Discover Awesome MCP Servers

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.

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.

Pydantic AI Documentation Server

Provides programmatic access to Pydantic-AI documentation as an MCP server, enabling retrieval of specific documents, listing of topics, and access to changelog information.

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

将 Ant Design 组件文档暴露给大型语言模型，使 LLM 能够通过专门的工具来探索和理解 Ant Design 组件，这些工具包括：列出组件、查看文档、检查 props 以及浏览代码示例。

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.

Cox's Bazar AI Itinerary MCP Server

Provides travel planning tools for Cox's Bazar, Bangladesh, including weather forecasts, AI-powered itinerary generation, and pre-configured travel planning prompts.

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 RAG

A complete MCP server for Retrieval-Augmented Generation with file management and vector memory for agents. Supports multiple document formats (PDF, DOCX, TXT, MD, CSV, JSON) with semantic search using Hugging Face embeddings and ChromaDB for efficient vector storage.

MCP for Vivado

An AI-centric MCP server that enables automated Xilinx Vivado workflows, including project management, synthesis, implementation, and timing analysis. It allows AI agents to drive hardware design processes while integrating directly with the official Vivado GUI for visual context.

DollhouseMCP

A comprehensive Model Context Protocol server that enables dynamic AI persona management with GitHub-powered marketplace integration, allowing Claude and other compatible AI assistants to activate different behavioral personas with community sharing capabilities.

AVD MCP Server

Automates Android Virtual Device operations by enabling users to start emulators, execute development commands, and capture screenshots. It facilitates Android testing workflows by returning command outputs and visual feedback directly to AI assistants.

Twitter MCP Server

这个 MCP 服务器允许客户端与 Twitter 互动，从而能够发布推文和搜索 Twitter。

Replicate

使用户能够通过模型上下文协议访问和管理 Replicate 的 AI 模型和预测，并提供用于创建、取消和检索模型预测和参数的工具。

MCP Time Server

A TypeScript server that provides time-related tools through the Model Context Protocol, allowing users to get current time in various timezones and convert times between different IANA timezones.

Google Chat Webhook MCP Server

Sends messages to Google Chat via webhooks with automatic Markdown to Cards V2 conversion, supporting headers, lists, code blocks, tables, and images with validation and fallback handling.

pkgx MCP

A Model Context Protocol server that allows AI to run any Open Source tool via pkgx, enabling Claude to execute commands while maintaining read-only access to the filesystem.

Feedback Pipeline MCP Server

Bridges Notion custom agents with Claude Code to automate bug reproduction and fix implementation. It utilizes Playwright for browser automation to verify issues and Claude Code to develop and test software fixes.

DotnetTemplateMCP

MCP server wrapping the .NET Template Engine for AI-driven template discovery, inspection, and instantiation

MCP based Math Drawing Client

代理式 MCP 客户端服务器，解决数学任务并在绘图应用程序中以矩形绘制输出。

Financial Analysis MCP Server

Enables LLMs to retrieve, analyze, and visualize stock prices and financial report data for quantitative trading research and investment analysis. Provides real-time and historical stock data, financial statement analysis, key metric calculations, and trading signal visualization.

BambooHR MCP Server

Enables AI assistants to interact with BambooHR's API through natural language queries. Provides access to employee data, time off management, company files, and HR operations with comprehensive tools for workforce management.

OnSched Consumer API MCP Server

An MCP server that enables interaction with OnSched's consumer-facing appointment scheduling API through natural language, allowing users to manage bookings, appointments, and scheduling operations.

302AI File Parser MCP Server

一个 MCP 服务器，用于解析 Claude Desktop 的文件，需要 302AI API 密钥才能运行。

Siigo MCP Server

Enables interaction with the Siigo API to manage products, customers, and invoices with enterprise-grade security features like RBAC and audit logging. It supports financial reporting operations and secure data handling through the Model Context Protocol.

WhatsApp MCP Server

A Python-based MCP server that automates WhatsApp Web using Playwright to manage chats and messages. It enables users to list conversations, send messages, and retrieve history through a local browser automation interface.

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.

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.

Flux Schnell Server

一个基于 Flux Schnell 模型的 MCP 图像生成服务器，提供 API 接口，可以通过文本提示生成图像，并支持自定义尺寸和种子。