Docker MCP Server — 让 AI Agent 管理 Docker 容器
安装 Docker MCP 服务器，让 Claude Code、Cursor 和 Windsurf 管理容器、镜像、卷和网络。直接在 AI 编程环境中构建、运行、检查和调试 Docker 工作负载。
安装 Docker MCP Server
{
"mcpServers": {
"docker": {
"command": "docker",
"args": [
"run", "-i", "--rm",
"-v", "/var/run/docker.sock:/var/run/docker.sock",
"mcp/docker"
]
}
}
}Docker MCP — Container Management for AI Agents
MCP server that gives AI agents Docker container management capabilities. Build, run, stop, and inspect containers through tool calls for automated DevOps workflows.
Claude Code Templates — 600+ Agents, Commands & MCPs
Ready-to-use Claude Code configurations: 600+ agents, 200+ commands, 55+ MCPs, and project templates. Install any template with one command.
Jina Reader — AI-Friendly Web Content Extraction
Convert any URL to clean markdown for AI consumption. Free API at r.jina.ai strips ads, navigation, and clutter. Used by AI agents for web research and RAG.
Google Stitch MCP — AI Design via Model Context Protocol
Connect Claude Code, Cursor, Gemini CLI, or VS Code to Google Stitch for AI-driven UI design. Create projects, generate screens from text, edit designs, manage design systems — all via MCP.
Pal MCP Server — Multi-Model AI Gateway for Claude Code
MCP server that lets Claude Code use Gemini, OpenAI, Grok, and Ollama as a unified AI dev team. Features model routing, CLI-to-CLI bridge, and conversation continuity across 7+ providers.
Chrome MCP Background Proxy — Fix Popups, Focus Stealing & Multi-Agent Conflicts
Drop-in proxy for Chrome MCP. Solves Chrome 146+ debugging popups, focus stealing, and multi-agent conflicts with persistent CDP connection, request ID remapping, and sessionId-based event routing.
Neon — Serverless Postgres with Database Branching
Serverless PostgreSQL with instant database branching, autoscaling, and a generous free tier. Branch your database like git branches — test schema changes without touching production. 16,000+ stars.
Codebase Memory MCP — Code Intelligence for AI Agents
High-performance code intelligence MCP server. Indexes repos in milliseconds via tree-sitter AST, supports 66 languages, sub-ms graph queries. MIT, 1,300+ stars.
Codebase Memory MCP — Code Knowledge Graph Server
High-performance MCP server that indexes codebases into persistent knowledge graphs. Supports 66 languages, sub-millisecond queries, and claims 99% fewer tokens than raw file context. 1,100+ stars.
Appwrite — Open-Source Backend for AI Apps
Complete cloud backend with auth, database, storage, functions, and messaging in one platform. Self-hostable. 55K+ GitHub stars.
Neon MCP — Serverless Postgres via AI Agents
MCP server for Neon serverless Postgres. Create projects, branch databases, run SQL, optimize queries via natural language. Safe migration workflow with branching. MIT, 574+ stars.
LMDeploy — High-Performance LLM Deployment Toolkit
Deploy and serve LLMs with 1.8x higher throughput than vLLM. 4-bit quantization, OpenAI-compatible API. By InternLM. 7.7K+ stars.
MCPHub — Centralized MCP Server Management Hub
Manage multiple MCP servers from one dashboard. Smart routing, hot-swap config, OAuth 2.0 auth. Deploy via Docker in one command. Apache-2.0, 2,000+ stars.
Wrangler MCP — Cloudflare Workers for AI Agents
MCP server for managing Cloudflare Workers, KV, R2, and D1 from AI agents. Deploy serverless functions, manage storage, and query databases through Claude Code tool calls.
Best of MCP Servers — 450 Ranked MCP Servers
A weekly-updated ranked directory of 450 MCP servers across 34 categories with quality scores based on GitHub stars, contributors, and activity. Find the best MCP server for any use case.
Smithery CLI — MCP Server Registry & Installer
Search, install, and manage MCP servers from Smithery's registry of 6,000+ servers. One command to connect any MCP server to Claude, Cursor, or other AI tools. AGPL-3.0.
Firecrawl MCP — Web Scraping Server for AI Agents
Official Firecrawl MCP server for AI agents to scrape, crawl, and extract structured data from any website. Supports batch scraping, search, and markdown extraction. 15,000+ stars.
Uptime Kuma — Self-Hosted Uptime Monitoring
Monitor HTTP, TCP, DNS, Docker services with notifications to 90+ channels. Beautiful dashboard. 84K+ GitHub stars.
Browser Use — AI Agent Browser Automation
Let AI agents control web browsers with natural language. Browser Use provides vision-based element detection, multi-tab support, and works with any LLM provider.
PostgreSQL MCP Server — Database Queries for AI
MCP server for PostgreSQL database access. Run read-only SQL queries, inspect schemas, list tables, and analyze data directly from Claude Code or Cursor.
MCP Inspector — Debug MCP Servers Visually
Official MCP Inspector for testing and debugging MCP servers. 9.3K+ stars. Web UI, tool/resource/prompt inspection, request testing.
Context7 — Up-to-Date Docs MCP for AI Editors
MCP server that provides AI code editors with up-to-date library documentation. Eliminates hallucinations from outdated training data. Supports 1000+ libraries. 51K+ stars.
Engram — Persistent Memory System for AI Agents
Agent-agnostic persistent memory system with SQLite full-text search. Ships as MCP server, HTTP API, CLI, and TUI. Gives any AI coding agent long-term memory across sessions. 2,300+ stars.
Chrome DevTools MCP — Browser Debugging for AI Agents
Give your AI coding agent full access to Chrome DevTools for browser automation, debugging, and performance analysis. Works with Claude, Cursor, Copilot, and 15+ AI tools.
mcp-agent — Build AI Agents with MCP Patterns
mcp-agent is a Python framework for building AI agents using the Model Context Protocol. 8.2K+ GitHub stars. Implements composable workflow patterns (orchestrator, map-reduce, evaluator-optimizer, rou
Notion MCP — Connect AI Agents to Your Knowledge Base
Official MCP server for Notion workspace access. Search pages, read content, create and update databases, and manage tasks in Notion through Claude Code tool calls.
Context7 — Live Library Docs for LLMs, 51K Stars
MCP server fetching up-to-date, version-specific library documentation into LLM context. Eliminates hallucinated APIs across 30+ AI coding tools.
Unstructured — Document ETL for LLM Pipelines
Extract clean data from PDFs, DOCX, HTML, images, and emails for RAG and LLM ingestion. 14K+ GitHub stars.
Serena — Semantic Code Agent via MCP
Serena is a coding agent MCP server with semantic code retrieval and editing. 22K+ stars. Understands classes, functions, symbols for precise context-aware edits. MIT.
Glama — MCP Server Discovery and Management
Directory and management platform for MCP servers. Discover, install, and monitor Model Context Protocol servers for Claude Code, Cline, and other AI coding tools.
AI 驱动的容器运维
The Docker MCP server gives your AI agent direct control over your container infrastructure. List running containers, inspect logs, build images from Dockerfiles, manage volumes, and debug failing deployments — all through natural language in Claude Code or Cursor. No more switching between your editor and a terminal window full of docker ps and docker logs commands.
The server connects through the Docker socket (/var/run/docker.sock), which means it has the same permissions as your local Docker CLI. The AI can do anything you can do with docker: pull images, start and stop containers, exec into running containers, read build logs, and inspect network configurations. For production Kubernetes clusters, this is a development and staging tool — use it to prototype locally before deploying.
The most productive pattern is AI-assisted debugging. When a container fails, tell the agent "debug why the API container keeps crashing" and it will inspect the container, read the logs, check resource limits, and identify the root cause. Pair with the GitHub MCP server and the agent can fix the Dockerfile and open a PR. For teams running self-hosted AI stacks, Docker MCP makes it trivial to manage Ollama, Open WebUI, and other containerized AI services from within your coding agent. See also DevOps AI tools for CI/CD and deployment automation.
Docker is how developers ship software. Docker MCP is how AI agents understand what you shipped.
常见问题
What is the Docker MCP server?+
The Docker MCP server is an official MCP implementation that exposes Docker Engine operations as structured tools for AI agents. It supports container lifecycle management (create, start, stop, remove), image operations (pull, build, list), volume and network management, container inspection, and log streaming. It runs as a Docker container itself and connects via the Docker socket.
Is it safe to give AI agents Docker access?+
Docker socket access is equivalent to root access on the host machine. Best practices: (1) Only use in development and staging environments. (2) Never mount the Docker socket in production containers. (3) Consider using Docker contexts to limit which Docker daemon the agent can reach. (4) Review any container operations the agent proposes before approving — especially image builds and volume mounts.
Does it work with Docker Compose?+
The MCP server works with the Docker Engine API, which powers both standalone containers and Compose stacks. The agent can inspect and manage containers started by Compose. For Compose-specific operations (up, down, scale), the agent can call docker compose commands through the container's exec capability or you can pair it with a filesystem MCP server that reads your compose.yaml files.
Can the AI build Docker images?+
Yes. The agent can trigger docker build operations, read build logs, and diagnose build failures. The most common workflow: the agent reads your Dockerfile, identifies issues (missing dependencies, wrong base image, inefficient layer ordering), suggests fixes, and rebuilds. It's particularly useful for multi-stage builds where layer optimization requires understanding the full build context.