发现优秀的 MCP 服务器

SheetForge MCP

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

Instacart MCP Server

Enables AI agents to search for products, manage shopping carts, and place grocery orders on Instacart using browser automation. It includes comprehensive tools for store discovery, product searching, and secure checkout with explicit user confirmation.

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.

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.

codeforge-mcp

Enables MCP-compatible clients to delegate senior software engineering tasks like code generation, review, Jira management, and architecture recommendations to a model with a senior engineer persona.

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.

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.

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++.

MCP AI Bug Helper

Provides emergency coding assistance by querying three AI coding models simultaneously through OpenRouter, with automatic premium fallback on rate limits, returning multiple expert opinions with cost and latency telemetry for debugging and problem-solving.

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.

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.

ConnectWise Live MCP Server

Enables interaction with ConnectWise Manage through 45 tools across Service, Operations, and Finance domains, with tier-based access control for finance tools.

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.

MCP for IIIF Images

Provides tools to fetch IIIF manifests and retrieve specific image regions or scaled images for analysis. This server enables detailed interaction with International Image Interoperability Framework resources, supporting tasks like image description and transcription.

Qwery MCP Server

A search engine for AI agents that enables searching, comparing, and discovering over 500 businesses across 112 categories with structured pricing data. It allows users to filter listings by price, category, and country to find and analyze specific business services.

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.

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.

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.

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.

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.

Recall

Open-source MCP memory server for AI agents — persistent, searchable, tiered memory across sessions. Works over stdio (Cursor, Claude Desktop) or HTTP+SSE. MIT licensed.

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.

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.

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.

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.

Crypto Signals MCP

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

whatsapp-mcp-server

Connects AI assistants to the official Meta WhatsApp Cloud API for managing conversations and sending various message types through natural language. It provides tools for media management, template messages, and real-time webhook processing without the risk of account bans.

v-sum

Automated information about the v-sum community, events, and demos.

mcp_server

A minimal MCP server providing currency conversion, geocoding, and weather tools, with a CLI client supporting Spanish special commands.

fonto-docs-mcp

Makes Fonto XML documentation accessible to AI tools by fetching underlying XML and converting it to clean Markdown on demand, enabling search and retrieval of docs pages.