MCP servers tagged mcp
61K live MCP servers tagged "mcp", ranked by trust score. Tags come from package metadata and repository topics, so this list covers servers across every category that work with mcp.
Agent Scale
Connect AI coding agents to remote test machines for commands, file transfer, private services, and MCP—over authenticated iroh P2P.
SQL Specialist MCP
Fine-tuned NL-to-SQL specialist served as an MCP tool, benchmarked against prompting Claude directly on accuracy, latency, and cost
Ethogram
Open-source behavioral contract testing for AI agents. Define critical behavior, run the real agent, and catch regressions.
IBM MQ MCP Server
Production-oriented MCP server for safely inspecting and operating multiple IBM MQ environments with per-profile least-privilege capabilities.
Mooting
Claude Code, Codex and Copilot in one shared council — CLI coding agents debate over MCP, and a human rules every decision. Terminal UI, no API keys.
Togaf10 EAP MCP
TOGAF 10 (EA Practitioner) をベースにした非公式のコンサルティング MCP サーバー。図・表・「次の一手」で返す日英バイリンガル。ArchiMate / SABSA / C4 連携、既存文書の取り込み、ライブダッシュボード。 — An unofficial bilingual TOGAF-based EA consulting M…
Client Reference
Reference MCP server + client implemented in parallel in TypeScript and Python — tools, resources, prompts; stdio and streamable HTTP transports.
Usmart MCP
Local-first, read-only MCP server for the uSMART Singapore Open API.
Mcpcurl
curl for MCP servers: list tools, call them with schema-validated args, run YAML test suites in CI, generate Markdown docs
Topaz Network Assistant
MCP-сервер для сетевых коммутаторов: RAG по документации и 19 инструментов диагностики и генерации конфигураций
Mostra Darte
Mostra d'Arte is an agentic digital environment controlled by an external browser-based AI agent via the W3C WebMCP standard.
Chilecule
Agentic drug discovery workflows on fully open-source tooling: RDKit, AutoDock Vina/smina, fpocket, ChEMBL. MCP tool servers + Claude agents, with a retrospective validation harne…
Connector Forge 2
Build and verify portable MCP/CLI bridges for Codex, Claude Code/Cowork, and Antigravity.
Enterprise Agentic AI Suite
Governed MCP server, multi-agent A2A orchestration, and AI cost forecasting for enterprise HCM/Financials scenarios — independent portfolio project
Quoin
A macOS text editor where AI agents are first-class users. The agent edits, you decide.
Schema Census
Point mcp-schema-check at your MCP server and see which provider strict modes reject your tool schemas, and why. Backed by 617 servers / 14,804 real schemas.
Codemode Go
Programmatic tool calling for Go agents: the model writes one JavaScript program that calls the tools you already have. A second execution strategy, not a replacement for tool cal…
Thee Discord MCP
Safety-gated Discord administration MCP server with 49 grouped tools, 166 operations, dry-run planning, scoped REST, and explicit high-impact confirmations.
Speculative MCP
⚡ Universal High-Performance Speculative Tool Execution Proxy for the Model Context Protocol (MCP). Reduces P95 latency by 35%-48%.
Hachiman Agent
Hachiman Agent — autonomous security layer for AI agents and MCP. Scan before deployment, authorize before access, monitor during execution, contain when compromised, report every…
Nccu Course MCP
MCP server for querying NCCU course listings (qrysub.nccu.edu.tw) — search courses and read syllabi programmatically.
Dydx Agent Gateway
MCP server giving AI agents analytics access to dYdX v4 — market data, funding heatmap, verified trader PnL, leaderboards, anomaly detectors.
Claude API Playbook
Guia practica de construccion con la API de Claude (tool use, evals, RAG, MCP, prompt caching, agentes). Basado en el curso Building with the Claude API de Anthropic Academy, con…
Zemax MCP
Local Web GUI for reproducible chick/human-eye illumination experiments with guided OpticStudio verification; optional MCP automation.
Csc Algorithms
A structured repository dedicated to implementing, analyzing, and documenting foundational computer science algorithms and data structures using Python. This project serves as an…
AI To Catia MCP
Safety-scoped MCP server for AI-assisted CATIA V5 modeling: Sketch, Part Design, GSD and Surface demos.
Enterprise Multi Agent Engine
A highly scalable, multi-agent AI architecture leveraging LangGraph and Model Context Protocol (MCP) to autonomously orchestrate enterprise microservices.
Skills Visualizer
⚡️ Visual orchestrator & asset manager for local LLM Skills, Plugins, and MCP tools. Built with Next.js, Tauri v2, and ReactFlow.
Sollu
A voice assistant that turns your voice notes into real tasks and actions, while keeping you in control of important decisions.
Module Graph MCP
Local dashboard + stdio MCP server: a real-time module dependency graph (test status / type errors / AI-review at a glance) that gives coding agents structural trust — 浏览器实时依赖图，给编…
Facilitador Stellar
x402 payment facilitator for Stellar with a discovery layer: exact USDC settlement on Soroban with sponsored fees, automatic cataloging on settlement, semantic search with abstent…
Contributions
My merged contributions to openai/openai-agents-python — a NoneType crash in Agent.clone() with a reproduction and fix, plus a tracing-module fix — with the diagnosis and diff for…
Dcc Texture Pipeline
OpenImageIO and OpenColorIO skills for deterministic DCC texture pipelines
Book Guide MCP
Book Guide MCP — Ship improvements with books your agents can run. Playbooks, citations, Socratic & Avicenna tutors. Cursor · Claude · VS Code · Google Antigravity · Zed. Local-fi…
Personalknowhow
Turn your LinkedIn/GitHub/course history into a queryable knowledge graph, served over real MCP servers so Claude can answer with real evidence, not guesses
Light Weight Ensemble Agent
Budget-native multi-model coding agent with live steering, local Ollama, and trusted MCP tools.
Veriremit
Source-grounded AI agent for vendor payment verification, deterministic fraud controls, human approval, and signed release workflows.
AeroCode
Local-first Markdown notes × multi-model AI assistant × permission-gated agent harness — one .NET 9 + Avalonia 11 codebase for Windows & Android. 本地优先笔记 + AI 助手 + Agent 护栏，双端同源。
Agentice Memory
Personal AI assistant with real memory: a from-scratch Mem0-style memory library (two-phase extract/reconcile pipeline, user-sharded vector store) with CLI, REST, and MCP front en…
Claude Architect Foundations Study Guide
Open study guide for the Anthropic Claude Certified Architect (Foundations) exam: agent loop, context management, tools & schemas, sub-agents, hooks, MCP. Concepts + 29 practice q…
Rag Eval MCP
Touchstone — know if you broke your RAG. An MCP server and CLI that score retrieval quality against a golden set: recall@k, MRR and hit rate, with no LLM calls.
Github MCP Server Lite
零依赖 GitHub MCP server：Python 标准库实现，用 PAT 直连 REST API，绕开 OAuth 与 npm。24 个工具。
Claude Cartography
Give Claude Code a map, not a guess — code and docs as one knowledge graph, with 4 analysis tools auto-routed by question type. Docs in Japanese.
Video Agent Runtime
Agent-native, headless video editing runtime: durable edit IR, approval-gated workflow, CLI and MCP surfaces, FFmpeg rendering, and a zero-server native mobile host prototype.
Nls Lumpy Torus
NLS/Gross–Pitaevskii on a lumpy torus — a spectral-geometry solver and a gallery of numerical experiments (solitons, collapse control, analog gravity/cosmology, quantum chaos, top…
Just Study
Pick a topic and an agent researches sources, scores them, and builds a 30-day course you study one day at a time. Self-hosted, localhost only.
Binance Copilot MCP
⚡ The Zero-Friction AI Copilot for Binance: Bridge the gap between Freqtrade/CCXT power and IDE-native AI Agents (Cursor, Windsurf, Claude Desktop, Antigravity).
Analyze Video MCP
MCP server that lets local agents analyze video picture and embedded audio. One tool, npx install, your own Bailian key.
Agent Economy Data
Open measurements of the AI agent economy: the x402 protocol and the MCP server registry, with the keyless scripts that take the readings.
Hollyhr MCP
Official hosted MCP server discovery and setup for HollyHR