发现优秀的 MCP 服务器

Horatio

A flight recorder and memory server that sits between MCP clients and Blender, recording interactions, distilling them into persistent per-file memory using NVIDIA Nemotron, and serving that memory to agents via MCP tools like recall and search_sessions.

Excel MCP Server

An MCP server that enables creating, reading, and modifying Excel workbooks, including formulas, formatting, charts, and pivot tables, without requiring Microsoft Excel.

Remote-MCP

A type-safe solution that enables remote access to Model Context Protocol (MCP) services, allowing clients to connect to centralized MCP implementations without waiting for official remote support.

mongodb3-mcp-server

A lightweight MCP server for MongoDB 3.6+ providing read, write, metadata, and management tools.

MCP Autonomous Data Agent

Enables secure, read-only analytical querying of financial data through natural language, with built-in SQL injection defense and automatic query repair.

DedcodeMCP File Manager

Enables file management operations on the desktop including creating, reading, editing, moving, renaming, deleting, and listing files through the Model Context Protocol.

tft-oracle

Stop LLMs from hallucinating TFT data. tft-oracle gives AI assistants accurate, up-to-date game knowledge sourced from CommunityDragon.

Sequential Memory MCP Server

An MCP server that combines sequential thinking with persistent memory through a knowledge graph, enabling AI assistants to explore decision trees by recording thinking traces, branching at low-confidence points, and backtracking to explore alternative paths.

MCPSuno

Suno AI music generation with custom lyrics, song extension, cover/remix creation, lyrics generation, and persona management for reusable voice styles.

mcp-waggle

An MCP server for planning and overseeing the tecture-graph project, giving coding agents a persistent place to log researches, development activities, test results, and project progress.

gmail-mcp

Enables reading Gmail emails through the Model Context Protocol, supporting listing, searching, and retrieving email details with OAuth 2.0 authentication.

hexpm-mcp

MCP server for querying the Elixir/Erlang package registry (hex.pm) and documentation (hexdocs.pm), enabling package search, inspection, comparison, auditing, and documentation browsing.

Qiita MCP Server

镜子 (jìng zi)

INEI MCP Server

Connects MCP-compatible AI agents to Peru's official statistics platform (INEI Estadist), providing access to Census 2017 data, population indicators, and geographic profiles for all Peruvian departments, provinces, and districts without requiring an API key.

Upbit MCP Server

Enables interaction with the Upbit cryptocurrency exchange through public market data tools and optional private trading tools. Supports getting ticker data, orderbooks, trades, account information, and executing trading operations through natural language.

P2PA

Headless, peer-to-peer context synchronization for local AI agents. It enables multiple LLM agents to share structured context and resolve state conflicts over a serverless P2P network.

Chop MCP TypeScript

A Model Context Protocol server that enables interaction with Chop's Setup system, providing an interface to retrieve setup information via a REST API.

mcp-pipedrive

Wraps the Pipedrive REST API v1 to manage deals, contacts, and search across CRM entities via MCP tools.

YouTube Music MCP Server

镜子 (jìng zi)

Greenweez MCP

Unofficial MCP server for Greenweez that enables searching the catalog, reading product details, and managing a real shopping cart with safe confirmations, without ever placing orders or handling payment.

calendar-pa

Google Calendar MCP server with natural language scheduling, conflict detection, smart slot finding, complex recurring events, and a Telegram bot interface. Self-hosted, works with Claude Desktop and any MCP-compatible client.

mcp-nist-beacon

Enables querying NIST Randomness Beacon pulses by chain and pulse index.

Pipeline Assistant MCP

An MCP server that automates CI/CD pipeline creation, analysis, and security enforcement. It generates production-ready pipelines from templates and enforces DevSecOps best practices.

bug-ledger-mcp

A shared, concurrency-safe ledger for LLM code audits. It enables multiple agents to collaboratively report, verify, and resolve bugs with deduplication and hallucination resistance.

unitrends-mcp

MCP server for Unitrends Backup — appliances, jobs, recovery points, replication, alerts

mcpreg

MCP server that enables introspection of any MCP server's registered tools by exposing mcpreg/list, mcpreg/get, and mcpreg/query tools, making tool registry accessible even when the underlying SDK lacks list_tools().

skillnet-mcp

SkillNet MCP Server - Use 200.000k+ Community Skills with MCP

ActiveCollab MCP Server

A local Model Context Protocol server that enables secure interaction with self-hosted ActiveCollab instances. It allows users to query projects, tasks, time records, and team notifications through natural language while keeping API credentials local.

tyrekick

Enables AI coding agents to pull, triage, and resolve user feedback pinned directly on live web prototypes via MCP tools.

Primitiv

Design contract layer for AI agents. Scans Figma, code, Storybook, and token files, reconciles conflicts, and serves a single machine-readable source of truth so every agent gets the same authoritative design rules before it builds. Local-first.