发现优秀的 MCP 服务器

Spira MCP

Read-only MCP for retrieving daily Spira incident digests and filter options using the Inflectra Spira API.

CatoBot autoexperiment MCP Server

A domain-agnostic MCP server for autonomous experimentation, generalizing Karpathy's autoresearch pattern into a reusable server that any AI agent can drive, pointed at any domain defined by a JSON configuration.

elasticsearch-mcp

Enables secure and efficient interaction with Elasticsearch clusters through the Model Context Protocol, providing tools for data management, search, and export.

cobble-mcp

Enables AI assistants to connect to Minecraft servers as a bot, allowing cooperative building, movement, combat, and chat in the same world.

Mood Playlist MCP Server

Generates personalized music playlists based on mood analysis using AI sentiment detection and emoji understanding. Integrates with Last.fm API to create playlists with multi-language support and provides streaming links for Spotify, Apple Music, and YouTube.

Edgee MCP Server

MCP Server for the Edgee API, enabling organization management, project operations, component management, and user administration through the Model Context Protocol.

OmniSocKit MCP Server

Provides AI models with precise development knowledge and implementation rules for social marketing platforms like WeCom. It enables AI tools to generate accurate, production-ready code by injecting real-world API constraints and best practices without calling external APIs.

citation-mcp

Remote MCP server exposing the CounselStack citation engine as nine legal research tools, enabling read-only citation lookup, statute search, and case text retrieval through Claude.

Meta Ads MCP Server

Provides read-only access to Meta Ads API, enabling campaign management, creative analysis, targeting research, and performance analytics via 39 tools.

Codex History Hub

Local-first, read-only Codex session aggregator that indexes multiple CODEX_HOME directories into a SQLite database and provides MCP tools for cross-project, archival, and sub-agent history queries.

opendaw-mcp

Enables AI agents to control a browser-based digital audio workstation (openDAW) for music production, including track creation, effects, MIDI, automation, and rendering.

MCP-Ambari-API

Manage and monitor Hadoop clusters via Apache Ambari API, enabling service operations, configuration changes, status checks, and request tracking through a unified MCP interface for simplified administration. * Guide: https://call518.medium.com/llm-based-ambari-control-via-mcp-8668a2b5ffb9

Sugar CRM MCP Server by CData

This read-only MCP Server allows you to connect to Sugar CRM data from Claude Desktop through CData JDBC Drivers. Free (beta) read/write servers available at https://www.cdata.com/solutions/mcp

sketchbord-mcp

Enables AI agents to visualize tasks on a collaborative Sketchbord whiteboard by composing content into diagrams, editing them incrementally, and reading back the board including user-drawn additions.

WhatsApp MCP Server

Enables AI assistants to manage WhatsApp: list chats, send and receive messages, download media, and transcribe voice notes via the unofficial Baileys library.

Featurebase MCP Server

Enables interaction with Featurebase API to manage feature requests, feedback posts, comments, and upvotes. Supports creating, updating, and organizing customer feedback through natural language commands.

mcp-agent-reliability-scorer

Scores AI agent trajectories and detects silent failures, loops, and reliability issues with zero external API cost.

SentinelGate

Open-source MCP proxy that enforces security policies, content scanning, and audit logging between AI agents and tool servers

mythic-index-mcp

MCP server for Magic: The Gathering card prices, deck analysis, sealed product EV calculations, and investment insights, powered by live data from 5 vendors covering 99K+ cards.

GeminiCLI MCP Antigravity Server

A local MCP server for code analysis and investigation, providing tools like code search, file read, and symbol hint via SSE for integration with Gemini CLI and Antigravity.

cook-tool

A recipe query tool that supports querying recipes and reporting dish names through the command line, suitable for cooking enthusiasts and developers.

McpQualityAutocad

Validates AutoCAD VRD (Roads and Utilities) drawings against graphic standards through automated quality checks for layers, blocks, and conventions. Enables Claude to verify drawing compliance and generate quality reports.

Zephyr Scale MCP Server

Integrates with the Zephyr Scale test management tool for Jira to fetch and update test case information, including steps, labels, and priorities. It enables users to manage test cases through natural language interactions within Claude Desktop and other MCP clients.

Narad GitHub Agent

Enables AI-powered GitHub interactions including repository analysis, code search, PR reviews, and more through the MCP protocol.

Metaso MCP Server

Provides AI-powered web search, full-page content extraction, and search-enhanced Q\&A capabilities via the Metaso AI search engine. It enables large language models to access diverse information across web, academic, and multimedia sources with structured Markdown or JSON output.

RishiAI MCP Server

A Vedic astrology MCP server providing tools for natal charts, transits, compatibility, muhurtha, and career analysis using the DashaFlow engine.

AgentHotspot MCP Server

Enables AI agents to search and discover over 6,000 curated MCP connectors from the AgentHotspot marketplace using natural language. It provides a lightweight tool for builders to find and integrate diverse OSS connectors into their agentic workflows.

Tidewave Phoenix

Better agentic Elixir Phoenix development, runtime-level tools for your agent to talk to your running app.

Banrisul MCP

Connects Banrisul bank accounts to AI assistants via Open Finance Brazil, enabling read-only queries on balances, statements, credit cards, and investments.