发现优秀的 MCP 服务器

primereact-mcp

MCP server that gives AI assistants full access to PrimeReact v10 component documentation — props, events, examples, and search.

kassi-CLI

An AI agent that load-tests a code change, finds regression in live Splunk, and writes the fix before it reaches production, all driven through MCP.

eco2mix-mcp

Connects to real-time French power grid data (carbon intensity, consumption, generation mix) to make Kiro carbon-aware, enabling it to defer heavy jobs when the grid is dirty.

TinySearch

Shrink the web for your local LLMs! Provides web research capabilities to low resource models and environments.

mcp-pronotes

An MCP server for Pronote that enables users to access French school data like grades, timetables, and homework through AI assistants. It supports both parent and student accounts, including multi-child management and canteen menu retrieval.

Roboflow MCP Server

Integrates the Roboflow platform with Claude Code to manage computer vision datasets, trigger training runs, and perform inference directly from the CLI. It enables users to search Roboflow Universe for public datasets and handle image uploads or model evaluations using natural language commands.

Documentation MCP Server

一个服务器，使 Claude 能够在对话中直接搜索和访问来自 LangChain、LlamaIndex 和 OpenAI 等流行库的文档。

mcp-server-github

Enables interaction with GitHub repositories, issues, pull requests, code search, branches, and GitHub Actions workflows.

OpenRouter Image MCP Server

Enables AI agents to analyze and understand images using OpenRouter's vision models. Supports screenshots, photos, diagrams, and web content with specialized tools for webpage and mobile app analysis.

Mcpserver

一个 MCP 服务器示例

Gotoolkits_mcp Difyworkflow Server

镜子 (jìng zi)

mcp-developer-portal

MCP server wrapping Backstage — query service catalog, fetch TechDocs, and scaffold services via AI agents.

Tax Alert Chatbot MCP Server

A server that powers an interactive chatbot for querying and managing tax alerts in a SQLite database using Google Gemini models and LangGraph's REACT agent framework.

BloodyAD MCP

Enables Active Directory enumeration and abuse operations through the bloodyAD tool. Supports LDAP queries, user/group management, DNS operations, and security testing directly from AI assistants.

Promptbook MCP

A server that stores and semantically searches AI prompts via RAG, enabling developers to reuse prompts from AI coding assistants.

vibatchium

MCP server for agent-piloted browser automation that clears Cloudflare, providing multi-session parallel Chromes, persistent profiles, stealth features, credential vault, and vision-first clicking.

houjin-bangou-api-mcp

MCP server for the Japan National Tax Agency Corporate Number API, enabling corporate number lookup and search via local AI clients.

Flag MCP

Enables human-in-the-loop interaction for AI coding workflows through native desktop dialogs that present route choices, text input, and image annotation capabilities when AI assistants encounter decision points.

remote-mcp-server-authless

Deploy a remote MCP server on Cloudflare Workers without authentication, enabling connection to clients like Cloudflare AI Playground and Claude Desktop.

Codebase Intelligence MCP Server

A production-grade MCP server for local git repositories that provides tools for code search, git history analysis, complexity metrics, test discovery, and dependency management.

attackforge-mcp

Connects AI assistants to AttackForge's Self-Service API with full endpoint coverage, response size optimization, and local caching for efficient use in long conversations.

Record MCP Server

Enables storing and managing dynamic review records with custom schemas for any category (coffee, whisky, wine, etc.), supporting both local filesystem and Cloudflare R2 storage with flexible field definitions.

Ubuntu VM Control

Enables AI assistants to interact with Ubuntu VMs via SSH, including executing commands, simulating keyboard/mouse input, capturing screenshots, and controlling GUI applications remotely.

aloha-fyi-hawaii

First dedicated Hawaii tourism MCP server. Search 2,583 tours, 579 events, Groupon deals across Oahu, Maui, Big Island, and Kauai. Every result includes affiliate booking links. Powered by aloha.fyi.

mcp-kafka-observer

An MCP server that gives AI agents real-time observability into Apache Kafka clusters, enabling natural language queries for broker health, consumer lag, and diagnostics.

token-savior

An MCP server that provides structural codebase indexing and surgical query tools to drastically reduce token usage through symbol-level searches and transitive impact analysis. It supports multiple languages and integrates with git to help AI agents understand code dependencies and the impact of changes in sub-millisecond time.

Expense Tracker MCP Server

Enables users to track expenses by adding, listing, and summarizing them with category support through natural language.

web-search-mcp

Provides multi-provider web search capabilities with fallback chains, semantic reranking, and content extraction for grounded agent retrieval.

akd-vaultpdf-mcp

Provides tools to analyze local PDFs and CSVs (page count, text search, scoring, column stats) with strict refusal to guess ambiguous data. Requires a paid license.

ICD MCP Server

Provides AI assistants instant access to WHO ICD-10 and ICD-11 classification systems for code lookup, search, autocoding, validation, and hierarchy browsing via 12 tool actions.