发现优秀的 MCP 服务器

lineageverse-mcp

MCP server for single-cell lineage tracing analysis, enabling conversational reconstruction, visualization, and heritability analysis of lineage trees using Cassiopeia, pycea, and treedata.

Todoist MCP Server

A self-hosted MCP server that wraps the official Todoist AI package to provide over 35 tools for managing tasks and projects. It features a Dockerized setup with automatic TLS, enabling seamless integration with AI clients like Claude and Cursor.

audacity-mcp-max

Connects any MCP-compatible AI assistant to Audacity, providing 132 tools for real-time audio editing, cleanup, mastering, and transcription — all running locally without cloud dependencies.

Paper Search MCP Server

Enables searching, downloading, and reading academic papers from multiple platforms including arXiv, Semantic Scholar, PubMed, bioRxiv, medRxiv, IACR, Google Scholar, RePEc/IDEAS, and Sci-Hub with PDF to Markdown conversion.

MCP Server for MySQL

一个模型上下文协议服务器，提供对 MySQL 数据库的只读访问，使大型语言模型 (LLM) 能够检查数据库模式并执行只读查询。

Second Brain MCP

MCP server that ingests YouTube videos and podcasts, making them searchable with timestamps and deep links to exact moments.

Vercel MCP Server

一个强大的模型上下文协议（MCP）服务器，能够通过 Cursor 的 Composer 或 Codeium 的 Cascade 实现无缝的 Vercel 项目管理，包括部署、域名、环境变量和团队配置。

Universal Memory MCP Server

A portable MCP server providing a shared intelligent memory system for any MCP-compatible AI tool, enabling storage, retrieval, extraction, and governance of memories across sessions.

google-calendar-mcp-serviceaccount

Enables an AI agent to read and write events on a single Google Calendar using a service account, avoiding OAuth consent and token expiry.

MCP Spring Boot Toolkit

Provides tools and guides for Spring Boot development including code generation, security audit, and query optimization.

AV-MCP Automator

Middleware that uses Model Context Protocol and generative AI to automatically generate native Crestron Construct interfaces (.cuig/.cuib), enabling natural language creation of AV control UI components.

Gmail MCP Server

Enables AI assistants to manage Gmail by reading unread emails with automatic classification, creating AI-generated draft replies, and saving drafts directly to Gmail through the Gmail API.

ListingGood MCP

A remote MCP server for Amazon sellers to scan, generate, and optimize product listings for AI-recommendation readiness and compliance.

@cyanheads/gnomad-genetics-mcp-server

Look up variant allele frequencies by ancestry, gene loss-of-function constraint, gene variant lists, and sequencing coverage over gnomAD — with ClinVar significance joined in — via MCP.

UCP Server

Self-hosted server that generates and serves Universal Context Packages (UCP) to AI agents via MCP, turning complex issue threads into structured, verifiable context.

autoglm-mcp

Enables AI agents to analyze and interact with Android phone screens via ADB, using the AutoGLM model to answer queries about screen content and coordinates.

research-prompt

MCP server that provides a prompt template to generate family stories based on a given topic.

agent-loop-mcp

The industry-standard persistent memory and state manager for long-running agentic workflows.

mcp-governance-proxy

An MCP server that acts as a governance proxy for AI agents, evaluating each tool call against policies before execution, enabling secure and controlled access to systems like Slack, GitHub, and AWS without exposing credentials to the agent.

mcp-openligadb

Enables querying community-run, keyless football/soccer match data from OpenLigaDB through natural language or direct tool calls.

CodeGuard

MCP server that analyzes TypeScript/Prisma projects, builds dependency graphs, and protects against dangerous modifications and silent regressions.

MCP Play Sound Server

Provides audio playback functionality for AI agents, allowing them to play notification sounds when coding tasks are completed.

Rules MCP Server

An MCP server that allows coding agents to look up contextual rules and patterns on demand, providing just-in-time guidance for specific tasks like writing tests or authoring UI.

Safe Vision MCP

Safe Vision MCP enables safe and efficient local image inspection by generating thumbnails, contact sheets, and statistics, avoiding large images in LLM context.

spoolman-mcp

Enables AI assistants to manage 3D printer filament inventory through Spoolman's API, allowing natural language queries and commands for CRUD operations on vendors, filaments, spools, settings, and more.

EVE ESI LLM Bridge

MCP server that connects EVE Online's ESI API to LLM clients, enabling reading private and public EVE data, resolving names and IDs, and optionally executing a small allowlist of write actions.

billionverify-mcp

Connects AI assistants to BillionVerify email verification via the Model Context Protocol, supporting single and batch email verification, account balance checks, and webhook management.

Italy Invoice MCP

Enables AI agents to issue Italian FatturaPA electronic invoices and transmit them to the SdI via Invoicetronic. Supports creating and querying invoices with Italian VAT rates.

n8n-free-mcp

Free and open-source MCP server for managing n8n workflows, executions, and tags via n8n's API. Enables workflow creation, activation, debugging, and deletion from any MCP client.