发现优秀的 MCP 服务器

graph-tool-call

Graph-based tool retrieval for LLM agents. Builds a tool graph from OpenAPI/MCP specs and retrieves multi-step workflows via hybrid search (BM25 + graph traversal + embedding), recovering accuracy from 12% to 82% with 79% fewer tokens. Also works as an MCP Proxy to aggregate multiple servers behind 3 meta-tools.

Realty In Au MCP Server

Enables access to Australian real estate data through the Realty In Au API, supporting property listings, agent/agency information, property details, school lookups, and property search with various filters.

Teepy MCP Server

Enables the Theopy AI assistant to interact with the Teepy pharmacy management ERP via the MCP protocol, with role-based access to customers, invoices, plannings, sessions, and reminders.

AWS Documentation MCP Server

Provides tools to read, search, and get recommendations for AWS documentation pages, with support for both global and China regions.

story-architect-mcp

An MCP server for AI-assisted novel writing that manages project structure, tracks plot holes and foreshadowing, audits timeline continuity, and provides writing analytics and prompt generation.

mcp-adr-analysis-server

Transform your codebase into professional architectural decision records with intelligent AI analysis

Invoice Generator AI MCP

Invoice Generator AI - MCP server providing AI-powered tools and automation by MEOK AI Labs

angleone-mcp-sever

An MCP server that exposes Angel One's SmartAPI as tools for Claude Code, enabling login, portfolio data, market quotes, historical candles, and order placement/modification/cancellation.

Fraud Alert MCP Server

Enables real-time fraud detection and transaction analysis by integrating with Claude through MCP, providing tools to analyze transactions, flag suspicious activity, and manage fraud rules.

Action MCP Example 🚀

一个极简的 Rails API 模板，用于创建具有强大工具执行能力和示例的 MCP（模型上下文协议）服务器。

Jobber MCP Server

Enables AI assistants to access and manage Jobber field-service data including clients, jobs, invoices, and quotes through natural language interactions.

RecallMCP

Provides persistent semantic memory for AI agents via MCP, enabling them to remember, recall, list, update, and forget memories with vector-based similarity search.

SOAR MCP Server

Integrates SOAR (Security Orchestration, Automation and Response) capabilities into AI clients, enabling security playbook execution, event management, and threat intelligence queries. Provides a complete security incident response platform through natural language interactions.

Chilon Recall

Local-first knowledge retrieval MCP server that turns private text documents into a source-backed knowledge base, enabling retrieval, comparison, summaries, and review outlines for any local MCP client while keeping source paths and index operations visible.

🚀 NexusHub

NexusHub 是一个强大的模型上下文协议 (MCP) 服务器，它充当 AI 工作流程和工具集成的中心连接点。

file-system-mcp-server

一个全面的 MCP (模型上下文协议) 服务器，用于文件系统操作，为 Claude 和其他 AI 助手提供访问本地文件和目录的能力。

Atlas

A local, auditable multi-model workflow engine that lets you define YAML graphs for orchestrating LLM agents across vendors, with MCP tools for validation, dry-runs, execution, and human approval, all fully observable in a local web interface.

Odoo Pulse

An AI business analyst for your Odoo ERP. Ask one question, get one answer — numbers, highlights, risks, and a verdict (on-track / at-risk / off-track) — over the Model Context Protocol. CRUD bridges to Odoo already exist; this is the analytics layer that sits on top.

Crypto Tracker AI MCP

Crypto Tracker AI - MCP server providing AI-powered tools and automation by MEOK AI Labs

GitHub See MCP Server

A server-side implementation that handles context processing between GitHub repositories and AI models, enabling seamless integration of AI capabilities with codebases through the Model Context Protocol.

Autonomous Documentation Discovery Engine

Enables AI agents to search, fetch, and clean live documentation from LangChain, LlamaIndex, and OpenAI via Model Context Protocol, with token-optimized extraction.

waitloop

Enables agents to create hosted waitlist pages with referral ranking, email capture, and stats via MCP tools like create_waitlist.

Recaf MCP

Enables LLMs to perform JVM bytecode analysis and editing by operating a Recaf workspace through MCP tools. Supports class browsing, decompilation, bytecode manipulation, search, cross-references, and refactoring operations.

IPInfo MCP Server

Enables comprehensive IP address intelligence and geolocation lookups through IPInfo's API. Provides 25+ tools for IP geolocation, ASN information, privacy detection, WHOIS lookups, and network analysis with strongly-typed responses.

mcp-server-google-analytics

一个用于访问 Google Analytics 4 (GA4) 数据的 MCP 服务器实现，使用 Model Context Protocol TypeScript SDK 构建。

Turbo.az MCP Server

Enables users to search for vehicles and retrieve detailed listing information from the Turbo.az automotive marketplace. It supports advanced filtering by make, model, price, and other specifications through natural language queries.

MailKite

MailKite offers email sending and receiving for agents at your domain or free inboxes Create inboxes for your agent Send emails from your agent Receive emails to your webhook Receive emails to your agent

Mcp Yfinance

围绕常见 yFinance 调用的 MCP stdio 服务器垫片。

mcp-obo

Implements the on-behalf-of flow with Entra ID to enable authorized calls to Microsoft Graph API via MCP tools.

mcp-comtrade

Provides access to UN Comtrade international bilateral trade data via an MCP server, enabling AI agents to query trade statistics through natural language.