发现优秀的 MCP 服务器

Research Gap Analyzer MCP Server

Automates literature review, research gap detection, and novelty evaluation for academic research, providing tools to search, summarize, find gaps, generate ideas, and evaluate novelty.

Documentation MCP Server

Enables AI assistants to navigate and query hierarchical documentation structures, supporting markdown files with YAML metadata and OpenAPI 3.x specifications. It features intelligent full-text search, metadata filtering, and a built-in web interface for both human and AI-driven documentation access.

MCP Doc Server

A document-based MCP server that supports keyword searching and content retrieval from official website documentation.

argus

ARGUS-3 stdio MCP server (argus_ask, argus_status). WARDEN vets third-party MCP servers before any tool runs.

zoho-analytics-mcp-worker

Exposes the Zoho Analytics API v2 as an MCP server, enabling Claude and other clients to query, manage, and analyze Zoho Analytics data through natural language.

git-mcp-server

A local MCP server that provides a safe, explicit set of Git operations for version control tasks like status, diff, branching, staging, committing, fetching, merging, and pushing.

Spline MCP Server

一个接口，使 Claude 能够与 Spline 3D 设计工具交互，允许通过自然语言命令执行诸如导出场景、导入模型和创建动画等操作。 Or, a slightly more concise version: 一个让 Claude 与 Spline 3D 设计工具互动的接口，支持通过自然语言指令导出场景、导入模型和创建动画等操作。

OrdiscanMCP

An HTTP server implementation that provides direct access to the Ordiscan API with 29 integrated tools for Bitcoin ordinals, inscriptions, runes, BRC-20 tokens, and rare sat data.

omada-mcp

A Model Context Protocol server that enables AI assistants to read and safely modify TP-Link Omada networks through capability-gated tools, with a default read-only profile and dry-run writes for security.

nooxus-mcp

Nooxus-MCP is the official Model Context Protocol (MCP) gateway connecting AI models to real-time, verified global supply chain data.

actors-mcp-server

Use 3,000+ pre-built cloud tools from Apify, known as Actors, to extract data from websites, e-commerce, social media, search engines, maps, and more

Kali MCP Server

Provides AI-assisted web penetration testing tools built on Kali Linux Docker container, with proper input sanitization and formatted output.

Guardpost MCP Server

Runtime agent firewall for PII redaction, rate limits, and policy enforcement, enabling autonomous agent security via MCP integration.

MCP Template

A generic template for developing MCP servers with basic examples including echo tool, server info resource, and greeting prompt. Provides a starting point for building custom MCP servers with Bun.

MCP Server Mermaid

MCP Server Mermaid

qdrant-mcp-hybrid

Enables multi-tenant RAG with Qdrant, LM Studio embeddings and summaries, and advanced document processing for semantic search across isolated client collections.

mcpboot

Generates and serves an MCP server from a natural language prompt, without requiring SDK knowledge or boilerplate code.

Base L2 Agent Kit

MCP server for Base L2 DeFi — wallets, swaps, liquidity, price feeds, flash loans

systembridge-mcp

MCP server that gives LLMs deep knowledge of design systems and tokens, enabling intelligent design evolution, token analysis, and designer-to-developer handoffs.

Composer Package README MCP Server

Enables AI assistants to fetch README content, package metadata, dependencies, and search Composer/PHP packages from Packagist with smart caching and GitHub integration.

word-engine-mcp

A local MCP server that uses Word COM automation to perform tasks python-docx cannot, such as computing field/TOC values, counting real pages, rendering high-fidelity PDFs, converting/repairing legacy formats, producing redline comparisons, and running native mail merge.

NetReach

Provides AI agents with read-only access to various public data sources (web, YouTube, RSS, GitHub, V2EX, Bilibili, and semantic search) without requiring any login credentials or API keys.

BYOB MCP Server

Enables AI agents to dynamically discover and invoke containerized tools that can be registered at runtime without redeployment. Built on Cloudflare Workers with scale-to-zero containers for secure, isolated tool execution.

YouTube Transcript MCP Server

Fetches YouTube video transcripts with timestamps and provides them to LLM agents via MCP, enabling natural language access to video content.

MCP Debugger

Provides debugging capabilities for Python, C, C++, Rust, Swift, and more through the Debug Adapter Protocol, enabling breakpoints, step-by-step evaluation, and stack traces.

notebooklm-mcp

An unofficial MCP server for Google NotebookLM that enables users to manage notebooks, add sources, ask questions with citations, and generate audio podcasts via a Playwright-based automation layer.

Fantastical MCP

Enables AI assistants to read and create Fantastical calendar events on macOS using local database access and URL schemes, working entirely offline without API keys or network access.

PasteAI

An MCP server that lets AI publish markdown documents to a clean, themed web UI. One tool call creates a shareable doc.

laravel13-livewire4.2.1-mcp

Full-stack AI agent for Livewire v4.2+ / Laravel 13 / PHP 8.4+ with planning, memory, bug fixing, version control, GitHub integration, and design conversion.