发现优秀的 MCP 服务器

Phloem MCP Server

Enables AI agents to query self-hosted knowledge bases through hybrid retrieval and list available datasets, providing grounded, retrieval-augmented answers.

walmart-invoice-mcp

MCP server that relays Walmart order history collected by the Walmart Invoice Exporter browser extension, enabling Claude and other AI clients to query orders and spending.

fruits-mcp

Enables management of Product Fruits knowledge base articles, categories, and images through natural language commands via MCP.

gong-mcp

Enables querying Gong calls and transcripts through natural language, allowing users to list calls with date filtering and retrieve detailed transcripts with participant context.

MCP TMDB

An implementation of the Model Context Protocol that provides tools to interact with The Movie Database (TMDB), allowing users to search for movie collaborations, actor filmographies, and other film industry data.

Magga

Magga lets coding agents prove their changes before claiming they’re done by building the code and verifying that newly added tests fail before the fix and pass after it. It returns evidence-backed verdicts through the verify_change tool and supports 16 languages, including Rust, Go, Python, Solidity, and C/C++.

Proof Publisher MCP

This MCP server publishes commit-bound proof summaries to a specified HTTPS webhook, featuring fail-closed writes and a clear authority boundary for safe external actions.

Cloud Discord

An MCP server that gives AI agents full admin control over Discord servers with 59 tools for messaging, moderation, roles, channels, forums, reactions, files, and more, deployed on Cloudflare Workers.

Crypto Signals MCP

Real-time crypto volume anomaly detection across 50+ tokens. Provides market scanning, signal analysis, and portfolio management capabilities via MCP protocol.

Conversation Search MCP Server

Enables comprehensive search and analysis of Claude Code conversation history using full-text search, optional semantic vector search, and conversation management tools. Provides fast SQLite-based indexing with role-based filtering, project organization, and hybrid search capabilities combining keyword and semantic matching.

DocuForge MCP Server

Enables AI agents to create, edit, and export IEEE research papers as PDFs, with citation management and cloud hosting capabilities via MCP.

vocab-mcp

A vocabulary-bank MCP server that allows users to collect unfamiliar words, organize them into decks, review with spaced repetition, and enrich with definitions and pronunciation, all stored locally.

3D Agent MCP

MCP server for generating print-ready 3D models from text descriptions via a multi-agent pipeline, enabling AI assistants to create and optimize STL files.

SheetForge MCP

Local-first Excel MCP server for AI agents enabling structured reads, workbook introspection, and safer .xlsx mutation without Microsoft Excel or LibreOffice.

xiaozhi-mcp-bridge-template

This MCP server enables AI models to interact with ESP32 devices, providing built-in tools for web search, note management, calculator, and custom tools like todo lists and timers.

iMessage MCP Server

Enables Claude to read and search through iMessage, SMS, and RCS conversations, including mixed-protocol group chats with Android users. It decodes binary message data from the macOS Messages database to provide a comprehensive view of message history.

Synthetics MCP Server

A specialized monitoring solution that enables users to create and manage synthetic tests through natural language prompts, providing seamless integration with APIs like Splunk Synthetics.

server-nothing

A minimal MCP test server for validating initial client/server setup, offering no built-in capabilities as a satirical counterpart to server-everything.

jiri-mcp

Enables AI agents to manage Jira Cloud issues through natural language, including searching, creating, updating, commenting, assigning, and transitioning issues.

claudeusage-mcp

Provides real-time visibility into Claude Pro and Max subscription usage limits directly within Claude Code by utilizing local OAuth tokens. It enables users to monitor session and weekly usage across different models and receive alerts regarding rate-limiting status.

outstations-mcp

Provides access to yacht-club outstation records including size limits, rafting rules, booking processes, amenities, and overnight-comfort ranking, preloaded with three Royal Victoria Yacht Club outstations.

QMD - Query Markdown

Provides hybrid search over local markdown knowledge bases using BM25 keyword search and vector semantic search. Enables indexing, querying, and retrieving markdown documentation with dual-mode support for local and remote agents.

obfus.link

Offers 31 deterministic developer tools (obfuscators, encoders, converters, validators) on a lean, machine-payable MCP endpoint.

pi-search

MCP server for pi that provides free web search, web fetch, advanced search, and scholarly paper search via hosted Exa and Parallel services without requiring an API key.

uni-mcp-gateway

A unified MCP gateway that aggregates multiple MCP servers and API plugins behind a single endpoint with authentication, rate limiting, audit logging, REST API bridge, and web dashboard.

MCP-OpenStack-Ops

A comprehensive MCP server providing OpenStack project management and monitoring capabilities with built-in safety controls and single-project scope.

auto-news MCP server

Enables AI assistants to access and manage an Indonesian stock market news pipeline, including checking news status, running scraping, and reading reports.

Google Drive MCP Server

Enables searching, reading, and commenting on Google Drive documents through secure OAuth2 authentication, with support for creating styled notes directly in document content.

Earshot

MCP server for Earshot, a buying-intent radar for the open social web. Lets agents monitor scored leads, search stored conversations, ask questions, and manage watch lists.

zeek-mcp

An MCP server for Zeek and Suricata, providing intelligent log parsing, querying, and analysis over network security monitoring data.