发现优秀的 MCP 服务器

craftsman-map

Compiles codebases into a layered knowledge graph, providing an MCP server with 16 tools for AI to navigate, understand, and analyze code before making changes.

fallestateonboard-mcp

Exposes the 7-prime spine, 7 κ-bands, and 6 fold operations as MCP tools and resources for foldkit, enabling state folding, band classification, and operation application.

MCP Weather Server — Demo

Demo MCP server that provides weather data for cities, with tools to get weather and list available cities.

mcp-server-icon

A Model Context Protocol server for searching and fetching icons from iconfont.cn.

NanoKVM PicoClaw MCP

Enables managing NanoKVM devices via PicoClaw MCP, including status checks, reboots, and macOS recovery key operations, with secure SSH-based relay.

@zhangzwd/mcp-gateway

A lightweight MCP gateway that aggregates multiple MCP services into a unified stdio interface, automatically prefixing tool names with the service name to avoid conflicts.

mcp-read-only-grafana

A secure MCP server for Grafana that provides read-only access by default, with a separate write-capable command for mutations.

disease-detection-mcp-server

Enables plant disease detection through an MCP server powered by AI models, supporting deployment on Railway or local Claude Desktop.

Hindsight

Env-conditioned stack-trace retrieval for agent debugging over MCP, enabling search for known fixes, contribution of new solutions, and feedback-driven ranking.

wredis-mcp

MCP server enabling AI agents to design and deploy WRedis/Redis-backed services using expert patterns, architecture scaffolding, and a unified CLI.

Spendict

A performance marketer's verdict for AI agents — four tools that return a deterministic run / fix_first / kill call on ad creative, campaign structure, targeting, and live performance, so your agent only ships ads worth the spend.

XP-MCP

XP-MCP provides 40+ specialized AI agents trained on real API documentation, enabling AI assistants to accurately interact with APIs like Binance, Polymarket, and Stripe without hallucination.

Weather MCP Server

Enables users to get weather forecasts and alerts for any US city and state through natural language queries using the National Weather Service API.

MergeLoop

A host-agnostic model council that routes tasks across multiple AI workers (MCP, CLI, API) and returns one unified answer.

GitLab Deployment MCP

Enables querying GitLab projects, pipelines, and jobs, and triggering manual deployment jobs after user confirmation, with secure token handling and scope restrictions.

Salesforce CLI MCP Server

Enables AI assistants to interact with Salesforce orgs through natural language commands, supporting org management, SOQL queries, metadata operations, testing, and more.

vaults-diagram-tools

MCP server for rendering Mermaid diagrams and generating source-code diagrams, with tools to render text/files and produce dependency/class diagrams.

viam-community-mcp

An unofficial MCP server for inspecting and diagnosing Viam robotics fleets. It is currently in early development and not yet functional.

actual-budget-mcp

An MCP server that connects Actual Budget to Claude, enabling users to manage budgets, transactions, and spending insights through natural language.

Lunar Calendar MCP Server

Provides traditional Chinese lunar calendar information including auspicious date checking, BaZi (八字) Four Pillars analysis, festival data, moon phases, zodiac compatibility, and calendar conversions based on Chinese cultural traditions.

Critic-MCP

A ruthless, read-only code review MCP server that analyzes code produced by AI coding assistants, catching missing requirements, security vulnerabilities, edge cases, and performance issues without ever modifying files.

cdp-tools-mcp

Enables AI agents to debug code and automate browsers using Chrome DevTools Protocol, supporting breakpoints, variable inspection, and replayable interaction recording.

santa-mcp

给圣诞老人的概念验证 MCP 服务器 (Gěi Shèngdàn Lǎorén de gàiniàn yànzhèng MCP fúwùqì) Alternatively, if you want to emphasize that it's a *proof-of-concept* server: 圣诞老人的概念验证 MCP 服务器原型 (Shèngdàn Lǎorén de gàiniàn yànzhèng MCP fúwùqì yuánxíng) Which translates more literally to: Santa's proof-of-concept MCP server prototype.

Publer MCP Server

Wraps the Publer social media scheduling API to let you manage posts from Claude, OpenAI Codex CLI, and Gemini CLI.

Wanyi Watermark Remover

Extracts watermark-free videos and images from Douyin (TikTok) and Xiaohongshu (RedNote) share links, with optional AI-powered video transcription support.

mcp-check-links

Analyzes websites for broken links, missing meta tags, and redirect chains, returning a health score and actionable suggestions.

SearchAPI MCP Server

Connects AI assistants to external data sources (Google, Bing, etc.) via SearchAPI.site, implementing the Model Context Protocol (MCP) for secure and contextual access to web information.

Bitburner MCP Server

A bridge for the Bitburner Remote API that enables AI models to interact with the game through file management and remote method tools. It supports stdio and HTTP transports, featuring a local dashboard for monitoring connection status and events.

Python MCP Server Template

A template repository for creating custom Model Context Protocol (MCP) servers in Python that can be integrated with applications like Claude Desktop or Cursor.