发现优秀的 MCP 服务器

mcp-lab-jma

MCP server providing weather forecast, warnings, AMeDAS observations, and area search from Japan Meteorological Agency JSON APIs. It normalizes responses and supports Japanese place names.

MCP Filesystem Server

一个安全的模型上下文协议服务器，它在预定义的目录中提供受控的文件系统访问，使 AI 模型能够执行文件和目录操作，并具有严格的路径验证。

Apache Airflow MCP Server

Enables inspection and management of Apache Airflow DAGs, runs, and logs across multiple instances. It provides tools for monitoring workflows and performing gated write operations like triggering DAGs or clearing task instances.

mcp-google-multi

Gives MCP clients access to Google Workspace (Gmail, Drive, Calendar, Sheets, Docs, etc.) across multiple Google accounts simultaneously.

KQL MCP Server

Enables AI assistants to query and analyze data in Azure Data Explorer, Log Analytics, and Microsoft Sentinel using Kusto Query Language (KQL) through tools, resources, and prompts.

onenote-mcp

An MCP server that lets you talk to your OneNote notebooks, enabling search, reading, creating, and managing pages, sections, and notebooks via natural language. It connects directly to Microsoft Graph from your own computer, so your notes and credentials never leave your machine.

CDS Components MCP Server

Enables AI assistants to search, understand, and generate code for design system components by syncing and indexing a component library.

Strava Training MCP

Provides comprehensive access to Strava API for marathon training and race analysis, enabling language models to query athlete data, analyze training patterns, track performance metrics, monitor heart rate zones, and detect injury risks.

symbols

A fast, polyglot source code intelligence CLI. Extract symbols, parse imports, trace dependencies, and analyze impact — all from the command line.

Orcho MCP Server

Provides real-time security risk assessment for AI coding prompts, analyzing potential dangers, blast radius, and complexity before code execution in Cursor.

Unstructured API MCP Server for Research Paper Data Processing

非结构化数据 MCP 黑客松的 GitHub 仓库。

Google Docs & Gmail MCP Server

Enables appending content to Google Docs and creating email drafts in Gmail via FastAPI endpoints.

MoSPI MCP Server

Provides AI-ready access to Indian government statistics through MCP, enabling natural language queries for economic, demographic, and social indicators.

brvm-mcp

MCP server providing access to BRVM (West African regional stock exchange) public data, including real-time quotes, market summaries, dividends, fundamentals, volumes, and sector indices through 18 tools.

Scrapy MCP

A general-purpose MCP server for crawling and extracting structured data from any website. Supports tools for crawling, single-page extraction, search-and-crawl, and schema extraction.

MCP Server RubyGems

一个模型上下文协议服务器，允许与 RubyGems.org API 交互，以获取关于 Ruby 包的元数据、搜索 gem，并探索依赖关系和所有权信息。

PDF Inspector MCP Server

Inspects local PDF files, extracting text, counting pages, and performing OCR on scanned PDFs using standard libraries.

MADPANDA Firecrawl MCP

A security-first, bring-your-own-key MCP server for bounded Firecrawl scraping, search, site mapping, credit visibility, and queue status.

tw-almanac

Provides daily Taiwanese almanac (黃曆) information including auspicious/inauspicious activities, solar terms, zodiac clashes, and searches for auspicious dates for events like weddings.

mcpo_docker_use

一个用于 mcpo 的 Docker 镜像示例（预装 npm、curl、nodejs、uv；预构建 MCP：amap、baidumap、server-brave-search、tavily、fetch），mcpo 是一个将 MCP（模型上下文协议）服务器暴露为与 OpenAPI 兼容的 HTTP 端点，供 OpenWebUI 使用的工具。

Jira MCP Server

Enables querying Jira issues using JQL and creating new issues programmatically via natural language.

lol-mcp

A FastMCP server that exposes REST API endpoints as Model Context Protocol tools for AI agents. It provides a template for wrapping upstream APIs and includes deployment support for Docker and OpenShift.

Hats Protocol MCP Server

Enables management of decentralized organizational roles and permissions through Hats Protocol across multiple blockchain networks. Supports creating hierarchical role structures, checking permissions, minting/transferring roles, and analyzing organizational structures through natural language.

WaveMaker React Native MCP Server

An MCP server providing intelligent development assistance for WaveMaker React Native projects. This tool integrates with Cursor IDE to help developers solve bugs, optimize performance, analyze code, and generate tests.

Upstox MCP Server

A MCP server exposing Upstox market, technical, and account data as MCP tools for AI agents.

concord-mcp

Enables MCP clients to look up Bible verses, perform semantic search, and access original-language word study through a local Concord instance, providing accurate citations and honesty about uncertainty.

Fitness MCP Server

An MCP server that provides an interface to Google's Fitness API, enabling interaction with fitness data through natural language using the Multi-Agent Conversation Protocol.

KB Platform MCP Server

Enables governed, audit-traced AI access to a curated knowledge base through the Model Context Protocol, with OAuth 2.1 authentication and policy enforcement for secure, compliant queries.

News Crawler MCP Server

Enables crawling news articles by category (politics, economy, society, etc.) and generates blog-ready markdown summaries. Provides MCP tools for listing categories, crawling news, getting article details, and saving to files.