Discover Awesome MCP Servers

Batch Review

A collaborative code and markdown review tool that bridges human reviewers and AI agents, enabling both to browse files, inspect git diffs, leave structured comments, and save a final review report from the same UI in real time.

Qdrant MCP Server

好的，这是将 "A Model Context Protocol (MCP) server implementation for RAG" 翻译成中文的几种选择，根据不同的侧重点，可以选择最合适的： * **最直接的翻译：** 用于 RAG 的模型上下文协议 (MCP) 服务器实现 * **更强调功能的翻译：** RAG 的模型上下文协议 (MCP) 服务器实现方案 * **更技术性的翻译：** RAG 的模型上下文协议 (MCP) 服务器端实现 * **更口语化的翻译：** 一个为 RAG 打造的模型上下文协议 (MCP) 服务器 **解释：** * **RAG (Retrieval-Augmented Generation):** 检索增强生成，通常直接使用英文缩写。 * **Model Context Protocol (MCP):** 模型上下文协议，通常直接使用英文缩写。 * **Server Implementation:** 服务器实现，可以翻译成服务器端实现、服务器实现方案等。 **推荐：** 我个人推荐 **用于 RAG 的模型上下文协议 (MCP) 服务器实现**，因为它简洁明了，并且保留了技术术语的英文缩写，方便专业人士理解。 最终选择哪个翻译取决于你的具体语境和目标受众。

pharos-ai-doc-genie

Enables AI agents to generate real Office documents (.pptx, .docx, .xlsx) and source code from natural language via MCP protocol.

Ágora MCP

Connects your Ágora bank account via Open Finance Brasil to AI agents like Claude and ChatGPT, enabling natural language queries about balances, statements, credit card bills, and investments in read-only mode.

mcp-think

A remote MCP server for structured sequential thinking, built for Cloudflare Workers, providing tools to create, add, revise, and finalize sequences of steps.

mmnt-mcp-server

Mamont 搜索引擎的 MCP 服务器

designer-mcp

A visual designer pen for Claude Code that lets users click, drag, or draw on webpages to get source code locations and screenshots for direct editing and verification.

iso-42005-impact-mcp

Enables AI impact assessments according to ISO/IEC 42005:2025, with built-in EU AI Act compliance and support for phases, categories, and assessment operations.

Roblox Executor MCP Server

An MCP server that enables AI agents to execute Lua code, inspect scripts, spy on remotes, and interact with running Roblox game clients, including support for mobile executors on Android and iOS.

Obsidian MCP Server

Enables AI assistants to manage Obsidian notes via local REST API, supporting file CRUD, search, commands, and periodic notes.

mcp-arcgis-dukescounty

Access Dukes County, Massachusetts open geospatial data (parcels, addresses, zoning, public works) via ArcGIS Feature Services, enabling search, query, and schema inspection.

toggl-mcp

Enables to manage Toggl time entries, projects, tasks, and timers through natural language commands.

Pour Picks MCP Server

Enables querying the Pour Picks bourbon & whiskey database with tools for search, bottle details, recommendations, comparisons, and trending, providing structured tasting profiles, prices, pairings, and ratings.

mcp-uk-ons

Enables querying UK Office for National Statistics datasets and their editions through natural language, with no authentication required.

housecallpro-mcp

MCP server for Housecall Pro, providing 5 tools for AI agents to register customers, schedule jobs, create estimates, log leads, and generate invoices (env-gated).

notebook-edit

MCP server for structural editing of Jupyter notebook cells (list, read, insert, edit, patch, delete, move) without kernel execution.

Open-Meteo MCP Server

Provides comprehensive access to Open-Meteo APIs for weather forecasts, historical data, air quality, and marine conditions. It enables LLMs to query specialized meteorological models, perform geocoding, and access advanced climate or flood projections.

Delegation MCP

Intelligent routing layer that analyzes tasks and guides your AI agent to delegate work to specialized tools (Gemini, Aider, Copilot) using rule-based and capability-based routing.

mori

Mori (森) is a shared memory layer for AI coding agents — one that compounds.

agent-vrm-mcp

Enables Claude to generate speech from text and express it through a 3D VRM avatar via the AgentVRM engine.

darktable-mcp

Enables Claude and other AI assistants to control darktable for photo management and editing through its Lua API.

server-employee

Enables querying employment rates by sector (agriculture, industry, services) for a given country and year using World Bank API.

ModWrench MCP Server

Enables AI assistants to search, browse, and manage mods across Nexus Mods, mod.io, Thunderstore, and Modrinth, as well as perform local diagnostics like detecting games and parsing crash logs.

qlik-cloud-admin

Connects Claude Desktop to a Qlik Cloud tenant for admin operations, allowing users to manage resources like spaces, apps, and automations via natural language.

MCP Prompt Enhancer

Intelligently analyzes codebases to enhance LLM prompts with relevant context, featuring adaptive context management and task detection to produce higher quality AI responses.

Pic Nicked MCP

Enables searching Google Custom Search Engine for images and saving them directly to the user's project directory.

quelvio-mcp-server

Search your company's connected knowledge from any AI tool that speaks the Model Context Protocol. Supports querying across sources like Drive, SharePoint, Confluence, Slack, and Notion with permission filtering.

mcp-memory

A standalone memory service that provides persistent storage for AI assistants via the Model Context Protocol.

Semantic Rails MCP Server

Enables agents to interact with a governed semantic layer for querying and authoring metrics, providing tools for discovery, planning, validation, and execution of analytics queries.