发现优秀的 MCP 服务器

qwen-vision-mcp

Adds vision capabilities to Claude Code by leveraging Aliyun DashScope's Qwen3.7-Flash model to analyze local images or image URLs and return textual insights.

Agent-Town

A neutral verification court for AI tools that ranks MCP servers by executing them against ground truth and recording results. Enables agents to consult execution records, contribute verdicts, and challenge claims.

LinkedIn MCP Server

Enables drafting, formatting, analyzing, and publishing LinkedIn posts directly from MCP-compatible clients like Claude.

Sahmk MCP

Enables AI agents to access Saudi market data, including company profiles, market details, and historical data from Tadawul, through the MCP protocol.

Sleeper API MCP

This Model Context Protocol server provides access to the Sleeper Fantasy Football API, enabling agents to fetch data about users, leagues, drafts, rosters, matchups, and player information without requiring an API key.

1Social

Post to Instagram, TikTok, LinkedIn, X (Twitter), Facebook, Threads and Bluesky from a single message. 1Social fits each caption to the network's limit, warns when a network needs an image, and schedules posts up to 30 days ahead. After publishing it reports each network separately — what landed, what failed and why — and can retry one network without touching the rest.

Enterprise PostgreSQL MCP Server

Enables secure read-only interactions with PostgreSQL databases through natural language. Provides database inspection, table listing, and SQL query execution with built-in security validation.

mcp-rag-service

A production-minded RAG service for MCP that answers questions over your documents with hybrid retrieval, PII redaction, and source citations, packaged for Docker/Kubernetes.

RECON

Enables multi-source research with YouTube, papers, and podcasts, scoring for substance and credibility, and creating NotebookLM notebooks with knowledge graph and feedback loop.

GoPeak

Enables AI assistants to edit, run, inspect, and fix Godot 4 projects through an MCP server with dynamic tool groups and setup-gated capabilities.

pronote-mcp

A local MCP server that exposes Pronote (French school management system) data via MCP, enabling AI assistants to retrieve schedules, homework, grades, absences, and more. Supports token-based authentication with QR code setup.

MCP Calculation Server

A stateless MCP server that exposes arithmetic operations (add, subtract, multiply, divide) as tools over HTTP, enabling AI assistants to perform basic calculations conversationally.

MacroFactor MCP

Enables Claude.ai to read your MacroFactor nutrition data and log food back into MacroFactor.

MCP Mail Organizer

Enables comprehensive email management through IMAP/SMTP protocols with tools for searching, organizing, moving, flagging, and sending emails across various email providers. Features safe preview mode for destructive operations and supports multiple email providers including Gmail, Outlook, and Chinese email services.

Codebase RAG MCP Server

Enables AI agents to chat with codebases by indexing local directories or GitHub repositories into a vector database for semantic search and code retrieval.

content-genie-mcp

Korean-content MCP that consolidates real-time trends from Naver, Daum, Google, YouTube, and Zum, includes a 100+ Korean holiday database, and provides a viral-score predictor for content optimization.

MCP Atlassian Server

Integrates with Atlassian Cloud products (Confluence and Jira) to enable AI assistants to search, read, create, and manage pages, issues, comments, attachments, and export content through natural language interactions.

bearing-local-business

Enables AI agents to query a local bakery's hours, menu, custom-order availability, and submit demo inquiries through a clean MCP interface.

booklib

A context engineering tool for AI coding assistants that detects post-training knowledge gaps, resolves them automatically, and delivers team decisions via MCP to Claude, Cursor, Copilot, and other AI tools.

local-llm-delegation-mcp

Optimizes token costs by intelligently delegating low-complexity tasks to local LLMs via LiteLLM, enabling cost-effective development workflows.

Qwen3-Coder MCP Server

Integrates the Qwen3-Coder 30B parameter model with Claude Code through 5 specialized tools for code review, explanation, generation, bug fixing, and optimization. Optimized for 64GB RAM systems with advanced performance settings including flash attention and parallel processing.

apple-mcp

MCP server for macOS Apple apps. Enables read/write access to Notes, Reminders, Calendar, Contacts, and Safari using SQLite and JXA, all running locally.

Anycast MCP Server

Enables AI assistants to manage agents, webhooks, and P2P connectivity on the Anycast network, allowing operations like listing agents, creating tokens, and viewing connection stats.

DefectDojo MCP Server

A Model Context Protocol (MCP) server that provides comprehensive access to DefectDojo vulnerability management platform.

R2R MCP Server

A FastMCP-based MCP server for the R2R API, enabling integration with document management, knowledge graphs, and RAG systems through automatically generated tools and resources.

Playwright MCP Server

Enables web browser automation and inspection using structured data instead of screenshots, allowing AI agents to interact with web pages programmatically through the Playwright framework.

BACnet MCP Server

A lightweight MCP server that connects LLM agents to BACnet devices for building automation, enabling real-time monitoring, actuation, and task orchestration.

UI Debugger MCP

Enables AI agents to autonomously debug UIs by delegating high-level stories to a small agent that drives browsers or desktop apps and reports structured pass/fail findings with evidence.

MCP Screenshot Server

Enables capturing screenshots and annotating images with boxes, arrows, text, highlights, and other shapes, plus editing features like blur, crop, and resize with flexible export options.