发现优秀的 MCP 服务器

GNB MemoryMCP

A vendor-independent memory layer MCP server that enables multiple LLMs and AI agents to share and persist personal memories, knowledge, and context across sessions, with support for full-text search and tagging.

mcp-log-analyzer

Analyzes log files locally using Ollama and files structured GitHub Issues automatically, with all processing kept on your machine.

Personal Semantic Search MCP

Enables semantic search over local notes and documents using natural language queries. Supports multiple file types (Markdown, Python, HTML, JSON, CSV, text) with fast local embeddings and persistent ChromaDB vector storage.

skill-search

Semantic, on-demand skill retrieval for Claude Code that saves tokens and improves skill discovery by replacing the native skill listing with vector embedding search.

Mol-MCP

Provides computational chemistry tools for LLMs, enabling molecular operations like SMILES processing and geometry manipulation via a modular agent and tool system.

AI-PR-Review-MCP

An MCP server that automates pull request reviews using multiple LLM providers (OpenAI, Claude, Gemini, Groq, Perplexity) and supports GitHub and Bitbucket with real-time webhook integration and interactive AI assistant commands.

scrcpy-mcp

MCP server for Android device control via ADB and scrcpy, enabling AI agents to see and interact with Android devices.

HaloPSA MCP Tools

用于与 HaloPSA API 交互的模型上下文协议服务器，使像 Claude 这样的人工智能助手能够通过自然语言管理 HaloPSA 中的工单、用户和资产。

Modex: Model Context Protocol Server & Client Library in Clojure

Modex 是一个 Clojure MCP 库，它使用 Clojure (模型上下文协议) 来增强你的 AI 模型，使其具备工具、资源和提示的能力。它实现了 MCP 服务器和客户端。

Black-Litterman Portfolio Optimization MCP Server

Enables AI agents to perform Black-Litterman portfolio optimization with investor views, backtesting, and asset analysis, generating dashboards for visualization.

Onshape MCP Server

Enables programmatic CAD modeling with Onshape through document discovery, parametric sketching, feature management, and gear creation.

MyCourseVille MCP Server

Enables an AI agent to access a user's MyCourseVille account to retrieve assignments with deadlines, course materials, released grades, and a feed of what has changed since the last sync.

krusch-sequential-mcp

An advanced MCP server for reflective chain-of-thought with Semantic Plausibility Gating and DBOS PostgreSQL persistence.

Git Sync Guardian

Monitors origin/main for new commits, analyzes conflict risk with local AI (Ollama), and syncs your working branch via rebase or merge with automatic stash/unstash and conflict resolution options.

MCP Markdown Conversion Server

一个服务器，使用 Cloudflare AI 服务将各种文件格式（PDF、图像、Office 文档等）转换为 Markdown 描述。

MCP SVG Converter

一个模型上下文协议服务器，提供将 SVG 代码转换为高质量 PNG 和 JPG 图像的工具，并具有详细的自定义选项。

DOCX MCP Server

Enables comprehensive DOCX/OOXML document manipulation via MCP, covering text, tables, images, content controls, comments, tracked changes, and metadata.

Unity Project Brain

Read-only MCP server that provides AI agents with context about Unity project relationships, including scenes, prefabs, scripts, GUIDs, and code impact analysis.

Fortgate MCP

Exposes Fortgate's reusable identity and KYC as tools for AI agents to initiate KYC flows, query status, and verify credentials without manual integration.

MCP Server for ElevenLabs

A Model Context Protocol server for ElevenLabs conversational agents that enables them to search the web, get weather information, and perform calculations.

Window Screenshooter MCP Server

An MCP server that enables AI agents to capture targeted screenshots of specific application windows on Windows and Linux, with smart window state restoration and focus management.

license-verifier-mcp

50-state professional license verification for AI agents.

pbix-mcp

MCP server for creating, editing, and evaluating Power BI (.pbix/.pbit) files without Power BI Desktop. Supports 101 tools including report creation, data sources, DAX measures, and file manipulation.

utmt-mcp

MCP server for reading and exporting GameMaker data files via UndertaleModCli. Enables entity listing, decompilation, and export through clean JSON output.

nfz-mcp

Enables querying the Polish National Health Fund (NFZ) public API for medical waiting lists and service dictionary, allowing AI to compare wait times and find providers.

Swatchdog MCP Server

MCP server that checks AI-generated CSS against design tokens, flagging off-brand values and suggesting the closest matching tokens for colors, spacing, radii, and typography.

MCP Context Manager

Enables efficient code navigation and retrieval through natural language search, BM25 ranking, and fuzzy matching across multiple programming languages. It drastically reduces token usage by allowing Claude to query specific code symbols and logic instead of reading entire files.

SoundCloud MCP Server

An MCP server that gives an assistant access to the SoundCloud API — search and discovery, your library, playlist management, social actions, and messaging.

Daisys MCP Server

An MCP server that integrates with Daisys AI platform to enable audio processing tasks, such as recording, transcription, or generation, through natural language commands.

Provenance-Aware Retrieval MCP Server

Exposes a provenance-aware knowledge graph to AI agents over MCP, providing tools like get_fact and search_documents that return precise answers with source citations.