发现优秀的 MCP 服务器

OnceHub

The OnceHub MCP Server provides a standardized way for AI models and agents to interact directly with the OnceHub scheduling API

handbook-mcp-server

Enables full management of handbook entries through the Handbook API, allowing users to list, create, update, delete, and search entries from MCP-compatible clients like Claude Desktop.

CodeGraph Multi-Repo MCP

Exposes CodeGraph capabilities for multiple local repositories to MCP-compatible AI coding assistants, enabling multi-repo code exploration and cross-repo symbol tracing.

Local File Search MCP

Provides tools for searching and reading local files, supporting metadata filters, PDF full-text keyword search, and sandboxed file access.

drawio-live

Launches/connects to the visible draw.io desktop editor and edits its active graph model in real time, allowing AI agents to draw scientific figures step by step.

AutoDL MCP Server

Enables management of AutoDL GPU resources including instance lifecycle, balance queries, elastic deployments, and notifications through typed MCP tools.

Rockfish MCP Server

Enables AI assistants to interact with Rockfish's machine learning platform through comprehensive API access. Supports managing databases, worker sets, workflows, models, projects, and datasets for ML operations.

Knowledge Base MCP Server

A local MCP server that allows AI systems to search and retrieve information from a custom knowledge base generated from markdown files. It provides tools for natural language text search, category browsing, and specific content chunk retrieval.

xcode-build-optimizer-mcp

MCP server for Xcode build optimization, providing build-timing analysis, DerivedData/module-cache management, and build-speed config linting for AI coding agents.

repos-expert

MCP server that studies a folder of code repositories, generates markdown documentation (architecture, interfaces, activity), and serves answers over MCP with live ripgrep search and file reads so AI assistants can query codebases and their relationships.

MCP Server Node

A Node.js MCP server providing user management, task management, and calculator tools with Bearer token authentication, deployable on Cloudtype.

Slack Message Sender

MCP server for sending messages to Slack channels and replying in threads, with automatic channel name resolution and support for Claude Desktop and KADI agents.

Redmine MCP Server

An MCP server that connects AI assistants to Redmine, enabling issue and project management via natural language.

LocalGym MCP Server

Read-only MCP server for searching, comparing, and recommending UK gyms using the public LocalGym Agent API.

mdify-mcp

MCP server that gives LLMs the power to convert PDFs to Markdown on the fly using a local Ollama vision model.

MCP-Atlas

A large-scale benchmark that evaluates AI agents' tool-use competency across 36 real MCP servers using a reproducible Docker sandbox and LLM-as-judge scoring.

NamingSignal

Provides evidence-first product naming tools for agents and founders, including domain registry checks, namespace searches, and finalist research with sources and timestamps.

MCP Server - Build Tools

一个基于模型上下文协议的服务器，用于 JVM 构建工具。

Cloudflare Remote MCP Server Template

Enables the deployment of remote Model Context Protocol servers on Cloudflare Workers without authentication using Server-Sent Events. It provides a boilerplate for developers to add custom tools and connect them to clients like Claude Desktop or the Cloudflare AI Playground.

Invompt MCP

Enables users to interact with Invompt's public invoice API to draft and create professional invoices. It provides tools for generating Invoice Markup Language (IML) YAML and processing it through various invoice templates.

Google Scholar MCP Server

Enables academic research through Google Scholar by searching for papers, finding author publications, discovering recent research, and identifying highly cited works through web scraping with natural language queries.

Learn MCP Server

A Model Context Protocol (MCP) server designed for learning and experimentation. It provides a foundational setup for developers to build, run, and debug MCP server implementations using Node.js.

Roamzy

Buy and manage a global eSIM through chat. One universal eSIM for 192 countries, per-MB billing in USDT or USDC across TRON, Solana, BSC, Polygon, Optimism, Arbitrum, TON. Anonymous-flow by default — no account required.

falllearn-mcp

Exposes the 7-prime spine, 7 κ-bands, and 6 fold operations as native tools and resources for any MCP client.

agent-envelope-mcp

A neutral authority layer for agent runtimes, providing sovereign verification and vault-governed custody tools via MCP.

MCP Qdrant Semantic Search

Enables Claude to store and retrieve information with semantic search using Qdrant vector database, providing persistent memory for conversations, code, and documentation.

Amazon Bedrock AgentCore MCP Gateway

A proof-of-concept implementation that enables Amazon Bedrock AgentCore to interact with AWS Lambda functions and REST APIs through the Model Context Protocol. It provides a gateway for protocol translation and supports direct server implementation using the FastMCP framework.

LorAI MCP

An MCP server that enables AI agents to play Library of Ruina by reading game state, navigating UI, fighting battles, and selecting emotion cards.

UniFi Network MCP Server

Turns your UniFi Network Controller into programmable tools for querying and modifying network settings via MCP.