发现优秀的 MCP 服务器

code-graph-mcp

MCP server for comprehensive code analysis, navigation, and quality assessment across 25+ programming languages.

A11y Expert MCP

An accessibility expert MCP server that provides AI coding assistants with real-time access to WAI-ARIA patterns, code review, contrast checking, and WCAG guidance for writing accessible code from the start.

mcp-json

Provides tools to validate, format, and query JSON strings via MCP. Enables AI agents to work with JSON data without needing keys or internet.

logic-lab

A read-only reference server for 303 curated generative art algorithms implemented in Python (py5), spanning physics, fractals, cellular automata, shaders, and more. Agents can search by keyword, visual mood (ethereal, chaotic, crystalline…), or multi-layer artistic intent to discover algorithms, read structured summaries, and fetch bounded source snippets.

Paperless MCP

Enables searching, tagging, uploading, and reading documents in Paperless-NGX, with management of tags, correspondents, document types, and custom fields via MCP tools and resources.

RAGSHIELD

RAG corpus poisoning detector that scans for embedding anomalies and backdoor triggers, with an MCP server for AI agent integration.

URL Agent

MCP server for intelligent web crawling using a ReAct agent. Adaptively explores websites and returns structured analysis.

legal-kb-builder

A local legal knowledge base construction factory that provides a consultation agent with multi-source retrieval, supporting MCP server for external services.

SentinelMCP

Automated red-teaming and reliability-auditing for AI agents, exposed as an MCP server. It attacks and scores agents for prompt injection, tool misuse, exfiltration, and unreliable behavior.

mcp-voice-hooks

Voice Mode for Claude Code

codex-agent-mem

Portable, auditable, local-first MCP memory for MCP-compatible AI agents and coding workflows. It keeps durable project memory outside the model runtime, compresses continuity into smaller working packs, and carries forward operational state so agents can resume with less repetition.

SRC (Structured Repo Context)

An MCP server and CLI tool that transforms codebases into AI-ready context through semantic search, call graph analysis, and incremental indexing. It enables AI assistants to perform hybrid vector and keyword searches to understand complex repository structures and cross-file relationships.

Overleaf MCP Server

Enables MCP clients to manage Overleaf projects via Git sync, including listing, reading, writing, and syncing files.

cmux-agent-mcp

A programmable terminal control plane that enables AI agents to orchestrate, monitor, and interact with multiple parallel AI CLI sessions and browser instances within CMUX. It provides over 80 tools for workspace management, pane manipulation, and cross-agent communication to facilitate complex multi-project workflows.

thunderbird-mcp

A read-only MCP server that lets Claude read and search emails from Thunderbird accounts and access contacts, working directly with profile files.

Vision-OCR-MCP

Enables OCR on images and PDFs, including full-page OCR, region OCR by description or bounding box, and caching with summary capabilities.

glade-mcp

Connect any MCP-compatible AI client (Claude Code, Cursor, Windsurf) to Unity or Godot. 300+ granular tools, an editor aware system prompt, game design document project context, script semantic search, and skill calibration.

Gemini Audio Upload

Enables audio file analysis using Google's Gemini multimodal models with support for additional context and system instructions to guide the model's behavior.

mtg-mcp-server

Provides AI assistants with comprehensive Magic: The Gathering data including card info, combos, draft analytics, Commander metagame, constructed formats, sideboard strategy, deck building, and rules.

FullMt5McpByLeo

Universal MCP server that enables AI assistants to control MetaTrader 5 directly, executing trades, managing data, and automating MT5 operations through natural language.

bucket-helper-mcp

Provides MCP tools for AWS S3 and S3-compatible storage, enabling file upload, download, listing, deletion, and temporary remote file staging via natural language.

enfusion-mcp

An MCP server for Arma Reforger and Enfusion engine modding that enables users to create mods, search API classes, and generate scripts through natural language. It provides a comprehensive suite of tools for scaffolding addons, generating prefabs, and building projects using the Workbench CLI.

Playwright Plus Python MCP

Enables browser automation and web scraping through Playwright, supporting navigation, screenshots, element interaction, form filling, JavaScript execution, and content extraction.

MCPBridge

Connects Claude Code and Ollama to Roblox Studio and Blender via the Model Context Protocol, enabling AI-driven scripting and 3D scene manipulation.

UniProt MCP Server

UniProt MCP Server

Quantum Research Hub MCP Server

An MCP server for autonomous quantum computing research that searches arXiv, ingests papers, generates ideas, runs and validates experiments, and produces reports.

DuckDB-RAG-MCP-Sample

An MCP server that enables RAG (Retrieval-Augmented Generation) on markdown documents by converting them to embedding vectors and performing vector search using DuckDB.

deptrust

deptrust is a CLI that checks package versions for known vulnerabilities across npm, PyPI, crates.io, Go modules, RubyGems, NuGet, Maven, Packagist, pub.dev, CocoaPods, Hex.pm, Hackage, GitHub Actions, and more. It runs locally as a CLI and as an MCP server. It calls public package registry and OSV APIs directly; there is no hosted deptrust service to trust or configure.

MCP Server

A persistent backend that reduces AI agent context window bloat by centralizing memory, tools, and logic, enabling lean prompts and scalable multi-agent architectures.

Synaptex

Syncs CLAUDE.md files across repos, builds a semantic index, and exposes search, list, context, and status tools to Claude via MCP.