollama embeddings. Provides AI-powered search, full-text extraction, metadata access, annotations, notes, tags, and collections management.

MCP Swagger Server

An MCP server that provides access to Swagger/OpenAPI documentation and allows making API requests based on the specification.

Fetch as Markdown

Fetches web pages and converts them to clean, readable markdown format by extracting main content while removing navigation, ads, and other non-essential elements to minimize token usage.

Video Metadata MCP Server

Enables management of sports video metadata with PostgreSQL backend, supporting CRUD operations, advanced search, and tracking of game information including teams, scores, player statistics, and match details.

TypeScript MCP Server Boilerplate

A boilerplate project for quickly developing Model Context Protocol (MCP) servers using TypeScript SDK. Includes example tools for calculations and greetings, plus system information resources.

MCP Learning Project

A comprehensive tutorial project that teaches Model Context Protocol (MCP) development from beginner to advanced levels, covering both server-side and client-side development.

MongoDB Atlas MCP Server

An MCP server that enables users to create and manage MongoDB Atlas clusters, users, and network access through natural language commands.

302AI File Parser MCP Server

An MCP server that parses files for Claude Desktop, requiring a 302AI API key for operation.

Reviewer MCP

An MCP service that provides AI-powered development workflow tools including specification generation, code review, and project management with support for both OpenAI and Ollama models.

read-website-fast

Fast, token-efficient web content extraction tool that converts websites to clean Markdown for AI agents, featuring smart caching, content extraction with Mozilla Readability, and polite crawling capabilities.

OpenAPI → MCP Server

A Python CLI tool that generates a basic Node.js/TypeScript MCP server from an OpenAPI v3 spec (JSON/YAML), mapping each operation to an MCP tool.

Gemini Docs MCP Server

Enables users to search and fetch Google's Gemini API documentation directly within an MCP-compliant environment. It provides structured access to guides and references for features like function calling, embeddings, and text generation.

Bucket Feature Flags MCP Server

Flag features directly from chat in your code editor, including VS Code, Cursor, Windsurf, Claude Code—any IDE with MCP support.

Pexpect MCP Server

Enables AI assistants to execute Python code with pexpect functionality for interactive debugging sessions with command-line tools like LLDB and GDB. Maintains a stateful Python session allowing programmatic control of interactive processes.

Sysinternals MCP Server

Exposes Sysinternals and NirSoft Windows diagnostic binaries as MCP tools with safe subprocess execution. Dynamically registers tools from a binaries directory with built-in security filters for destructive operations.

QMYZ-MCP

An MCP server for the Qingma Yizhan (青马易战) platform that provides automated quiz-answering capabilities. It enables users to retrieve course lists, fetch question details, and submit answers through a unified model context interface.

Qiita MCP Server

Enables searching and browsing Qiita articles, including filtering by tags and users, retrieving comments, and accessing bookmarked articles. Supports both public Qiita and private Qiita Team instances.