发现优秀的 MCP 服务器

Mnemotree

Mnemotree is an MCP server that provides biologically-inspired memory for LLM agents, enabling storage, retrieval, and analysis of structured knowledge with semantic search and relationship tracking.

gmail-mcp

MCP server for Gmail that enables searching, reading, archiving, and managing email from any MCP client.

MCP Server Template

A production-ready template for building Model Context Protocol (MCP) servers in Python, using Docker Compose for containerized development and CI/CD.

gitflic-mcp

MCP server for GitFlic, the Russian Git hosting platform, enabling AI agents to manage projects, issues, merge requests, files, and more via 66 tools covering 13 API categories.

aviutl2-mcp

Enables LLMs to create, edit, and manage AviUtl2 video projects, with optional real-time control via a native bridge plugin.

codemirror-mcp

Here are a few possible translations, depending on the nuance you want to convey: **Option 1 (Most straightforward and common):** * **Chinese:** CodeMirror 扩展，用于连接模型上下文提供程序 (MCP) * **Pinyin:** CodeMirror kuòzhǎn, yòng yú liánjiē móxíng shàngxiàwén tígōngzhě (MCP) * **Explanation:** This is a direct translation. "扩展" (kuòzhǎn) means "extension," "用于" (yòng yú) means "used for," "连接" (liánjiē) means "connect," "模型上下文提供程序" (móxíng shàngxiàwén tígōngzhě) means "Model Context Provider," and "(MCP)" is the abbreviation. This is suitable for technical documentation or general communication. **Option 2 (More emphasis on integration):** * **Chinese:** CodeMirror 扩展，用于集成模型上下文提供程序 (MCP) * **Pinyin:** CodeMirror kuòzhǎn, yòng yú jíchéng móxíng shàngxiàwén tígōngzhě (MCP) * **Explanation:** "集成" (jíchéng) means "integrate." This emphasizes that the extension is designed to make the MCP work seamlessly with CodeMirror. **Option 3 (More descriptive, if the purpose of the hook is important):** * **Chinese:** CodeMirror 扩展，用于将模型上下文提供程序 (MCP) 接入 * **Pinyin:** CodeMirror kuòzhǎn, yòng yú jiāng móxíng shàngxiàwén tígōngzhě (MCP) jiērù * **Explanation:** "接入" (jiērù) means "to connect to," "to access," or "to hook up to." This is a good choice if you want to emphasize the act of connecting the MCP to CodeMirror. The "将...接入" (jiāng...jiērù) structure is common for describing connecting something to something else. **Option 4 (More informal, like a developer might say):** * **Chinese:** CodeMirror 扩展，用来搞定模型上下文提供程序 (MCP) * **Pinyin:** CodeMirror kuòzhǎn, yòng lái gǎodìng móxíng shàngxiàwén tígōngzhě (MCP) * **Explanation:** "搞定" (gǎodìng) is a very informal term meaning "to handle," "to take care of," or "to get something done." It's suitable for casual conversation among developers but not for formal documentation. **Recommendation:** For most situations, **Option 1** is the best choice because it's clear, concise, and technically accurate. If you want to emphasize the integration aspect, use **Option 2**. If you want to emphasize the act of connecting, use **Option 3**. Avoid **Option 4** unless you're in a very informal setting.

ALECS - MCP server for Akamai

MCP server for Akamai APIs. 198 tools covering Property Manager, Edge DNS, CPS, WAF, and reporting. Built with TypeScript, featuring modular architecture, comprehensive testing, and multi-account support. Make Akamai accessible to AI assistants.

mcp-shell

Give hands to AI. MCP server to run shell commands securely, auditably, and on demand.

@posteverywhere/mcp

Enables AI assistants to schedule and publish social media posts to platforms like Instagram, TikTok, YouTube, LinkedIn, Facebook, X, Threads, and Pinterest using natural language.

agileconfig-mcp-server

MCP server that exposes all AgileConfig RESTful APIs as tools, enabling AI assistants to manage configuration, applications, users, nodes, and more via natural language.

UI Toolkit MCP Server

Comprehensive MCP server for end-to-end UI development, offering tools to generate components, manage design tokens, audit accessibility, autofix issues, inspect live pages, compare screenshots, and more across multiple frameworks.

Threat Modeling MCP Server

A comprehensive MCP server for structured threat modeling using STRIDE methodology, with automatic code validation and report generation.

Atomic Mail Agentic

Read and write email through the Atomic Mail from an AI agent. Handles proof-of-work authentication and JMAP so the agent thinks in JMAP method calls. Use when the user asks to register an email inbox, list mailboxes, fetch or send email.

caseware-kb

Enables querying procurement documents (invoices, purchase orders, shipping orders, inventory reports) via semantic search, order ID lookups, gap analysis, and source excerpt retrieval.

nexus-legal-mcp

Multi-jurisdictional legal AI MCP server for Spanish, Latin American, and European law. 11 tools: analyze, audit, draft, jurisprudencia search (CENDOJ ~141k + Colombian courts ~106k), cross-border comparison, Monte Carlo litigation simulation, doctrina, redteam, and more. ISO 31000 certainty locks. Zero Retention. GDPR/LGPD compliant. Install: npx -y @nexus-legal/mcp

mcp-discord-forum

Enables posting and managing topics in Discord forum channels, including creating posts, replying, listing posts, and retrieving messages.

Cloudflare Control

Enables AI assistants to manage Cloudflare infrastructure including DNS records, cache purging, SSL settings, Workers, and analytics through the Cloudflare API. Eliminates dashboard context-switching by allowing natural language control of domain management and infrastructure operations.

ClaudeMetaMCP

Local MCP server for operating Instagram, Meta Ads, and Facebook Page from Claude Code via Meta's Graph API. Provides 20 tools for publishing, campaign management, and insights.

Weather MCP Server

Enables AI assistants to retrieve real-time weather data and 5-day forecasts for any city using the OpenWeather API, supporting both metric and imperial units.

@agentkarma/mcp

Exposes AgentKarma's read-only trust and reputation tools (karma, agents, succession, bonds, check_trust) to any MCP client for checking on-chain agent reputation.

Consciousness MCP Server

MCP server providing persistent brain storage for LLM agents, including memory, personality, social intelligence, and context management.

polymarket-mcp

AI-agent ready FastMCP server for Polymarket market discovery, wallet analytics, and public CLOB data, providing a read-only interface for querying markets, wallets, and order books.

devops-deploy-guard-mcp-server

Production-ready, zero-knowledge AI DevOps deployment, infrastructure provisioning, self-healing execution, and persistent documentation engine for VPS servers.

MCP Agent with Web Search Integration

Enables interaction with an AI assistant powered by GPT-4o that can answer queries and fetch real-time web search data via Serper API.

Fab MCP

An MCP server for searching, browsing, and downloading free assets from the Fab marketplace, with browser fallback for verification and guarded downloads.

Project Health Scanner

Enables scanning projects for dependency vulnerabilities, secrets, license conflicts, code quality, and git health, returning a 0-100 health score with actionable suggestions.

mcp-server-drive

A read-only Google Drive MCP server that allows searching files, reading file content (with auto-export for Google Docs, Sheets, Slides), and retrieving file metadata via OAuth authentication.

winvm-mcp

An MCP server that gives an LLM full control over a VMware-hosted Windows VM: lifecycle, snapshots, remote execution, file transfer, and kernel debugging.

AbletonMCP

Connects Ableton Live to Claude AI, enabling prompt-assisted music production, track creation, and Live session manipulation.

Canvas LMS MCP Server

Connects Claude to Canvas LMS accounts, enabling natural language queries about courses, assignments, grades, and files. Supports content search, file downloads, syllabus retrieval, and bulk course exports via 13 integrated tools.