发现优秀的 MCP 服务器

xhs-read-mcp

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

db-mcp

Enables interaction with multiple databases (MySQL, PostgreSQL, SQLite, Supabase) through a unified interface with security features like SQL injection detection and rate limiting.

BNB Chain MCP Server

Enables AI assistants to interact with BNB Chain, including wallet creation, balance queries, token transfers, swaps via PancakeSwap V3, and price data from Binance Oracle.

Karakeep MCP Server

Okay, here's the translation of "Search for and create bookmarks in Karakeep (Hoarder)" into Chinese: **搜索并在 Karakeep (Hoarder) 中创建书签** **Explanation of the translation:** * **搜索 (sōusuǒ):** Search * **并 (bìng):** And * **在 (zài):** In / At * **Karakeep (Hoarder):** This is kept as is, assuming it's a proper noun (the name of the application). If "Hoarder" needs to be translated, it would be something like "囤积者 (túnjī zhě)" but keeping it as "Hoarder" is generally better for software names. * **中 (zhōng):** In (within) * **创建 (chuàngjiàn):** Create * **书签 (shūqiān):** Bookmarks Therefore, the complete translation is a direct and accurate representation of the original English phrase.

Formester

Give AI agents access to Formester form submissions. Read individual responses, search and filter across forms, write AI-generated insights back as custom fields, and process file attachments including PDFs and images.

TickTick MCP Server (Vercel)

Enables management of TickTick tasks and projects through the Model Context Protocol, supporting deployment on Vercel with SSE capabilities. Users can list, create, update, and complete tasks directly within AI clients like Claude.

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.

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.

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.

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.

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.

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.

smart-coding-mcp

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

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.

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.

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.

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.

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.

MystoraX MCP Server

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

Http-tools Universal MCP Server

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

yt-subs

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

anki-mcp-addon

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

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.

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%.

spirrow-prismind

MCP server that integrates Google Drive, RAG, and memory services for context-aware knowledge management, enabling session, project, document, catalog, and knowledge operations for AI assistants.

wa-audit

Enables comprehensive audit of WhatsApp business conversations, including history export, LLM analysis with verification, and multi-format report generation.

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.

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.