发现优秀的 MCP 服务器

json-promptor-mcp

An MCP server that converts raw text prompts into structured JSON prompts using heuristic keyword extraction — no API keys required.

xcode-pilot-mcp

A comprehensive MCP server for iOS/macOS development that gives AI assistants full control over Xcode build, test, simulator management, and app deployment.

MCP Terminal Monitor

Enables AI agents to monitor Docker containers, system resources, ports, and logs in real-time.

Rasdaman MCP Server

Enables natural language interaction with rasdaman multidimensional databases by translating tool calls into WCS/WCPS queries. It allows users to list coverages, retrieve metadata, and execute complex queries on datacubes through an LLM.

PII Redaction MCP Server

Enables AI agents to redact PII from text, summarize redacted content, and manage custom redaction patterns across multiple languages.

Vibecoders MCP

One MCP that turns Claude Code into your whole dev stack by swallowing other MCP servers, delegating to Codex & Gemini on your CLI subscriptions, remembering projects in a searchable knowledge graph, and carrying setup across sessions — secret-free by design.

StackWiz MCP Server

An AI-powered MCP server for managing Docker infrastructure, enabling creation, deployment, and lifecycle management of containerized services with automated DNS and SSL.

rr-mcp

MCP server for orchestrating multi-process rr debugging sessions with reverse execution, breakpoints, and dynamic session state.

Markdown RAG Documentation

Enables semantic search over local Markdown documentation using hybrid retrieval combining embeddings, keyword search, and graph traversal with automatic file watching and zero-configuration setup.

buildin-mcp

Enables LLMs to interact with Buildin.ai workspaces, providing tools to manage pages, databases, blocks, search, users, and convert Markdown content.

JJ Planner MCP Server

Enables AI agents to manage projects, tasks, and schedules in JJ Planner through CRUD operations.

otskit-mcp

Stamp, upgrade, and verify Bitcoin timestamps via AI agents using the OpenTimestamps protocol. No API keys required.

MCP Demo Server

Provides calculator, text analysis, and file reading tools through two different implementations - a FastAPI version for learning MCP concepts and an official SDK version for production use with Claude Desktop integration.

Garmin Workouts MCP

Enables creation of Garmin Connect workouts using natural language descriptions. Supports multi-sport workouts with heart rate zones and automatic sync to Garmin devices.

MCP JSONDiff Kel

An efficient MCP server for performing accurate, deep comparisons between JSON objects or strings using the deepdiff engine. It provides AI agents with standardized difference reports, supporting nested structures and various input formats to ensure precise data analysis.

HubSpot Extended MCP Server

A standalone MCP server that extends HubSpot functionality for post-call processing and pre-call preparation workflows.

Exa MCP Server

Connects AI assistants to Exa AI's search capabilities, enabling web search, company research, URL crawling, LinkedIn search, and specialized code search across GitHub repos, documentation, and Stack Overflow for finding relevant coding context and examples.

recall-mcp

Persistent memory MCP server for AI coding agents. Stores, searches, and retrieves context across sessions using SQLite and FTS5.

mcp-agentic-rag

Provides RAG tools with local vector retrieval and web fallback using Firecrawl, enabling document ingestion and querying through MCP stdio transport.

AI-DBA

Universal database copilot for diagnostics, operations, and performance analysis via MCP and CLI.

context7-mcp

Context7 MCP is a service that provides developers with the latest code documentation and examples. By integrating into the development environment, it ensures that the code generated by LLMS is based on the latest library documentation.

AgentPay x402 — Crypto Data Tools for AI Agents

AgentPay — x402 crypto data gateway on Stellar. 10 live pay-per-call tools: token prices, whale activity, gas tracker, DeFi TVL, Fear & Greed, Dune queries, token security. Agents pay USDC on Stellar. No API keys. Budget-aware sessions.

mcp-server-weibo

为 AI 助手提供微博数据查询能力，支持搜索用户、获取动态、热搜榜等功能。

ClickUp MCP Server

镜子 (jìng zi)

MCP Finnhub Server

Provides comprehensive financial market data and news through the Finnhub API. Enables real-time stock quotes, company profiles, financial metrics, analyst recommendations, and market news access.

Construction Cost Calculator MCP

Provides construction cost estimation tools using data from a public Google Sheet for items like concrete, framing, and electrical. It allows users to search items, filter by category, and calculate total project costs including labor and material expenses.

Azure AI Search MCP Server

用于 Azure 认知搜索的模型上下文协议服务器

Artificial Analysis MCP Server

Provides access to real-time LLM pricing, speed metrics, and performance benchmarks for over 300 models from Artificial Analysis. It enables users to list, filter, and compare models based on costs, tokens per second, and intelligence indices.

gsd-mcp-server

MCP server for the GSD (Get Shit Done) lifecycle framework. Exposes GSD project state, phases, milestones, and commands as MCP tools and resources.

Klyk

An MCP server that gives AI agents real OS-level control of macOS, enabling them to click real buttons, type real keys, and observe rendered screens just like a human would.