发现优秀的 MCP 服务器

MCP Servers in Python

Exposes a small catalog of programming study topics through the Model Context Protocol (MCP) for local learning.

aperture-mcp

A commitment tripwire that flags when a tracked commitment disappears verbatim between document versions; enables AI agents to call this check via MCP.

unicefstats-mcp

MCP server for UNICEF child development statistics. Query 790+ child-focused indicators across 200+ countries with disaggregations by sex, age, wealth quintile, and residence. No API key required.

Google Sheets Analytics MCP

This MCP server enables AI assistants to automatically sync Google Sheets data to a local database and perform natural language queries and analysis on spreadsheet data.

mcp-all-inkl

MCP server for managing All-Inkl.com web hosting via the KAS SOAP API, providing tools for domains, DNS, email, databases, cronjobs, and SSL certificates.

DCI MCP Server

MCP server for DCI API enabling AI models to extract and analyze DCI jobs, components, and topics, with integrations for Google Drive, Jira, GitHub, and Red Hat support cases.

@uselink/mcp

MCP server to publish HTML/Markdown docs, upload assets, and reply to stakeholder comments on uselink.app directly from AI tools like Claude and Cursor.

lore-mcp

Persistent knowledge layer for AI agents. Structured KB with search, investigation threads, multi-session journal, and multi-agent attribution. SQLite or PostgreSQL.

RunningHub Image Gen MCP Plugin

Enables text-to-image generation via RunningHub's seedream-v5-lite model, with support for submitting tasks and polling for results.

MCP Policy Gatekeeper

Provides real-time policy enforcement for AI coding agents by intercepting and validating their actions against organizational standards like naming conventions, security policies, and compliance rules before execution. Prevents violations through immediate feedback and auto-correction suggestions.

AgenSysAdmin

MCP server for remote Linux server administration via SSH, integrating with Claude Code to manage Ubuntu/Debian servers.

ar-mcp

Resolves AR-IDs, manifest hashes, and provenance trees from any MCP-compatible AI client via the AnchorRegistry API.

G4 Data Model MCP Server

Enables deployment of a customizable MCP server on Cloudflare Workers without authentication. Allows users to define custom tools and connect to clients like Claude Desktop or Cloudflare AI Playground for remote tool execution.

memoryhub

MCP server for persistent memory using Qdrant vector store. Stores text memories with LLM-generated embeddings and retrieves them via semantic search.

fetchaller

Enables fetching any website without permission prompts, including automatic bot challenge bypass, with built-in web search, Reddit, marketplace, realtor, AliExpress, and Alibaba tools.

docs2db-mcp-server

MCP server for semantic and hybrid search over RHEL documentation using docs2db RAG, with cross-encoder reranking and support for multiple MCP clients.

AISentinel

An open-source MCP server that protects AI agents at runtime by evaluating every tool call against YAML policies and generating audit trails.

checkpointer

MCP server for file checkpointing and undo, enabling AI agents to safely read, write, and edit files with full snapshot history and revert capabilities.

DESY MCP Server

Provides programmatic access to the DESY design system documentation, enabling AI assistants to retrieve component code, style guides, and UI patterns for the Government of Aragon.

AIE8-MCP Server

An MCP server that provides web search capabilities through the Tavily API and weather data retrieval tools. It demonstrates how to integrate external APIs into AI applications and build agentic workflows with LangGraph.

Turbular

Provides a unified API to connect LLMs to various databases, with schema normalization and query transformation for seamless interaction.

mcp-magic-8-ball

A Magic 8 Ball MCP server that wraps StupidAPIs to answer yes-or-no questions with mystical responses, supporting cynical and corporate modes.

@odatano/nightgate-mcp

MCP server that lets AI agents interact with NIGHTGATE, the Midnight blockchain attestation layer, to anchor documents, verify zero-knowledge predicates, manage disclosure grants, and poll async jobs.

Redmine MCP Server

镜子 (jìng zi)

FLINT Agent Passport

Enables verification of AI agent identity, authority, and integrity at transaction time, returning signed verdicts for allow, step-up, review, or block.

Todo MCP Server

A complete todo management system with authentication and billing that enables AI assistants to create, manage, and track todos with user accounts, free tier limits, and database persistence.

Shopify Checkout Branding MCP Tool

Enables AI assistants to programmatically customize Shopify Plus checkout branding, including colors, typography, logos, and design systems, with safety defaults for production updates.

MCP Windows Screenshots

An MCP server that enables Claude to access Windows screenshots from WSL2, allowing users to easily share screenshots with Claude Code without manually navigating complex file paths.

AkShare MCP Server

Provides access to historical financial data for US, Hong Kong, and A-share markets using the AkShare library. It returns formatted stock market data, including prices and trading volumes, in easy-to-read Markdown tables.