发现优秀的 MCP 服务器

web-search-agent

展示：让一个自主编码助手使用 Pydantic AI 和 MCP 服务器创建一个小型网络搜索代理

Research MCP

Enables LLMs to search, analyze, and summarize academic research papers in real-time from arXiv, Semantic Scholar, and PubMed. Provides automatic deduplication, citation analysis, and BibTeX generation across multiple research databases.

Excel MCP Server

通过模型上下文协议实现对 Excel 文件的无缝读取、写入和分析，并提供工作表管理、结构分析和自动缓存等功能。

FastAPI + MCP + Gemini Integration

Enables Gemini AI to interact with a FastAPI application through MCP tools for user management, task management, and dice rolling functionality. Provides natural language access to REST API endpoints including CRUD operations, health checks, and application statistics.

grafeo-mcp

Enables AI agents to interact with an embedded graph database (GrafeoDB) via the Model Context Protocol, providing tools for graph CRUD, GQL queries, full-text and vector search, and graph algorithms.

mcp-server

面试准备 (Miànshì Zhǔnbèi) 的 MCP 服务器

mcp-bridge

Enables LLMs to use llama.cpp models via MCP protocol by bridging MCP requests to an OpenAI-compatible API.

Google Tasks MCP Server

一个 TypeScript 模型上下文协议服务器，集成了 Google Tasks API，允许用户创建、列出、更新、删除任务以及切换任务的完成状态。

MCP Server for Intercom

一个符合 MCP 协议的服务器，使像 Claude Desktop 这样的 AI 助手能够访问和分析包含完整对话历史的 Intercom 支持工单。

URL Shortener MCP

提供一个简单的工具，使用 CleanURI API 来缩短 URL，该工具被设计成可以作为 FastMCP 服务器运行，并能与基于代理或工具的系统集成。

promtlab

Self-hosted AI prompt library with collections, tags, version history, team collaboration and scoped API keys (pvlt_\*) with allowed_tools whitelist. OAuth 2.1 discovery + 30 tools for Claude/Cursor/Windsurf.

hive-mcp-log

Metered log ingestion server for autonomous agents, allowing NDJSON log posting with USDC payment per line on Base L2. Agents can freely tail and search their own logs with configurable retention tiers.

jenkins-mcp

Enables interaction with multiple Jenkins instances from a single MCP server, using header-based authentication for multi-tenancy.

Dual Model MCP Server

Queries Claude Sonnet 4.6 and OpenAI GPT-5.5 in parallel via OpenRouter, returning structured multi-perspective responses for comparison and cross-checking.

USDA MCP Server

Enables plain English queries about US agricultural data, including historical crop statistics from NASS QuickStats and current cash grain prices from AMS Market News.

FastMCP Calculator Server

A server that provides basic mathematical operations (addition, subtraction, multiplication, division, power, square root) through MCP tools for use with AI assistants like Claude.

iota-agent-mcp

An MCP server that enables AI agents to interact with the IOTA blockchain, supporting wallet management, transaction signing, and Move smart contract development. It provides tools for on-chain queries and CLI operations with a human-in-the-loop security model.

Canva Content MCP Server

用于 Canva 内容生成的 TypeScript MCP 服务器

Biz Intelligence

Business intelligence toolkit that analyzes competitors, scores websites, builds customer personas, and conducts market research using real-time competitive data. 8 tools including SWOT analysis, pricing analysis, and local market intelligence.

Mansamarkets-mcp

Real-time African stock market data across 13 exchanges in one MCP server. Access live prices, indices, top gainers and losers for NGX (Nigeria), GSE (Ghana), NSE (Kenya), JSE (South Africa), BRVM (West Africa), LuSE (Zambia), DSE (Tanzania) and more. Also covers NASD OTC — Nigeria's Over-The-Counter securities exchange. 14 tools powered by Mansa Markets and NGX Pulse data infrastructure.

soul-mcp-server

Validate and generate SOUL.md agent identity files. SOUL.md is the open format for persistent AI agent identity — personality, voice, values, and constraints in a machine-readable YAML file.

MCP Blog Project

这是一个 MCP 服务器的示例，用于连接图书服务，用于我的博客。

OpenDataMCP

Connects open data to LLMs via MCP, enabling easy access to public datasets and publishing new datasets with community help.

Figma MCP Server

Connects AI applications to Figma API for extracting design data, generating production-ready HTML/CSS from designs, and capturing screenshots in multiple formats.

MCP File Operations Server

A Model Context Protocol server that enables Claude Desktop to perform file operations like reading, writing, listing directories, and managing files through natural language commands.

Windows Command Line MCP Server

镜子 (jìng zi)

tplink-omada-mcp

Exposes TP-Link Omada controller APIs to AI copilots, enabling listing of sites, devices, and clients, and executing arbitrary Omada API calls via natural language.

atlas-mcp-server

阿特拉斯 MCP 服务器 (Ātèlāsī MCP fúwùqì)

Nostr service for AI Agents MCP

9 tools, Lightning-gated. Pay per call. For agents that need verifiable signed actions with an audit trail. Nostr event signing via daemon Publish events to relays Create Lightning invoices Action receipts — signed proof of agent actions Identity attestation

ipython-kernel

An MCP server that connects to existing IPython kernels, allowing Claude to execute code in a shared persistent environment with your IDE.