发现优秀的 MCP 服务器

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.

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.

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.)

search-console-mcp

Model Context Protocol (MCP) server that provides AI agents with access to Google Search Console data.

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.

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.

Basic MCP Server

A minimal Model Context Protocol server demonstrating basic MCP capabilities with example tools, resources, and prompts. Built as a starting template for developers to create their own MCP servers using the Smithery SDK.

kintone OAuth MCP Server on Cloudflare Workers

Enables secure interaction with kintone through OAuth authentication, supporting record operations, app configuration management, file operations, and access control without storing API keys locally.

MCP Server Tester

用于模型上下文协议 (MCP) 服务器的自动化测试工具 - 正在进行中

Tripo AI MCP Server

Enables AI assistants to interact with the Tripo3D AI API to generate 3D models from text, images, or multiview inputs. It supports advanced features like model animation, stylization, and real-time task status tracking.

KIA - Kaizen Intelligent Agent

Transforms Claude into a production-grade pair programmer by orchestrating best-in-class APIs (Morph, Chroma, DSPy) for iterative code evolution to 95%+ quality, semantic codebase search, package discovery across 3,000+ libraries, and pattern learning.

Emergency Medicare Management MCP Server

镜子 (jìng zi)

Modular Search MCP

A VS Code extension that integrates DuckDuckGo web search capabilities with GitHub Copilot Chat through a Model Context Protocol server.

Shopify MCP Server

镜子 (jìng zi)

Stochastic Thinking MCP Server

Provides advanced probabilistic decision-making algorithms including MDPs, MCTS, Multi-Armed Bandits, Bayesian Optimization, and Hidden Markov Models to help AI assistants explore alternative solutions and optimize long-term decisions.

Panda Odoo MCP Server

Enables seamless interaction with Odoo instances through the Model Context Protocol, supporting CRUD operations, custom method execution, and real-time updates. It offers versatile communication via stdio and HTTP protocols, including support for streaming and Server-Sent Events.

MCP DuckDuckGo Search Plugin

为 Claude Code 和 MCP 兼容的客户端提供通过 DuckDuckGo 进行网络搜索的功能，具有高级内容探索、跨搜索结果导航和详细网页分析等特点。

WarpGBM MCP Service

Provides GPU-accelerated gradient boosting model training and inference through a cloud service. Enables AI agents to train models on NVIDIA A10G GPUs and get fast cached predictions with portable model artifacts.

Amp MCP

Provides developer-focused documentation and tools for building applications on Amp, a high-performance blockchain ETL system. Includes guides, schemas, code examples, and troubleshooting resources for querying and transforming blockchain data.

Water Bar Email MCP Server

Enables sending branded wellness booking confirmation emails through Resend integration. Supports multiple email flows including AOI experience bookings with AI-suggested drink pairings and timeline layouts.

Google Ad Manager MCP Server

Enables AI assistants to manage Google Ad Manager campaigns, line items, creatives, and advertisers through natural language, automating ad operations that normally require countless clicks through the UI.

Daemon-MCP

Daem0n-MCP provides AI agents with persistent, semantically indexed memory to track decisions, rules, and outcomes across sessions. It actively prevents repetitive mistakes by enforcing context checks and prioritizing information about past failures during recall. Best for Claude Code.

DA Live Admin MCP Server

Enables LLM assistants to manage Document Authoring (DA) repositories through the DA Live Admin API, supporting operations like listing, creating, updating, and deleting source files, managing configurations, and looking up media and fragment references.

mcp-swagger-schema

An MCP server that allows users to query and retrieve request and response JSON schemas directly from Swagger/OpenAPI specifications. It supports automatic reference resolution and path parameter matching to help AI models interact with API interfaces.

MCP Observer Server

A file monitoring server that tracks filesystem events and provides real-time notifications to AI assistants, enabling them to automatically respond to file changes without manual updates.

MCP File Operations Server

Enables secure file management operations within a documents folder, including reading, writing, listing, deleting files and creating directories. Supports all file types with path validation to prevent access outside the designated documents directory.

Gaia-Protocol

Gaia Protocol—a planetary DAO for global resource management using quantum-entangled ledgers and algorithmic governance.