发现优秀的 MCP 服务器

poc5-mcp-http-remote

This MCP server provides a Streamable HTTP endpoint with bearer token authentication, exposing echo and add tools, and an info resource for remote client integration.

queue-mcp

Task queue MCP server for Claude Code that allows adding, listing, and completing tasks from an external CLI, enabling Claude to drain a queue of follow-up work without disturbing a running turn.

The Web MCP

Enables AI assistants to access real-time web data through search, markdown scraping, and browser automation while bypassing anti-bot protections. It provides tools for web research, e-commerce monitoring, and data extraction from across the globe.

agent-eyes

MCP server that wraps Playwright to give AI agents eyes on the web, enabling browser search, navigation, extraction, and interaction with intelligent LLM-based DOM extraction and skill caching.

Bitcoin Node MCP Server

Read-only MCP server that monitors a Bitcoin Core full node via JSON-RPC, providing tools to check node status, network info, mempool, and peer information.

ddg-mcp-search

A minimal MCP server that provides a DuckDuckGo search tool with configurable region, time limit, and safe search options.

niscope-mcp

Enables AI assistants to directly control NI oscilloscopes (e.g., PXIe-5160/5164/5110) through the Model Context Protocol, including waveform acquisition, measurement, and configuration.

Elasticsearch MCP Server AI

Transforms Elasticsearch into an AI-powered observability engine for analyzing logs, APM traces, and system metrics through natural language.

@cyanheads/transitland-mcp-server

Global transit data via the Transitland v2 registry — operators, GTFS/GTFS-RT/GBFS feeds with license terms, routes, stops, and real-time-aware departures via MCP.

Parlay

Remote MCP server for prediction markets — search and compare live odds across Polymarket, Kalshi, and Limitless from Claude, ChatGPT, or Gemini. Six read-only tools, free tier available.

Google Search MCP Server

一个集成了谷歌自定义搜索 JSON API 的 MCP 服务器实现，提供网页搜索功能。

DashWebMCP

Enables AI agents to interact with Dash dashboards by exposing them as MCP servers via a WebSocket bridge, with automatic tool registration and human-in-the-loop confirmation.

Aseprite MCP Server

Enables AI to create pixel art in Aseprite through pixel-level drawing primitives, read canvas screenshots, and iterate until satisfied.

Python Code Runner

Enables execution of Python code in a safe environment, including running scripts, installing packages, and retrieving variable values. Supports file operations and package management through pip.

git-changelog-mcp

Enables AI agents to read git commits from local repositories and generate beautifully formatted, categorized changelogs.

ubuntu-mcp-server

MCP server for managing Ubuntu servers over SSH. Enables Claude to check system health, inspect services, tail logs, review updates, and run commands remotely.

Pytest MCP Server

Enables AI assistants to run and analyze pytest tests for desktop applications through interactive commands. Supports test execution, filtering, result analysis, and debugging for comprehensive test automation workflows.

reflect-memory

Privacy-first AI memory system with MCP server for managing user-authored memories, enabling AI agents to read/write memories with fine-grained vendor access control.

Sapphire User MCP Server

MCP server that exposes user profile data from the Sapphire Wellness App, including health alerts, personalized recommendations, and partner service subscriptions via HTTP SSE.

boxadm-mcp

Read-only MCP server that surfaces external file sharing risks from Box enterprise event logs, enabling early-warning leakage detection without modifying any data.

Qobrix CRM MCP Server

A read-only MCP server providing 56 tools to query Qobrix real-estate CRM data, covering listings, leads, viewings, offers, contracts, analytics, and more, with RESO Data Dictionary alignment and caching support.

Fintom8 E-Invoice MCP Server

Enables autonomous agents to validate, audit, and correct e-invoices against European standards (EN16931) and Peppol regulations.

design-copier

Captures webpage styles and HTML, converts CSS to Tailwind, and applies extracted designs to frontend frameworks like React.

NEXUS Memory MCP App

A sovereign, six-layer permanent memory system that provides users with a structured and persistent personal knowledge base across VS Code, Claude, and ChatGPT. It utilizes a neural mesh architecture and ENGRAM O(1) lookup to ensure data ownership and constant-time memory retrieval.

Echo

Enables an AI with persistent consciousness through a dual-layer architecture using Neo4j and Google Gemini, allowing natural communication, learning, and personality development.

competitive-intel

Autonomous competitive intelligence tracking competitors across LinkedIn, news, reviews, job postings, and regulatory signals, generating executive briefs and sales battlecards.

flight-tracker

Provides comprehensive flight tracking capabilities using the OpenSky Network API, enabling real-time flight data, geographic searches, historical data, and airport operations through MCP tools.

vibe-launch

Enables AI tools like Claude Code to deploy projects to multiple servers via SSH with zero installation on target machines. Supports server onboarding, project management, and one-click deployment through MCP tools.

obsidian-mcp

An MCP server that gives AI agents read and write access to a folder of Markdown notes, supporting full-text search, reading, listing, and writing notes. It is deliberately small, with no dependencies beyond the MCP SDK, and includes proper path traversal protection.