发现优秀的 MCP 服务器

mcp-optimizer

mcp-optimizer

QCM MCP Server

Enables quality crisis management through 10 MCP tools for problem-solving, decision-making, auditing, validation, and Infoseek collaboration, allowing structured handling of quality issues and governance assessment.

UI-TARS Desktop

一个基于 UI-TARS (视觉-语言模型) 的 GUI 代理应用程序，它允许你使用自然语言来控制你的电脑。

ai-governance-controls

Provides AI governance controls as MCP tools for safety screening, risk classification, and red teaming of AI systems, returning structured governance reports.

Adopte un Conteneur — Container Delivery Calculator

Calculate empty shipping container delivery costs in France. Automatically selects the optimal depot and returns real prices (without and with VAT).

imperal-mcp

Enables LLMs to build, validate, smoke test, and deploy Imperal apps using a declarative IR format directly from the editor.

Jentic

Jentic

MCP SQL Server

Enables secure interaction with SQL Server databases through natural language queries in Cursor IDE, with individual user credentials for complete traceability and auditing of all database operations.

Iris MCP

Enables Claude Code instances across different project directories to communicate and coordinate. Stay in one project while asking questions to teams in other codebases through cross-project messaging and coordination.

MCPGuard-Lab

A security research MCP server for testing tool call safety with deterministic policies like allowlists, path boundary enforcement, SSRF prevention, output redaction, and prompt injection detection, without requiring external LLMs or API keys.

genesys-memory

Causal graph memory engine for AI agents. Scores memories using relevance × connectivity × reactivation, connects them in a causal graph, and actively forgets irrelevant ones. 11 MCP tools including store, recall, search, traverse, and explain.

Frontend Review MCP

An MCP server that reviews UI edit requests by comparing before and after screenshots, providing visual feedback on whether changes satisfy the user's requirements.

GitLab MCP Server

Connects AI assistants to GitLab projects, enabling natural language queries to view merge requests, code reviews, discussions, pipeline test results, and respond to comments directly from chat.

MCP System Bridge

A server that bridges the Model Context Protocol (MCP) to native OS functionalities, allowing AI assistants to open URLs, manage clipboard content, and retrieve date information.

autopedia

Enables AI tools to maintain a personal knowledge wiki via MCP, allowing users to add sources and ask questions grounded in their research.

Enhanced Reablocks MCP Server

A Model Context Protocol server that generates production-ready React components using the Reablocks design system through natural language processing.

mcp-server-mattermost

Lets AI assistants read, search, and post messages in Mattermost channels, manage threads, reactions, files, and users with 38 tools.

博查搜索 MCP Server

为AI应用提供高质量网页搜索和结构化知识模态卡，涵盖新闻、天气、百科等领域。

gulltoppr

Enables AI agents to resolve smart contract ABIs, read, encode, simulate, and prepare transactions across multiple blockchains via a REST API or MCP server, with no signing required.

MCP Customer Support Demo

Enables customer support operations such as order lookup, store credit, refunds, and audit log review through an agent using safe, typed MCP tools.

huddle-mcp

A broker that queues agent requests (plans, questions, FYIs) and batches them by urgency into proposed meetings, leaving actual calendar booking to an attached calendar MCP.

discord-mcp-agent

A Model Context Protocol (MCP) server for Discord-based AI agent-user communication. Enables AI agents to communicate with users through Discord instead of IDE chat interfaces.

GitHub Issue Relationships MCP Server

An MCP server that provides tools for managing GitHub issue relationships, including tracking dependencies, blockers, and sub-issues.

Zimi MCP Server

Enables AI agents to search, read, and manage offline knowledge from ZIM files (Kiwix archives) with full-text search, language support, and library management.

MCP Voice Soundboard

A text-to-speech MCP server with 48 voices across 9 languages, supporting emotion spans, SFX tags, and multi-speaker dialogue. Deployable via a single npx command with built-in guardrails and swappable backends.

dkg-memory-mcp

Exposes OriginTrail DKG V10 working, shared, and verifiable memory as standard MCP tools, enabling users to read, write, share, and query DKG memory from any MCP-capable client without custom HTTP wiring.

wishwood-mcp

MCP server for foldkit that exposes tools and resources for 7-prime spine folding, κ-band classification, and fold operations like fire, water, void, thunder, echo, and flower.

RocketReach Local MCP

Provides local MCP access to RocketReach's REST API, enabling person and company search, profile lookups, and account management without OAuth.

Starterbox

A meta-MCP server that helps users install and configure other MCP servers directly through Claude prompts, supporting both npm and PyPi packages.

finance-mcp-server

A personal finance tracker MCP server that imports Rocket Money data or connects banks via SimpleFIN to a local SQLite database, enabling Claude to analyze spending, subscriptions, cash flow, and debt payoff with complete privacy.