发现优秀的 MCP 服务器

KeeperGate

Enables AI agents to execute on-chain transactions through policy validation, KeeperHub orchestration, and tamper-evident evidence recording.

Qiao-MCP

Enables AI assistants to interact with bridge structural analysis software for modeling, construction stages, and code checking.

custom-mcp-server

Exposes custom Python functions as tools and integrates with Ollama for tool calling.

climate-risk-mcp-server

Provides AI agents with access to CO2 emissions data, climate projections, and risk assessments for heat, flooding, and drought, supporting ESG analysis and CSRD compliance.

mysql-mcp

Enables AI clients to interact with MySQL databases through read-only queries, with optional write capabilities in a controlled, auto-rolled-back manner.

Fabits MCP Server

Enables investment in mutual funds through the Fabits MyWealth platform with natural conversation. Supports fund discovery, lumpsum/SIP investments, portfolio tracking, and secure authentication with OTP.

Arachne MCP

Self-hosted web-intelligence server for Hermes Agent and other MCP clients, featuring hybrid HTTP+browser crawling, document parsing, search, structured extraction, and change detection.

MCP API Requester

An MCP server that enables LLMs to make arbitrary HTTP requests (GET, POST, PUT, DELETE, etc.) with custom headers, bodies, and cookies, supporting JSON and error handling.

Tickory MCP Server

Scheduled scans across all Binance spot and perpetual pairs using CEL rules (RSI, volume, MAs, price action). Runs server-side 24/7, fires webhooks on match, with delivery proof and alert explainability.

DB Graph MCP Server

Connects to SQL databases to execute queries and return results as chart images (PNG) visible in MCP clients.

Desmos MCP Server

Enables mathematical formula visualization and analysis through interactive plotting, formula validation, and symbolic computation. Supports both Desmos API integration and local matplotlib rendering for creating 2D mathematical graphs.

hermes-gpt

Enables MCP-based interaction with a local Hermes Agent installation, providing file read/search, skill management, and optional sandboxed write, terminal, and memory tools.

Godot Scene Analyzer

Analyzes Godot game projects to enforce ECS architecture patterns, automatically detecting when scene scripts contain game logic that should be in the ECS layer and validating separation between presentation and logic code.

mcp-apple-music

Full Apple Music integration for Claude: search the catalog, browse your personal library, manage playlists, and get personalised recommendations.

KnowledgeMCP

An MCP server that enables AI assistants to perform semantic searches over local document collections using multi-context organization and automatic OCR. It supports various file formats including PDF, DOCX, and images, ensuring all data processing remains local and private.

mcp-openfda

Enables querying openFDA drug and device data via natural language through the Pipeworx MCP gateway.

space-weather-mcp

Enables space-aware daily briefings, stargazing condition reports, and astronomy picture exploration from within the IDE by connecting to NASA and weather APIs.

LangGraph FastAPI MCP Server

Enables LLM-powered agents to securely communicate with and orchestrate downstream microservices via FastAPI endpoints exposed as MCP tools.

QGISMCP

一个模型上下文协议服务器，将 Claude AI 连接到 QGIS，从而能够通过自然语言提示直接与 GIS 软件交互，以实现项目创建、图层操作、代码执行和处理算法。

lafe-blog MCP Server

Enables creating and managing text notes with a simple note-taking system. Provides tools to create notes, access them via URIs, and generate summaries of all stored notes.

Aruba Fatture MCP

MCP server for interacting with Aruba Fatturazione Elettronica API, enabling users to manage electronic invoices with Claude, including sending invoices to SDI, searching, downloading, and retrieving invoice details and notifications.

Recruitee MCP Server

Enables extraction and analysis of candidate profiles from Recruitee recruitment pipelines, optimized for LLM evaluation with clean, bias-free data.

Krutrim Cloud MCP Server

Enables AI assistants like Cursor, Claude, and Codex to interact with Krutrim Cloud, providing discovery and controlled operations for VPCs, compute, storage, networking, Kubernetes, KPods, and IAM, with safety controls such as confirmation and read-only mode.

Netlify Express MCP Server

A basic serverless MCP implementation using Netlify Functions and Express. Demonstrates how to deploy and run Model Context Protocol servers in a serverless environment with proper routing configuration.

XHS MCP

Enables interaction with Xiaohongshu (Little Red Book) platform through automated browser operations. Supports authentication, content publishing, search, discovery, and commenting using Puppeteer-based automation.

rag-mcp

A RAG service based on FastMCP that enables document indexing and retrieval (keyword/vector search) through the MCP protocol.

AstrBot MCP

Provides operational control and automation tools for AstrBot developers, enabling plugin debugging, configuration management, message sending, log monitoring, and bot restart capabilities through AI agents.

Agent Data Bridge

An MCP server that provides data bridging from Spring Boot interfaces and a lightweight Python sandbox for script execution. It enables agents to fetch data as Markdown or Parquet files and perform automated data analysis within a controlled environment.

Webpage Summary Agent with mcp-agent and qwen

网页摘要代理，使用 mcp-agent、MCP 服务器和 Qwen。 (Or, more literally: Webpage Summary Agent, using mcp-agent, MCP servers, and Qwen.)

Mipiti MCP Server

Lets AI coding agents generate and manage threat models, controls, assumptions, compliance mapping, and evidence programmatically via the Mipiti security posture platform.