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MCP servers tagged model-context-protocol
21K live MCP servers tagged "model-context-protocol", ranked by trust score. Tags come from package metadata and repository topics, so this list covers servers across every category that work with model-context-protocol.
What The Hell Is MCP
Learn Model Context Protocol from zero to production — 24 lessons, runnable Python projects, security, OAuth, Tasks, MCP Apps, cheatsheet & diagrams. Updated for MCP 2026-07-28.
TGS 2020503207 AI Vibe Coding For Multi Agents System
WSQ AI Vibe Coding for Multi-Agents System (TGS-2020503207) — 11 hands-on labs building collaborative multi-agent AI systems with the OpenAI Agents SDK, Google Gemini ADK and MCP.
Apigee
Apigee — independent third-party profile of a public API surface, by API Evangelist. Apigee is Google Cloud's native API management platform for building, managing, and securing A…
Deconvolute Demo
Live PoC: MCP attacks that compromise AI agents mid-session and how to block them in a few lines of code.
Papersearch MCP
An MCP server for searching and retrieving academic papers from arXiv and Semantic Scholar
Orm Skyway Automation
Database-to-AI automation: reverse-engineer, package as REST microservice, connect to AI agents via MCP.
Claude Code Biology Research
?? A comprehensive guide to using Claude Code as an AI-powered assistant for computational biology, bioinformatics, and biomedical research
Chatgpt Webui MCP
mcp server for querying chatgpt via webui session token. supports GPT-5.2 Pro (thinking), deep research, and image generation.
Agents Connector
Let Claude Code, Codex & Gemini CLI agents talk to each other — a local MCP message bus for multi-agent collaboration, cross-model code review, and fewer hallucinations.
Vscode Schemaforge
VS Code extension for SchemaForge — live schema preview, quick convert, diff, and format detection
Hacktricks MCP
Fast, self-hostable MCP server giving AI agents token-authenticated full-text search over the HackTricks security wiki (Cloudflare Worker + D1).
Birding Buddy MCP
An MCP server that connects AI assistants to eBird and Xeno-canto for birding intelligence.
Open Company Brain
The open-source company brain that powers a closed loop — model-free, over MCP. Ingest your docs; your AI tool (Claude, Cursor, Copilot) answers with citations or refuses. Record…
Aethria
A full-stack AI learning platform powered by a multi-agent system
A2AChannel
Desktop workspace for coordinating multiple Claude Code agents with typed handoffs (accept / decline / cancel / expire), durable SQLite ledger, and a human-in-the-loop UI.
Vassal Assistant
Vassal is an AI-powered remote-control assistant for your computer — command it from anywhere by voice or text, and it carries out real actions through thousands of MCP tools.
Gatus MCP
MCP server exposing a Gatus status page to AI agents over streamable HTTP
Pharaoh MCP
Codebase intelligence MCP server — gives AI agents full architectural awareness through 19 analysis tools. Maps codebases into queryable knowledge graphs.
AgentAblate
Reproducible ablation testing for coding-agent skills and MCP servers.
Memoryrouter SDK
One memory for every AI you use. Move approved context from ChatGPT to Claude, or add private persistent memory with APIs and MCP.
Rider Debug
Claude Code skill + CLI that lets an AI agent drive Rider's MCP debugger to debug a running Unity Editor at runtime, no session restart needed.
Uapi MCP
Official MCP (Model Context Protocol) server for UAPI / uapis.cn — 100+ public endpoints exposed as agent tools
Pippin
An MCP server that runs on a 1985 Apple II. Yes, that MCP. No, there was no reason to. Reads memory, writes memory, presses keys, all on hardware too old to understand why.
Agentic Genomics
Connect whole-genome sequencing data to AI coding assistants via the Model Context Protocol (MCP). Setup guides for GeneChat-MCP, OpenCRAVAT-MCP, and Pomera across Antigravity, Co…
Naxe
Dependency-aware task graph engine for AI agents. Agents write tasks with dependencies; the engine surfaces only what's actionable right now.
Okto Pulse Core
Transport-neutral domain engine for Okto Pulse: governed SDLC workflows, knowledge graph contracts, and 281 MCP tools.
Artemis Skills Installer
Unlock a purchased Artemis GTM agent in your own Claude Code. Install, list, update. No account.
Qcc
企查查 Agent MCP 一站式接入 — Python + TypeScript 客户端 + 8 个 KYB / 尽调 / 风控工作流 skill,覆盖 146 个 MCP tool,支持 Claude Code / OpenClaw / Hermes / CLI 四种接入形态
Agenticana
Self-learning AI agent kit for VS Code & GitHub Copilot - 20 agents, ReasoningBank memory, Model Router
Asm Spec
The selection layer for agents: which tool an agent can use, should use, and pays — between discovery (MCP/ARD) and settlement (x402/AP2)
Gtm AI Stack
A curated, editorially-maintained map of AI-native tools and MCP plumbing for go-to-market teams.
Agentgate Governed Writefile Demo
Smallest outsider-readable proof path through AgentGate + MCP Firewall: governed write_file, independent on-disk verification, and inspectable audit artifacts.
Claude Familiar
Claude Familiar — customize the Claude Code companion: personality, mood, lore, MCP tools, local reaction server, optional binary patch.
Runtime Go
Production-grade Go runtime for OAuth proxying, MCP integration, shadow deployment, auditability, and future Hugo MCP migration.
Pyenv Native
Native-first, cross-platform Python version manager inspired by pyenv.
Qdrant Fabric
Model Context Protocol server for Qdrant - Part of Infrastructure as a Fabric ecosystem. Provides 30+ tools for vector database operations, semantic search, and AI memory manageme…
ToolBridge
Project-level MCP bridge for npm-declared AI agent tools.
Turtle MCP
Memoria persistente y coordinación multi-agente para CLIs de IA (Claude Code, Codex, …): MCP local-first sobre SQLite, eficiente en tokens, sin dependencias de runtime.
Universal Memory
Self-hosted, markdown-first memory for LLM agents across devices and sessions
Throne Ci
Gate MCP servers in CI: execute in a microVM, test against Claude Code and Cursor, fail the build on the verdict.
Obsidian Intelligence
Make your Obsidian vault a first-class knowledge source for any MCP-enabled AI assistant. Local, private, headless. Graph + FTS5 + semantic + hybrid RRF search.
Hangfire MCP
MCP server for managing Hangfire background jobs
Claude Find Solutions
Claude Code skill: find ready-made projects before building from scratch. Composes idea-reality-mcp + mcp-omnisearch with license-aware verdict.
Joplin LLM Wiki
本機-first Joplin 知識庫工具:SQLite 匯出 raw、local/agent wiki 編譯、Codex/Cursor MCP query/brainstorm/archive、Joplin writeback 與 GUI
Postline
Your AI coding agent, in your pocket — a lightweight, extensible mobile front-end for Claude Code / Codex. Drive an agent from a Feishu/Lark, Telegram, or Slack bot: pluggable IM…
Geny Executor
Manifest-driven 21-stage agent pipeline for Python — 5 LLM backends (Anthropic / OpenAI / Google / vLLM / Claude Code CLI), tools, skills, memory, sandboxed CLI runs, MCP. The eng…
Flowbrowse
Open-source AI co-browsing browser for macOS and Linux. Let Claude Code, Codex or any MCP agent act inside your logged-in accounts — off by default, granted per tab, killable inst…
Ledgermind
Java 21 / Spring Boot payments core: append-only double-entry ledger, idempotency and safe concurrency, plus an MCP server (OAuth 2.1) for AI-assisted auditing and post-quantum (M…
Mymind
Self-hosted, AI-native second brain — documents, tasks, images, clipboard & memory in one app, powered by local LLMs and accessible to agents over MCP.
Unifi Code Mode MCP
Code-mode MCP server for the UniFi Network Integration API and Site Manager API. Two tools (search + execute) with QuickJS WASM sandbox + optional Cloudflare Workers entry. Single…