MCP Servers

MCP on Rails Workshop materials

基于 MCP (Model Context Protocol) 和 LangGraph 构建的企业级数据分析智能助手。通过自然语言对话，实现数据库查询、数据可视化、用户画像分析、评论情感挖掘、销量预测等复杂分析任务。

Framework-layer DX for Model Context Protocol — scaffolding, hot reload, inspector UI, and OpenAPI → MCP tool generator. The create-next-app of MCP. Built for agents.

A friendly explanation of MCP apps.

MCP server by RuiRomano

yandex metrika and direct mcp server

Self-hosted remote MCP server that lets an AI (Claude, etc.) read, search and send email through multiple IMAP/SMTP accounts

Local MCP gateway that fans out to N downstream MCP servers, namespaces tools, and lazy-loads schemas — so your coding agent's context isn't eaten by MCP boilerplate. Built for agents.

Deploy-once Cloudflare Worker wrapper exposing Email REST API + MCP endpoint for AI agents

MySQL 自然语言查询 MCP 服务器 - 使用 FastMCP 构建。

FastMCP server exposing the AWS Service Authorization Reference — query IAM actions, find destructive operations, and search across all AWS services | FastMCP · MCP · AWS IAM · Python

🚀 A secure-by-default, local-first learning path for the Model Context Protocol (MCP). Features a modular architecture with production-grade security: protocol-level interception, identity-based rate limiting, fine-grained scopes, and audit logging. 🔐

MCP Server for TencentOS Server — system telemetry, diagnostics, and recommendations

A unified Model Context Protocol server for MiniMax CLI (mmx)

MCP server by ersrdinesh

MCP server plugin for Unity Editor — expose Editor capabilities to AI agents via standard MCP protocol. Zero external dependencies, extensible tool system.

Mercury Banking MCP server with full Invoicing API support. Read accounts/transactions and create/manage recurring invoices via Model Context Protocol.

High-performance MCP server providing S3-compatible object storage operations for AI/LLM integration

"A persistent, local-first semantic memory MCP server for IDEs, featuring dual SQLite/PostgreSQL support."

Injected x64 Windows DLL + MCP bridge exposing a Cheat-Engine-style live memory debugger as Claude / LLM tools: typed hex view, first/next value scans, AOB, pointer/string scans, reverse pointer paths, ReClass-style struct dissect, CE-compatible structure sessions with XML round-trip, patch/NOP, Zydis disassembler, watchers, snapshots.

MCP Server for the semaphoreui application

MCP server by Homelycarlos

AI-powered music production in REAPER via the Model Context Protocol — 150 tools for composition, MIDI, FX, mixing, and mastering.

MCP server that pipes Claude Code session output into Claude Chat — no more copy-paste between tools

Self-hosted Garmin Connect MCP server for Claude with multi-user support, local SQLite history, and Cloudflare Tunnel

MCP server by fr1sk

Automation Testing Agent with Playwright MCP An AI-powered testing agent that performs manual exploratory testing and generates automation scripts in any language by combining an LLM brain with the Playwright MCP server for browser control.

TurboQuant-based compressed vector memory MCP server — ~10x compression with unbiased inner product estimation

MCP server by BigStationW

Public documentation and metadata for the FinTurb Analytics MCP server — 26 tools for institutional-grade financial risk analytics (risk regimes, systemic fragility, media sentiment, global liquidity, statistical arbitrage).

Firefox browser automation via Model Context Protocol (MCP)

MCP server by trickyearlobe

MCP server by RydertHuGlIfE

VS Code extension to install and configure the AeroFTP MCP server for Claude Code

A MCP server that wraps a local Wolfram Engine, enabling AI assistants (Claude, ChatGPT, etc.) to perform symbolic math, numerical analysis, and data visualization via Wolfram Language.

MCP server by Chain-Love

AI-powered Zotero PDF annotation via MCP Server + Claude Code Skills

MCP server by gztchan

MCP server by dgpl-mcps

multi-project,multi-proctol mcp server.

MCP server by torina

这是一个基于 Unity 的 MCP 插件项目，用于把 AI 助手和 MCP 客户端连接到 Unity 编辑器，方便进行自动化开发与编辑器交互。

Use Notion AI with your local files, shell, and fallback local agents.

MCP server by longbridge

godot-mcp-pilot exposes Godot engine operations as MCP tools, letting AI assistants launch the editor, run projects, create and edit scenes, write GDScript, and inspect assets — all through natural language. Works for both 2D and 3D games.

mcp

MuJoCo simulation MCP server for Unitree robots (G1, Go2, H1, B2, A2, R1)

MCP server for stealth browser automation via Camoufox — 60+ tools, npx install, anti-bot stealth

基于ruyipage写的mcp工具

一个统一聚合共享型 MCP Server 的 HTTP 网关，提供稳定、可观测、可复用的接入层，供 Codex、OpenCode、Claude Code、OpenClaw 等客户端共同使用

MCP server by 1alexandrer

MCP server for AI-powered code quality review

Multi-tâche MCP Server pour VSCode/Cursor, CLI, agents autonomes. Optimisation code IA + tests + extensible. - Transports: Stdio (VSCode), subprocess, HTTP (futur) - Use Cases: VSCode chat, agent loops, CI/CD, remote servers - Sécurité: Env vars, sandbox exec

MCP server by kumestra

Resources and assets to adopt MCPs on Sema4.ai platform.

🇫🇷 The first comprehensive MCP server for daily life in France — 18 AI-ready tools for weather, health, transport, schools, admin, housing & more. Powered by free French government APIs.

MCP server by RealAmbitionForThis

MCP server by websentry-ai

Adobe Photoshop adapter for the DCC Model Context Protocol (MCP) ecosystem — bridges MCP tools to Photoshop via UXP WebSocket

MCP to access public lists on lists.apache.org

Primitives and MCP integration of Quillmark. Surface schematized document rendering to LLM consumers

Ejemplo de servidor MCP para integración de LLMs IA

MCP server by arielfikru

MCP server by emraher

MCP server by wredzio

让 AI 不止能读文档，还能提取图片、生成 Word/PPT 的全能 MCP 文档工作台。

test

MCP server by BobongKu

MCP server by Maxim-Mazurok

Expose Hermes Agent tools to Claude Code via MCP (Model Context Protocol)

Tealfabric MCP Plugin for Lovable Desktop App

MCP server by GAtomis

MCP server by saviski

MCP server that scores NL2SQL questions for confidence before generating SQL

Remote MCP server for semantic search over Cloudflare developer documentation. HyDE-powered, 28k+ chunks, free to use.

MCP server by CerebroCanibalus

Convertify MCP is the local Model Context Protocol server for Convertify, the all-in-one offline file converter for Windows.

MCP server that compresses any codebase into LLM-ready semantic context. AST-based compression for TypeScript, JavaScript, PHP, Dart & Python — works with Claude, Cursor, Windsurf, Copilot, Amazon Q, and any MCP client.

MCP server that stops AI coding agents from breaking your DB schema or config files — diff, risk-flag, confirm, apply.

MCP server by CausalOS

MCP server by toshiya-shimada

This repo contains information about Humanic MCP server

MCP server by toshiya-shimada

MCP server add-in for HCL Domino with Starter, Professional and Enterprise editions.

MCP server for Minecraft operations via MCSManager, RCON, and MSMP.

BVC MCP is a scalable Python-based MCP server that exposes financial analysis capabilities through structured tools over HTTP/SSE. It supports real-time market queries, technical indicators computation, and user-specific watchlist management. The project emphasizes clean architecture, high test coverage, and production deployment.

Unified MCP server for external agent integration — single config line gives any MCP-capable agent identity, governance, approvals, metering, and operating rules

一个在校大学生对基于 MCP 标准协议的轻量级可拔插 Agent 生态架构的探索

MCP server for SOUL.md — validate and generate soul files from Claude Desktop.

MCP server by zephel01

MCP сервер для конвертации файлов в Markdown с использованием библиотеки MarkItDown от Microsoft.

Provides arithmetic, symbolic algebra, calculus, matrix operations, statistics, probability distributions, and unit conversions via MCP

MCP server by anhyobin

MCP server by skrischer

Peer discovery + messaging MCP letting multiple Claude Code and Codex CLI sessions coordinate on one machine. Lease+ack delivery, session-token auth, orphan observability.