发现优秀的 MCP 服务器

MCP Gateway

A production-grade platform that connects AI assistants to internal databases and filesystems through a single authenticated endpoint. It features role-based access control, SSO integration, and built-in tools for querying SQL databases and managing files with full audit logging.

Maicraft

Enables AI agents to play and interact with Minecraft servers through mineflayer, providing automated actions like mining, movement, crafting, and real-time game event monitoring.

mem

MCP server for live process memory introspection and debugging on Linux x86_64. Enables reading/writing process memory, searching patterns, ptrace attach/registers, running commands, and valgrind execution.

mcp-scaffold

*开发中* 用于测试和开发 MCP 客户端和服务器的脚手架

Who's in Space

Provides AI assistants with live information about who is currently in space and the location of the ISS, using the free Open Notify API.

codex-trajectory

A read-only MCP server that turns Codex task logs into privacy-aware event ledgers and interactive timelines, providing tools to list sessions and retrieve trajectory data with summary or full detail levels.

magpie-search

Federated, local-first search for AI agents: one query fans across transcripts, files, a knowledge graph, a vector store, the live web, and YouTube, fused by trust-weighted RRF into one ranked answer. Five modes (grep/lexical/semantic/hybrid/rerank), runs entirely on your machine over MCP.

Progi

Workflow engine that teaches your agent how YOU like to get things done. So you can do your best work without re-explaining your process or losing context between sessions.

MiniCPM Vision MCP

为DeepSeek、Claude Desktop等AI助手提供本地视觉能力，支持图片描述和视频帧分析，数据不出机。

atlaspi-mcp

Historical geography for AI agents: 1,000+ polities with real GeoJSON borders, dynastic succession chains, events, cities and trade routes from 4500 BCE to today, each with cited academic sources and a confidence score. Wraps the free AtlasPI REST API (https://atlaspi.it) as 39 MCP tools — no API key required, Apache-2.0.

spaceship-mcp

MCP server for managing domain registrations, DNS, WHOIS privacy, transfers, and marketplace listings via Spaceship API.

timely-mcp-server

MCP server for Timely time tracking API. Connects Claude Code to your Timely account for reading and creating time entries, projects, tasks, and users.

remote-mcp-server

A TypeScript-based MCP remote server with HTTP transport, token authentication, and support for tools, prompts, and resources.

MCP Power - Knowledge Search Server

Enables semantic search across multiple knowledge datasets using FAISS vector embeddings, allowing natural language queries to find relevant documents with fast retrieval.

OpenClaw MCP Server

General TypeScript MCP server that provides tools for OpenClaw capabilities, including balance and invoice retrieval from RMappi/Osuria.

jaeger-mcp

Provides read-only access to Jaeger distributed tracing data through the Model Context Protocol. Enables Claude and other MCP-capable agents to search traces, inspect spans, and analyze service dependencies directly within conversations.

browser-inspector-mcp

Gives AI coding tools access to the CSS cascade the way DevTools does — which rules matched, which won, where each came from.

Memory Bank MCP

记忆库服务器为 AI 助手提供了一套工具和资源，以便与记忆库进行交互。记忆库是结构化的信息存储库，有助于在多个会话中保持上下文并跟踪进度。

wet-mcp

Web search (embedded SearXNG), content extraction, and library docs indexing with hybrid search. No API keys required.

Motley MCP Server

Enables AI assistants to query structured NYC family data, including neighborhoods, schools, admissions, safety, health, family resources, kids' activities, and neighborhood comparisons.

Entra News MCP Server

Provides a searchable knowledge base over the Entra.news archive, enabling natural language queries for Microsoft Entra announcements, features, and community tools. Users can perform hybrid semantic searches, retrieve specific newsletter issues, and discover mentioned GitHub projects or PowerShell tools.

MCP Database Server

Provides Claude with direct access to databases including SQLite, SQL Server, PostgreSQL, and MySQL, enabling execution of SQL queries and table management through natural language.

MCP Guide Schema Query

Enables AI tools to understand a database, inspect schema, and run safe SELECT queries with SQL guardrails, plus optional codebase reading.

ox402-utils

Enables AI agents to call 45 micro-priced utility tools via x402 micropayments on Base, covering search, screenshots, OCR, PDFs, WHOIS, geo-IP, and more without API keys.

netbox-mcp

This repository implements an MCP (Model Connector Plugin) server for NetBox with full CRUD capabilities, search, and changelog retrieval.

multi-agent-orchestrator

An MCP server that orchestrates multiple AI agents in parallel to get diverse perspectives on a single topic, supporting debate, review, and quick modes.

Agent MCP Weather Template

A template MCP server that provides weather forecasting functionality by fetching current and hourly temperature data from the Open Meteo API for any given latitude and longitude coordinates.

DocImprint

Verifiable document intelligence for AI agents. Extract, summarize, claim-check, and notarize PDFs & URLs with cryptographic proofs, cross-document search, and on-chain attestation via Base L2.

Fantasy Gamebook Engine

An MCP server that provides 18 tools for dice rolling, luck tests, character management, world state, combat, and save/load, enabling an AI game master to run a solo-play gamebook entirely through deterministic game logic.

SciMCP

An MCP server for computational materials science that enables AI assistants to generate LAMMPS simulations, parse outputs, analyze nematic order, detect plastic rearrangements, and estimate viscosity through 12 specialized tools.