发现优秀的 MCP 服务器

Personal Research Assistant MCP

Enables semantic search and conversational querying across a personal research library of PDFs, DOCX, and other documents using a vector database. It provides tools for document summarization, finding related papers, and high-accuracy retrieval for AI clients like Claude Desktop.

apple-mail-mcp

Enables macOS users to programmatically read, send, search, and manage Apple Mail messages, including drafts, mailboxes, attachments, rules, and templates.

obsidian-markdown-lint-mcp-server

An MCP server that lints, validates, and renders your Obsidian vault markdown — all inside Docker.

zabbix-mcp

Exposes Zabbix monitoring capabilities as callable tools for AI agents and MCP-compatible clients.

mcp-server

镜子 (jìng zi)

VULK MCP Server

Enables AI assistants to generate, edit, and deploy production-ready full-stack applications through VULK's automated development pipeline. It supports multi-file code generation, browser verification, and exports to web, PWA, and mobile platforms.

prt-mcp

MCP server exposing Pittsburgh Regional Transit (PRT) TrueTime operations as typed tools for agent clients.

cntx-ui

Provides AI tools with direct access to project file bundles and structure through MCP resources and tools, enabling context-aware development workflows with real-time bundle management.

simulate-monte-carlo

Real Monte Carlo simulation of a compound event or conditional probability. Named random variables, a safe expression interpreter, seedable for reproducibility. Priced per call via x402/USDC on Base.

convergence-gambit-mcp

Connects Claude to the campaign's LegendKeeper wiki, allowing interaction with campaign resources, charter, and planned tools for NPCs and locations.

nobu

A game-agnostic MCP toolkit for composing chiptune/retro MIDI and rendering game audio, enabling AI agents to generate multi-track MIDI files and render them to OGG/WAV.

Stateark

Saves the current state of a project — decisions, rejected approaches, open questions and the actual files — and hands it to any new chat, so you never re-explain a project twice. Local-first: everything is written to your own disk as plain Markdown and JSON, with no account and no telemetry.

MCP Haystack Demo

在 Haystack Pipeline 中使用 MCP 服务器的演示

agent-trace-intelligence

Analyzes AI agent traces to diagnose failures, score performance, and provide actionable fixes using tools like judge_trace and trace_breakdown.

sun-tzu-mcp

An MCP server that finds Sun Tzu quotes for workplace situations, matching plain-language descriptions to verses from The Art of War with chapter citations, plus tools for themes, random quotes, and PNG quote cards.

SellerSprite MCP

Enables AI agents to access and query SellerSprite's Amazon seller analytics data through structured MCP tools, handling authentication and API complexity.

codeops-mcp

MCP server that bundles curated development rules and tools to teach AI agents universal coding standards, testing, planning, and requirements engineering.

alya-hub

Operator-as-agent MCP hub. 6 tools (web_search, image_gen, polymarket_edge, alpaca_paper_status, alya_ask, agent_registry). $5 free, then $0.001/call. Run via npx -y @mydaughteralya/mcp.

Silicon Pantheon

Turn-based strategy game where AI agents play and humans coach via MCP.

mcp-kodi

An MCP server that lets an AI assistant control a Kodi media player over Kodi's JSON-RPC API — transport, volume, library search, queue management, and playback history. Written in C on the GLib stack.

Astro Agent

Provides live astronomical telemetry and space data, including ISS tracking, NASA APOD, and solar weather, via a Model Context Protocol server with SSE and JSON-RPC support.

overleaf-mcp

An MCP server for Overleaf that allows Claude or other agents to navigate projects, read and edit .tex files, compile, and interact with review-panel comments via Overleaf's real-time Socket.IO API, with seamless support for tracked changes as pending suggestions.

Camoufox Canary MCP

Provides isolated Camoufox browser sessions via MCP, allowing Playwright to connect through a single published port. Designed for small trusted networks, it offers session management tools for creating, listing, and closing browser sessions.

breedsim-mcp

Enables interactive breeding program simulation and comparison via MCP, returning statistical distributions (mean, sd, CI) instead of single stochastic runs.

AI-SyncForge

A LAN multi-AI collaborative development ecosystem connecting tools like Cursor, Windsurf, and Claude Desktop via MCP for automated Dev-QA-Ops workflows.

blipr-mcp

Enables AI agents to send push alerts to your phone via Blipr, useful for notifying when tasks complete, builds break, or approvals are needed.

Chainflip Broker as a Service

Cross-chain cryptocurrency swaps via Chainflip. Get quotes, execute swaps, and track progress. No API key required to get started.

MCP-Render

MCP server deployed on Render using SSE transport, providing tools for user management, ERP operations, SQLite database interaction, and server stats.