发现优秀的 MCP 服务器

contextgit

A deterministic, local-first memory engine for AI assistants that provides versioned context management via MCP, enabling token-budgeted context patches with provenance and explainability.

DB CLI MCP Server

Provides a unified, read-only interface for executing SQL queries across multiple database engines including SQL Server, MySQL, and PostgreSQL via CLI tools. It features automatic project configuration detection and strict query validation to ensure safe AI-driven data interactions.

mitmproxy-mcp

Enables Claude Code to inspect, modify, and block HTTP traffic via mitmproxy, with tools for flow capture, filtering, and rule creation.

Garmin MCP Server

This Model Context Protocol (MCP) server connects to Garmin Connect and exposes your fitness and health data to Claude and other MCP-compatible clients.

MCP Foundry

Automatically generates, validates, and deploys remote MCP servers from natural language descriptions, with a web dashboard for management.

vision-reader

Enables reading images (diagrams, screenshots) directly via the model's own vision, with no external API key needed, and can extract embedded images from .doc/MHTML documents.

FunPay MCP Server

Provides AI agents with full programmatic access to a FunPay account, enabling reading chats and orders, managing lots, processing refunds, and more via FunPay's web API.

Enigma MCP Server

Offers MCP tools for managing a local AI memory vault, including remembering, searching, context packing, deletion, and verification of receipts.

YaparAI MCP Server

An all-in-one AI content creation platform with 30 tools for generating images, videos, music, and managing enterprise social media and CRM. Enables content generation, image editing, e-commerce features, and social media management directly from MCP-compatible AI assistants.

Patent_mcp_server

用于美国专利商标局 (USPTO) 数据的 FastMCP 服务器

Systematic Reasoning AI MCP Server

Enforces a structured reasoning cycle with mandatory reflection and searchable memory, transforming AI agents into deliberate, learning-based thinkers.

AgentReacher

Connect your AI to social media. Open-source platform for AI agents.

ShippingRates

Ocean container shipping intelligence for AI agents — D\&D tariffs, freight rates, vessel schedules, port congestion, inland haulage across 6 major carriers. 24 MCP tools.

Weather MCP Server for Intercom

Integrates weather tools with Intercom, providing real-time weather alerts, forecasts, and personalized customer greetings using National Weather Service API data.

Semantic Scholar MCP Server

A comprehensive Model Context Protocol server that provides AI assistants with direct access to Semantic Scholar's academic database, enabling advanced paper discovery, citation analysis, author research, and AI-powered recommendations.

a2db

Most database MCP servers make you run one query at a time, repeat connection details on every call, and return results double-encoded inside JSON strings. a2db fixes all of that: Pre-configured connections — define databases in .mcp.json with --register, agent queries immediately Batch queries — run multiple named queries in a single tool call

confluence-mcp-server

An MCP server that connects AI assistants to Confluence, enabling search and fetch of pages in real time.

Neo4j Agent Memory MCP Server

Enables AI agents to store, retrieve, and connect information in a Neo4j graph database as persistent memory, with semantic relationships, natural language search, and temporal tracking across conversations.

butter-code-health

Enables AI assistants to analyze code health in TypeScript/JavaScript projects, providing tools to run analysis, start a dashboard, and get summaries.

mcp-nyt

Wraps The New York Times Developer APIs, enabling natural language querying of NYT data through the Pipeworx MCP gateway.

AI Student Developer Assistant

This MCP server integrates GitHub issues, academic deadlines (LMS), and a personal task tracker to help AI assistants answer questions like 'What should I work on today?' with a prioritized overview.

text_file_read_and_refactor_mcp

Token-efficient Python stdio MCP server exposing safe text-file search, reading, and refactoring tools.

Google Cloud MCP Server

Provides tools and context for interacting with Google Cloud services, enabling natural language management of billing, monitoring, logging, IAM, Spanner, and more.

imgflip-mcp

MCP server for generating memes via the Imgflip API. It allows AI assistants to browse meme templates, caption them, and return the resulting image directly in the conversation.

Datadog MCP Server

A comprehensive read-only MCP server for Datadog, providing 117 tools to query logs, APM, metrics, monitors, dashboards, SLOs, and more, with zero write capabilities for safe AI integration.

pipe-stock-analysis

Self-hostable, read-only Taiwan stock-analysis MCP server that retrieves market data and computes reproducible indicators.

Google Docs & Gmail MCP Server

Enables appending text to Google Docs and creating Gmail drafts with interactive approval via terminal.

firegex-mcp

MCP server that exposes Firegex — a CTF regex/proxy firewall — to LLM tooling like Claude Desktop or Claude Code.

AgentSkills MCP Server

Provides AI tools with access to real-time web search, automated code reviews, and detailed Korean business information through the AgentSkills API. It enables users to perform structured searches, analyze code for security and performance, and retrieve Korean company financial data.

cortex-memory

Captures project memory automatically across AI coding sessions, injecting relevant context into CLAUDE.md for zero-context-loss sessions.