发现优秀的 MCP 服务器

Arthas MCP Proxy

Enables dynamic SSH connection to servers for real-time JVM diagnostics using Arthas, allowing operations like thread dump, heap inspection, and method watching through MCP tools.

Streamable HTTP Bridge

A bridge server that converts stdio protocol to streamable-http protocol, allowing clients to interact with MCP services over HTTP.

Deploy FastAPI on AWS: Fargate & ALB

在 Amazon ECS 上的 AWS Fargate 上运行 MCP 服务器

agent-api-gateway-mcp

Structured web extraction MCP server for AI agents. URL + schema to validated product/article/company JSON via Agent API Gateway. Install with npx -y agent-api-gateway-mcp.

knocoph

Transforms TypeScript and JavaScript codebases into a persistent code knowledge graph in SQLite, enabling structural codebase navigation via deterministic graph queries without reading source files.

geolocation-mcp

Enables LLMs to query IP addresses against free MaxMind GeoLite2 geolocation databases.

Students Architecture MCP Server

Enables CRUD operations on student records via REST API and MCP interface, with configurable JSON or SQLite persistence.

Global News MCP Server

Enables global news retrieval across multiple countries and categories (world, country, technology, science) via RSS feeds, exposing reusable MCP tools for fetching and searching news articles with no API keys required.

Whimsical MCP Server

Enables AI agents to create and edit Whimsical diagrams and documents, including flowcharts, mind maps, sequence diagrams, and wireframes, and to search and read workspace content.

Memory Pickle MCP

Project management and session memory for AI agents that provides 13 tools for tracking projects, tasks, and context during AI coding sessions.

AI Team OS

Turns Claude Code into a self-driving AI company with autonomous CEO, agent teams, and self-improvement capabilities.

qrcoding Skill MCP

Enables integration with QR Agent Studio via MCP Streamable HTTP and Agent Skills, forwarding authenticated requests to manage QR records.

worldanvil-mcp-server

MCP server for World Anvil that enables browsing, searching, and managing world content, plus exporting complete copies for migrations or backups.

scratch-mcp

Enables AI agents to programmatically edit Scratch .sb3 projects and preview changes live in TurboWarp Desktop via MCP tools and a live-reload bridge.

totvs-tickets-mcp

A read-only MCP server exposing TOTVS support tickets (Portal do Cliente) as tools for LLMs in Claude Code, Claude Desktop, and Cursor.

Playwright MCP

A Model Context Protocol server that provides browser automation capabilities by allowing LLMs to interact with web pages through structured accessibility snapshots. It enables fast, lightweight interaction with web content without the need for vision-tuned models or visual processing.

MySQL MCP Server

Enables connecting to and querying MySQL databases directly from Cursor IDE, with support for executing SQL queries, listing databases and tables, inspecting schemas, and managing connections with SSL and connection pooling.

mcp-bridge

MCP server for Cocos Creator that enables AI tools to automate scene editing, resource management, and project operations via HTTP and stdio interfaces.

FastMCP Tools Calculator

A demonstration MCP server that provides calculator functionality through both stdio and FastAPI implementations. Enables users to perform mathematical calculations via MCP tools using the FastMCP framework.

semantic-context-mcp

An MCP server that gives models semantic context about a data warehouse, including table meaning, units, lineage, and health, to reduce guessing.

Work Email Waterfall MCP Server

Enables finding and verifying work emails for contacts through a waterfall of provider keys, with per-provider cost attribution and verification after each finder.

scraperapi-mcp-server

A local MCP server that lets AI agents bypass bot detection, geo-restrictions, and JavaScript rendering challenges when scraping the web, backed by ScraperAPI's services

Nexus Memory MCP

Provides persistent semantic memory with semantic search, knowledge graphs, and Intelligence Packs for AI agents, enabling memory recall by meaning and session continuity.

Climate Peer Comparison

Generates peer comparison reports on emissions trends, reduction targets, and gaps for companies in a given SICS sector/sub-sector using live data from the Climate Data Utility (CDU).

my-mcpserver

A production-ready template for developing Model Context Protocol (MCP) servers using Python and FastMCP, with example tools like a multiply calculator, code review prompt generator, and Red Hat logo tool.

arpeio-mcp

Unified MCP server for Arpe.io data tools enabling AI assistants to build, preview, and execute high-performance data commands including database export, transfer, pipeline, and migration.

geo-inspector-mcp

Enables inspection of any website's AI-search readiness, checking AI crawler blocks, llms.txt, schema markup, and indexing directives from MCP clients like Claude.

Conduit

A self-hosted RSS reader MCP server that manages RSS subscriptions and fetches live feed content, deployable on AWS.

echoledger-mcp

Analyzes live Uniswap V2/V3, Balancer, and Curve stableswap pools for positions, price moves, pool health, rug signals, slippage, and depeg risk, and builds portable State Twins for offline analysis.