发现优秀的 MCP 服务器

polydev-ai

Query multiple AI models (GPT-4, Claude, Gemini, Grok) in parallel for diverse perspectives. Get different expert viewpoints when stuck or need enhanced reasoning.

MLB Stats MCP Server

Provides access to comprehensive MLB baseball statistics through the MLB Stats API, pybaseball library, Statcast data, FanGraphs, and Baseball Reference, including support for generating matplotlib visualizations.

Cryosparc_mcp_Server

An MCP server that enables running CryoSPARC W1->W2 pipelines via natural language, with tools for starting, pausing, resuming, checking status, and generating reports, using persistent state files for recovery.

fallinsuranceonboard-mcp

MCP server for foldkit that exposes 7-prime spine, 7 κ-bands, and 6 fold operations as tools and resources for AI clients.

MCP 101 Example

A foundational implementation of a Model Context Protocol (MCP) server designed for educational purposes. It demonstrates the complete interaction between an LLM, an inference engine, and a client during an agentic call.

SocialRouter MCP Server

Enables LLM agents to extract social media data (LinkedIn, Instagram, X, Reddit) via the SocialRouter API, supporting tools for extraction, provider listing, balance checking, and retrieval of past extractions.

schema-sieve-mcp

Local MCP tool for understanding JSON Schema files while planning tests, summarizing types, required fields, constraints, and generating placeholder paths without copying data.

Chatwoot MCP Server

A Model Context Protocol (MCP) server that connects AI assistants like Claude to your Chatwoot instance. Manage customer conversations, read messages, send replies, and filter by date ranges -- all through natural language.

Memora

A local, persistent, semantically-aware knowledge graph for AI coding agents like Claude Code, providing efficient session memory with minimal token cost and zero runtime network calls.

MySQL Ops MCP

A generic MCP server for MySQL operations, enabling listing databases/tables, describing schemas, running read-only SQL, and optionally executing write SQL with logging.

PiR2 Academy Instagram Publisher MCP

Local MCP server for preparing previews and publishing single image posts to Instagram after explicit user confirmation, with OAuth and safety safeguards.

remote-mcp-server

Enables running a remote MCP server on Cloudflare Workers with OAuth login, allowing tools to be accessed remotely.

PixelRAG MCP Server

A visual Retrieval-Augmented Generation MCP server that renders web pages, PDFs, and design screenshots into visual tiles and enables natural language querying over them via multimodal vision embeddings.

MCP Database Server

Enables interaction with SQLite databases through natural language, supporting SQL queries, CSV imports, and schema exploration.

EnvMem

Personal environment variable memory with semantic search and project management. Enables storing, searching, and retrieving environment variables via MCP, supporting project organization and auto-fill of .env files.

IOG Model Context Protocol (MCP) Server

构建我的第一个模型上下文协议服务器

KiCAD MCP Server

A Model Context Protocol (MCP) server that enables AI assistants like Claude to interact with KiCAD for PCB design automation.

Claude Habitat

An MCP server that provides persistent project context, workflow management, and knowledge capture for AI coding agents. It enables agents to maintain structured memory across sessions by tracking project profiles, conventions, skills, and technical debt.

Compass MCP

A shared operational layer that synchronizes tasks and project contexts across Claude Chat, Cowork, and Code surfaces using local markdown files. It enables persistent state management and cross-session knowledge sharing without the need for a database.

mcp-agro-brasil

Provides Brazilian agribusiness data such as livestock, crop prices, weather, exchange rates, and news through MCP tools.

TcpSocketMCP

Enables AI models to interact directly with network services via raw TCP sockets, supporting multiple concurrent connections, buffering, and automated responses.

growth-mcp

Open-source MCP server that audits websites for AI search readiness, providing deterministic scoring (0-100) and prioritized fix lists for metrics like JSON-LD, llms.txt, heading hierarchy, and AI crawler access.

scrapy-mcp

A headless web-scraping MCP server built on Scrapy, providing tools for polite fetching, CSS/XPath extraction, link/table extraction, sitemap and robots.txt reading, and bounded asynchronous crawls.

isthereanydeal-mcp

Enables querying game deals, prices, and managing collections using the IsThereAnyDeal API with 53 specialized tools.

Academic Archive Gateway

MCP server for AI assistants to search and download ebooks from Z-Library and Anna's Archive, configured locally with automatic setup and download path.

Blossom

Enables collaborative project planning by connecting an MCP-capable chat app to a generative AI that manages tasks and dependencies, with a live web UI for visualization.

mcp-playwright-test

An MCP server that automates Playwright-based UI and API testing, supporting test case generation from requirements or API specs, and execution with detailed reports.

Datris MCP Server

MCP server with 32 tools for ETL ingestion, AI-generated data quality rules, AI transformations, vector search, and natural-language SQL. Works across Postgres, MongoDB, Kafka, S3/MinIO, HashiCorp Vault, and five vector stores (Qdrant, Weaviate, Milvus, Chroma, pgvector).

razberri MCP Server

A privacy-first, local-first MCP server that provides 15 ADHD/second-brain tools for capturing, prioritizing, and resurfacing tasks with context from calendar, mail, and messages.

JobDataLake MCP Server

Enables searching over 1 million enriched job listings from 20,000+ companies directly from MCP-compatible AI tools. Provides tools for job search, company profiles, and AI-powered similar job recommendations with real-time data updates.