发现优秀的 MCP 服务器

Emin MCP Server

Provides portable working rules and tooling instructions as MCP resources, ensuring consistent agent behavior across clients.

serp-it

An MCP server that aggregates web search results from multiple engines and optionally renders pages to Markdown, providing a unified search interface.

Bridge MCP

A Model Context Protocol server that gives any AI full control over a Windows PC, enabling application control, mouse/keyboard automation, screen capture, browser automation, and more.

Excalidraw MCP Server

Run a live Excalidraw canvas and control it from AI agents.

Central-Memory-MCP

Model Context Protocol (MCP) memory server built with Azure Functions and TypeScript, providing persistent knowledge graph storage for your preferred MCP client. Inspired by and forked from @modelcontextprotocol/server-memory

archival-imagery-mcp

An MCP server for browsing and downloading open-licensed imagery from major museum and archive APIs including Wellcome, Met, Library of Congress, Smithsonian, and Europeana.

voxcpm-mcp

Enables text-to-speech synthesis and voice cloning using VoxCPM2 diffusion model from within Claude Code.

ML Jupyter MCP

Execute Python code with persistent state across Claude conversations using a background Jupyter kernel. Supports creating notebooks, managing virtual environments, and maintaining variables/imports between code executions.

Meta-MCP Server

A Model Context Protocol server that wraps multiple backend servers for token-efficient tool discovery via lazy loading. It enables AI models to browse available servers and fetch specific tool schemas on-demand, significantly reducing initial context overhead.

Insight MCP Server

用于开发实用程序的 MCP 服务器

langchain-mcp

Provides semantic search across the entire LangChain ecosystem, including documentation and source code for LangChain, LangGraph, LangSmith, and DeepAgents.

Skill Context Manager

Provides context-aware skill selection for AI agents, reducing token usage by 85-98% and improving accuracy through semantic retrieval, session memory, and feedback learning.

mcp-server-github

A Model Context Protocol (MCP) server that enables AI assistants like Claude to interact with the GitHub API directly.

mcp-prompt-server

Enables dynamic prompt management by automatically discovering and serving markdown prompt files with YAML frontmatter via the Model Context Protocol.

agent-vitals

Local-first observability for AI agent stacks. Provides MCP tools for agents to check health, shadow configs, and burnout metrics proactively.

mcpkit

mcpkit enables rapid creation of MCP servers with Zod-based tool definitions, automatic schema generation, and built-in validation, reducing boilerplate significantly.

octodet-elasticsearch-mcp

Read/write Elasticsearch mcp server with many tools

garth-mcp-server

MCP server to interact with Garmin Connect, enabling retrieval of health, activity, and device data through natural language.

codecks-mcp

MCP server for Codecks project management, providing 38 tools to manage cards, decks, milestones, tags, and workflows via the Model Context Protocol.

WritBase

A control plane for AI agents and human supervisors. Persistent task registry with scoped permissions, inter-agent delegation, and full provenance — all accessible via MCP. Deploy on Supabase free tier in 3 commands.

ASTRA MCP Server

Exposes a bio-hybrid neuromorphic simulation pipeline (SNN LIF+STDP, consciousness proxies, ethics monitor) as MCP tools, resources, and prompts to AI assistants.

Mealie MCP Server

Enables interaction with Mealie for managing recipes, meal plans, shopping lists, foods, units, tags, categories, and more through MCP.

agentaeo-mcp-server

Audit your brand's visibility across ChatGPT, Perplexity, Claude, and Google AI - get citation rates, AEO health scores, content gap analysis, and a 9-page content suite to rank in AI-generated answers.

Deep Code Reasoning MCP Server

Pairs Claude Code with Google's Gemini AI for complementary code analysis, enabling intelligent routing where Claude handles local-context operations while Gemini leverages its 1M token context for distributed system debugging and long-trace analysis.

mimo-vision-mcp

Enables image understanding and OCR through Xiaomi's MiMo vision language model, providing tools for image description, Q&A, and text recognition via MCP. Supports both image URLs and local file paths.

DICOM/HL7/FHIR Interoperability MCP Server

Built by a healthcare IT engineer with 19 years of PACS/RIS/integration experience. Bridges DICOM, HL7v2, and FHIR — maps between standards, decodes vendor private tags (GE, Siemens, Philips), generates Mirth Connect channels, and explains integration patterns. 12 tools covering tag lookup, message parsing, cross-standard mapping, and channel generation.

qweather-mcp

和风天气 MCP (Héfēng Tiānqì MCP)

pocket-mcp

Turns PocketBase into a persistent knowledge base, enabling Claude Code to capture and retrieve project knowledge, tasks, decisions, and workflows via semantic search.

vidwords-mcp

Search a YouTube video's transcript and get back only the moments that answer the question, each with a clickable timestamp deep link. Also reads the video's frames — slides, charts, demos and on-screen text — and verifies every citation against recorded evidence before returning it