发现优秀的 MCP 服务器

Neo4j Knowledge Graph MCP Server

Provides LLM clients with a persistent, scalable knowledge graph memory system that supports semantic retrieval, contextual recall, and temporal awareness.

mcp-memory-server

A self-hosted knowledge-graph memory server for AI agents, providing persistent memory via 7 MCP tools, automatic instructions, and a web dashboard, enabling AI assistants to remember and retrieve information across sessions.

x-wing-mcp

An MCP server for X (Twitter) that enables creating posts, threads, likes, follows, and DMs, plus reading posts, timelines, mentions, and search results via a unified OAuth 2.0 connection.

smart-coding-mcp

Enables AI assistants to perform intelligent semantic code search across codebases using local AI embeddings for meaning-based retrieval.

Tonn MCP Server

Enables AI assistants to mix, master, and analyze audio using the RoEx Tonn API through MCP tools.

sovereignty-scan-mcp

Vendor sovereignty scanner for EU AI Act compliance. Scans provider stacks for CLOUD Act exposure, data residency, and GDPR DPA status across 55 providers, then suggests EU-native alternatives. Free, no account required.

xhs-read-mcp

A read-only MCP server for Xiaohongshu that enables searching notes, fetching details and comments, with QR code login support.

mcp-server-spotify

MCP server for the Spotify Web API — gives Claude and other AI assistants tools to search music, control playback, manage playlists, library, and podcasts.

anki-mcp-addon

Enables to interact with your Anki collection through natural language, allowing you to study, edit, and analyze flashcards without external dependencies.

gitlab-duo-mcp-bridge

Wraps GitLab Duo CLI as an MCP tool for code review, enabling agents to get structured Duo reviews via duo_review.

dremio-mcp-lite

A lightweight MCP server for exploring Dremio data catalogs. It provides read-only tools for browsing catalogs, querying tables, and previewing data.

GitLab MCP Server

Connects AI assistants to GitLab projects, enabling natural language queries for merge requests, code reviews, test results, pipelines, and discussions. Supports viewing MR details, responding to comments, and analyzing CI/CD job logs.

Http-tools Universal MCP Server

Provides a standardized MCP interface for interacting with HTTP tools and services, enabling unified API access and management.

GPT-MCP Bridge

Enables Claude and other MCP-compatible tools to communicate with OpenAI's GPT models (GPT-5, GPT-5-mini, o3) with conversation history and session management. Features advanced controls like reasoning effort settings, token tracking, and parallel conversation sessions for efficient AI workflows.

odoo-mcp

An MCP server that connects AI assistants to Odoo ERP instances via the built-in XML-RPC API without requiring any additional addons. It enables users to search, create, update, and manage Odoo records and models through natural language.

GitHub MCP Server

Enables comprehensive GitHub workflow automation including Actions monitoring, PR management, code search, file operations, and repository management through a code-first architecture that reduces token usage by 98%.

Search Tools MCP Server

Enables intelligent code analysis and search across repositories using the CodeRank algorithm (inspired by PageRank) to identify critical modules, trace dependencies, find code hotspots, and perform context-aware keyword searches with importance-ranked results.

Swagger MCP

Dynamically generates MCP tools from Swagger/OpenAPI specifications by extracting swagger.json files at runtime. Enables natural language interaction with any REST API that has Swagger documentation.

Unsloth session memory MCP

A read-only MCP server that lets Unsloth Studio retrieve earlier local chat sessions from its SQLite database, providing tools to list, get, recall, and search sessions while excluding system messages and redacting sensitive patterns.

igrid-sce-mcp-tool

Enables role-based interaction with iGrid-Prometheus APIs, including domain listing, AI agent execution, action proposal, and CSV ingest/export, supporting Read, Write, and Admin permission levels.

notebooklm-mcp

Enables AI assistants to programmatically interact with Google NotebookLM, allowing them to create and manage notebooks, add sources, query content, generate audio/video, and perform research tasks through natural language commands.

marco-tenant-mcp

Streamable HTTP MCP server on Google Cloud Run that connects to Google Apps Script to enable property management workflows, including HTML to PDF conversion, file sharing, datastore updates, and file management.

MystoraX MCP Server

Enables MCP clients to interact with the MystoraX Conductor for routing, surface management, and goal submission via HTTP and native plugins.

SpeakUp MCP Server

An MCP server that gives Claude Code text-to-speech capabilities with support for multiple simultaneous instances, message queuing, and a web UI for monitoring.

yt-subs

Extracts clean text transcripts from YouTube videos using their subtitles and returns them as plain text.

Deep Learning with Python MCP Knowledge Base

An MCP (Model Context Protocol) server that turns the book Deep Learning with Python (François Chollet) into a searchable knowledge base, so Claude can act as a deep-learning/ML expert grounded in the book's content.

mcp-memories

Captures code build sessions and publishes them to a shared team knowledge base, making past work discoverable via semantic search.

Spotify MCP Server

Enables control of Spotify playback and management of liked songs through natural language. Supports play/pause controls, track information retrieval, and adding songs to your Spotify library.

mcp-slskd

MCP server for searching and downloading music from the Soulseek peer-to-peer network via slskd. Enables AI assistants to discover and download music directly.

amazing-marvin-complete-mcp

An MCP server that exposes the full Amazing Marvin public API (34 tools across ~31 endpoints) so assistants can manage tasks, habits, time blocks, reminders, and reward points through natural language.