发现优秀的 MCP 服务器

USQL MCP Server

Enables AI assistants to execute SQL queries against any database supported by the usql CLI tool. Provides seamless database interaction through MCP by forwarding queries directly to usql and returning results in JSON or CSV format.

devflow-mcp

A production-ready MCP server that provides AI assistants with comprehensive GitHub developer tooling including PR analysis, code review, changelog generation, dependency auditing, commit summarization, and refactoring suggestions.

playwright-mcp

An MCP server that gives Claude direct control of a real browser via Playwright, enabling AI-driven web testing, autonomous test execution, and live failure analysis through natural language.

GPT OpenMemory MCP Server

Enables ChatGPT Desktop to save and manage conversation memories locally in SQLite, with features for searching past conversations, creating summaries, and exporting dialogues to markdown files.

Stock Market Real-Time Analyzer

An MCP server that provides real-time stock market data and price comparisons from Yahoo Finance, Alpha Vantage, and Finnhub. It enables AI assistants to fetch individual quotes, compare data across multiple sources, and retrieve market metrics for various tickers.

LocalAnt

LocalAnt is a local-first MCP gateway that lets ChatGPT control your PC through approved, permissioned tools for shell commands, file management, coding agents, browser automation, and more.

Dual MCP Server for IoT & Memory

Provides two Model Context Protocol servers that enable controlling IoT devices and managing persistent memory storage with semantic search capabilities.

vault-mcp

MCP server that exposes an Obsidian-style markdown vault as a shared memory for AI agents, with tools for searching, reading, writing, and querying notes and wiki-links.

order-ops-mcp

Enables operations teams to diagnose and resolve stuck orders via natural-language queries. It provides evidence-based resolution proposals, but any state-changing action requires explicit human confirmation.

My MCP Server

A comprehensive MCP server providing arithmetic tools, dynamic file resources for frontend/backend documentation, reusable prompt templates for code review/debugging/testing, and complete development workflow management from requirements to deployment.

llm-memory-tool

MCP server that enables persistent, hybrid, local memory for LLM agents, with vector + BM25 search, knowledge graph, and policy-driven retention, providing token-budgeted context injection for AI assistants.

Writing Tools MCP Server

MCP server offering text analysis tools for writing improvement, including spellcheck, readability, keyword analysis, passive voice detection, and AI-generated content detection.

stackchan-remote-mcp

Enables remote control of a StackChan robot via MQTT and MCP, allowing AI clients to switch its facial expressions and trigger camera photos for visual feedback.

s3-mcp

Enables managing and interacting with any S3-compatible storage endpoint through MCP tools for listing, reading, writing, copying, and deleting buckets and objects.

AI Code Review MCP Server

Integrates GitHub repository management and local file system access to enable AI agents to perform code reviews and manage pull requests. It provides tools for listing repositories, retrieving PR diffs, and searching or reading files within a specified workspace.

npm-registry-mcp-server

Enables fetching npm package metadata and version lists via MCP tools, powered by the package-json library.

Codex Context Engine

Indexes a workspace and exposes code-navigation tools to Codex, enabling symbol lookup, reference finding, dependency analysis, and security audit for local codebases.

channex-mcp

Enables interaction with the Channex.io API for managing properties, room types, rate plans, availability, rates, inventory, and channel connections through natural language.

Personal Knowledge-Base MCP Server

A FastMCP server and web app for multi-tenant semantic search over personal document corpora, backed by Qdrant vector search and supporting MCP clients and a React dashboard.

policymesh

PolicyMesh is a governed agentic data API that enforces SQL validation, role-based access control, PII masking, and audit logging at the MCP tool boundary, letting users query governed data through natural language with three MCP tools: query_sql, search_docs (pgvector semantic search), and lookup_metadata (role-filtered schema discovery).

copilot-status-mcp

MCP server to check GitHub Copilot quota, rate-limit status, and reset times from any MCP client.

ResumeTailor

An MCP server that enables users to automatically tailor LibreOffice resumes by updating specific sections based on job descriptions via the UNO API. It allows Claude to modify skills, projects, and work experience in .odt templates to generate customized resume files.

vault-mcp

Enables personal knowledge management through Claude Desktop, allowing users to capture thoughts, connect ideas, and reflect on thinking changes via natural conversation.

sonora-mcp

MCP server that wraps the Multiroom Audio Hub v2 REST API, providing 24 tools to control multiroom audio systems. Enables AI assistants to manage inputs, outputs, groups, routes, playback, and master mute.

loc-mcp

MCP server for searching and retrieving full-text pages from the Library of Congress, including newspapers, books, and manuscripts, via the loc.gov API.

claude-sessions-mcp

Browse, search, rename, split, and clean up Claude Code sessions via MCP, Web UI, or VSCode extension.

mcp-tools

A collection of simple, practical MCP servers that require zero configuration, enabling web search via DuckDuckGo (no API key needed) and management of Hexo blogs through AI.

gcalendar-mcp

MCP server for managing Google Calendar reminders with time-based and location-based triggers, enabling creation, listing, and deletion of reminders.

Bijon Portfolio MCP Server

Exposes a personal portfolio's resume, projects, skills, certifications, and live GitHub repositories as tools for AI assistants to query via natural language.

Snyk MCP Server

Integrates Snyk security scanning with MCP clients like Claude Code, enabling listing of projects, querying issues by severity, and filtering by project or scope.