Discover Awesome MCP Servers

Memento Vault

Provides persistent knowledge capture and retrieval for coding agents. Enables searching the vault, storing notes, capturing sessions, and reading notes via MCP tools.

claude-mermaid

MCP Server to previewing mermaid diagrams. https://github.com/veelenga/claude-mermaid/

Ollama Pydantic Project

创建了一个示例项目，用于使用本地 Ollama 模型和 MCP 服务器集成来实现 Pydantic 代理。

Mac MCP

A local macOS MCP server for AI Agents that exposes safe endpoints for shell commands, files, processes, macOS automation, browser control, and more.

AI Diary MCP Server

A private, local-first MCP server that gives any AI long-term memory — its own diary. Zero models, zero network, zero subscription; smarter search than Notion, running entirely on your machine.

LiveKit RAG Assistant

Enables AI-powered semantic search and question-answering for LiveKit documentation using Pinecone vector search and real-time web search with Tavily, providing detailed responses with source attribution.

QI140 MCP Multi

A multi-purpose MCP server for AI-powered healthcare assistance that processes clinical data through configurable LLM providers. Maintains webhook endpoints for patient data processing with PostgreSQL logging and OpenAPI documentation.

Aristotle MCP Server

Enables LLMs to prove theorems in Lean and formalize mathematical problems using the Aristotle API, supporting both formal Lean code and natural language problem submissions.

Alternative Payments MCP Server

Provides AI assistants with read and safe-write access to Alternative Payments customers, invoices, payment requests, transactions, payouts, and webhooks without directly moving money.

MySQL MCP Server

Enables AI assistants to securely interact with MySQL databases for schema discovery, data querying, and record management with configurable access controls. It provides specialized tools for listing tables, describing structures, and performing CRUD operations within environments like Claude and VS Code.

Android Project MCP Server

一个模型上下文协议（Model Context Protocol）服务器，它使得可以直接在 Visual Studio Code 中构建 Android 项目并运行测试，通过诸如 Cline 或 Roo Code 等扩展实现。

marsnme

Agent-agnostic persistent memory backend. 13 MCP tools, Supabase + Jina embeddings, multi-profile isolation, semantic recall across sessions.

Shell Command MCP Server

允许通过 Claude 的 MCP 接口在安全的 Docker 容器内执行 shell 命令，提供 Kubernetes 工具和隔离环境，而无需访问宿主机的 Docker 守护进程。

vision-memory-mcp

Persistent visual cache for LLM-driven software development. Caches screenshots using perceptual hashing, vector search, and AX trees to prevent token overhead and visual hallucination loops.

HiveExchange

Enables autonomous agents to interact with prediction markets, perpetuals, and derivatives on HiveExchange with real USDC settlement on Base L2.

OpenWeatherMap MCP Server

A Model Context Protocol server that provides comprehensive weather data and forecasts through the OpenWeatherMap API, enabling AI assistants to access real-time weather information, forecasts, air quality data, and location services.

Jumpseller API MCP Server

An MCP Server that provides access to the Jumpseller e-commerce platform API, allowing users to interact with Jumpseller's functionality through natural language commands.

G2 Reviews API MCP Server

Enables fetching structured JSON reviews from G2 product pages, including ratings, pros/cons, reviewer details, and optional product metadata.

humanMCP

A personal content server that lets individuals publish content with cryptographic proof of authorship and explicit license terms, allowing AI agents to interact via the Model Context Protocol.

Gremlin Web Scraper MCP

A lightweight HTTP module that enables scraping visible text from any publicly accessible webpage, integrating directly with VS Code's MCP system.

Document MCP

Enables reading and searching documents in allowlisted folders via LiteLLM and MCP tools, using COM for Office files to support IRM-protected content.

jira-dc-advops-mcp

Local MCP helpers for Jira Data Center advanced ops used from Cursor. It enables reading Tempo Structure boards via Structure REST API.

erbina

Bootstraps dev environments by installing, wiring, and verifying CLI tools and MCP servers from curated recipes, and provides scope-aware audit of MCP configurations.

opencode-openai-vision-mcp

Provides image/vision support for OpenCode by routing images to any OpenAI-compatible endpoint, enabling paste-and-ask screenshot workflows.

Unanet GovCon ERP MCP Server

Enables natural language interaction with Unanet GovCon ERP for project management, time tracking, financial reporting, and contact management, turning complex navigation into simple questions.

me-db

Enables Claude to read, write, and search markdown notes stored in a private git repo via an MCP server integrated with Silverbullet editor.

Draw Things MCP Server

Enables LLMs to generate and transform images locally on Mac using Stable Diffusion through the Draw Things app, supporting text-to-image and image-to-image generation with Apple Silicon acceleration.

Mac-Commander

A minimal macOS GUI-automation MCP server providing tools to see app state, perform actions, manage apps, send notifications, and run AppleScripts with security boundaries.

Job URL Analyzer MCP Server

A FastAPI-based microservice that analyzes job URLs and extracts detailed company information by crawling job postings and company websites, with data enrichment from external providers.

ssh-alias-mcp

Enables AI agents to SSH into Linux servers, run commands, deploy code, and manage servers via natural language, also doubles as a CLI for manual use.