发现优秀的 MCP 服务器

MCP Debugger Tools

A VSCode extension that enables AI agents to programmatically control VSCode's debugging features through the Model Context Protocol (MCP).

MCP Code Editor

A FastMCP server providing powerful code editing tools including precise file modifications with diff-based operations, file creation and reading with line numbers, and more tools for code editing workflows.

account-pool-mcp

An MCP server that manages a pool of test accounts, leasing them out one at a time to prevent concurrent session collisions, with automatic reclamation of expired leases.

HubSpot MCP Server

Enables AI clients to seamlessly take HubSpot actions and interact with your HubSpot data through the Model Context Protocol.

Halo PixelBar MCP

A local MCP server for controlling an EDIFIER Halo PixelBar's ambient light, pixel screen, and hardware volume on Windows.

ARC-1

MCP server for SAP ABAP systems

MCP SSH Server

A centralized MCP server that enables LLM agents to securely execute commands and manage Linux servers via SSH.

sisrun-mcp

Enables AI assistants to read your SisRUN training plan with your own credentials and answer questions about prescribed workouts, like weekly coach plans, in a structured format.

steam-trends-mcp

Track concurrent player counts and game momentum for any title on Steam via AI assistants.

GSC-MCP

Enables natural language analysis of Google Search Console data through Claude, with pre-built tools for quick wins, cannibalization detection, content decay, and more.

markitdown-mcp

Converts documents (PDF, DOCX, XLSX, PPTX, HTML, TXT, MD) to Markdown and stores them locally with search and retrieval capabilities.

Selenix-MCP

MCP server that bridges Claude Desktop with Selenix for browser automation and testing. Enables creating, running, debugging, and managing browser automation tests through natural language via MCP.

chouseisan-mcp

MCP server to read and write events on chouseisan.com (Chouseisan), a Japanese scheduling tool, using unofficial HTTP protocol. Enables creating events, fetching schedules, and managing responses via AI agents or CLI.

Gmail MCP Server

Provides MCP clients with safe local access to read, search, and send Gmail messages using token-efficient outputs and explicit permissions.

Recon

Recon indexes your codebase into a knowledge graph and exposes it via 14 MCP tools. AI agents get dependency mapping, blast radius analysis, safe multi-file rename, execution flow tracing, Cypher queries, semantic search, and PR review without reading every file. Supports 13 languages, live re-index in ~50ms, and zero config setup.

MCP Hybrid Forecasting

Enables algorithmic stock trading analysis by combining ARIMA, ARIMA-GARCH, and XGBoost models to generate buy/sell/hold signals with risk management, portfolio comparison, and volatility analysis for various market sectors.

SimDoc MCP Server

Enables access to scientific simulation documentation and code snippets for simulators like PyBaMM and Cantera. Provides AI-powered search and retrieval of simulation examples and documentation through natural language queries.

repomap-mcp

An MCP server that generates ranked, token-budgeted code structure maps using Tree-sitter AST analysis and PageRank, enabling AI agents to quickly understand unfamiliar codebases.

mcp-pcloud

A Model Context Protocol (MCP) server for pCloud cloud storage. Enables AI assistants like Claude to interact with your pCloud - listing files, creating folders, searching, sharing, and more.

MCP Enhanced Server

Provides file system tools, code analysis prompts, async tasks, and secure HTTP transport following the 2025-03-26 MCP specification.

Directus MCP Server

Enables comprehensive management of Directus instances through tools for schema manipulation, content CRUD operations, and dashboard management. It allows AI assistants to programmatically interact with collections, fields, relations, and workflow automation using the official Directus SDK.

Tesseron

Enables MCP-compatible AI agents to execute typed live-app actions over WebSocket, allowing agents to directly interact with real application state without browser automation or scraping.

DocNav-MCP

DocNav is a Model Context Protocol (MCP) server which empowers LLM Agents to read, analyze, and manage lengthy documents intelligently, mimicking human-like comprehension and navigation capabilities. Available Tools - load_document: Load a document for navigation and analysis - Args: `fi

Spring AI MCP server to access information from

MCP (Mod Configuration Pack) 服务器实现，用于提供来自 api.spring.io 的最新项目信息。 (MCP (Mó Kuài Pèi Zhì Bāo) fúwùqì shíxiàn, yòng yú tígōng láizì api.spring.io de zuìxīn xiàngmù xìnxī.)

mcp-agent-review

An MCP server that provides agentic code review powered by OpenAI-compatible models, designed for use with Claude Code.

Python Code Validator

Validates AI-generated Python: syntax, lint, security scan and deterministic repair.

spider-mcp

An MCP server that enables agents to automate Douyin and Xiaohongshu, including login, search, scraping, publishing, and commenting.

Enterprise MCP Server Template

A production-ready TypeScript template for building Model Context Protocol (MCP) servers with Zod validation, structured logging, and seamless integration with AI agents like Claude Desktop and Cursor.

Tyra Advanced Memory MCP Server

A sophisticated MCP server providing advanced memory capabilities with RAG, hallucination detection, and enterprise-grade AI infrastructure for intelligent agent ecosystems.

agent101-mcp

Search and discover 500+ tools, APIs, and services for AI agents. Browse 15 categories, get recommendations, and access structured metadata including auth methods, free tiers, and example calls.