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"Information or Uses for a Rag" matching MCP servers:

  • mcp-for-azure-devops-boards

    danielealbano
    A
    license
    B
    quality
    A
    maintenance
    MCP for Azure DevOps Boards is a MCP server that lets your favourite AI browse, query and update Azure DevOps work items as if it were a project manager. Written in Rust and optimized for tokens usagem, It runs via stdio or HTTP mode and uses standard Azure authentication with az login.
    24
    6
    MIT

  • mesen-for-ai

    paulomanrique
    A
    license
    C
    quality
    B
    maintenance
    MCP server that launches Mesen/MesenCE headlessly and exposes the emulator's debugger-face Lua API over MCP JSON-RPC, enabling AI agents to load ROMs, step frames, inspect memory/registers, manage breakpoints/watches, trace execution, and export Code/Data Logger maps for SNES, NES, PC Engine, and Game Boy Advance.
    22
    GPL 3.0

  • browser-for-ai

    icueth
    A
    license
    -
    quality
    B
    maintenance
    A CDP-native MCP server that lets AI agents drive a real Chrome browser with deep network/console inspection, robust page interaction, and the ability to reverse-engineer a site's API flow into runnable code with dependency chaining and replay verification.
    MIT

  • Prompt for User Input MCP

    goldensansapple
    A
    license
    -
    quality
    D
    maintenance
    Enables AI models to interactively prompt users for input or clarification directly through their code editor. It facilitates real-time communication between assistants and users during development tasks.
    MIT

  • MCP数据库查询服务

    crablduck
    F
    license
    -
    quality
    C
    maintenance
    一个基于Model Context Protocol的SQLite数据库查询服务，为AI应用提供标准化的数据库访问、安全的SQL查询执行以及表结构预览功能。

  • GetABrain🧠 | Live Human-in

    Guitarmaniac24
    A
    license
    A
    quality
    C
    maintenance
    Real human judgment as agent tools -- an AI agent can ask a question and get back a structured, schema-validated JSON answer from a real quality-scored human. 16 response types (yes/no, ratings, rankings, A/B tests, sentiment, image/video/audio review, voice/video/photo capture). Fully programmatic signup with a $5 free trial credit, no card required.
    7
    120
    MIT

  • Gemini MCP Server for Claude

    raydollete
    A
    license
    A
    quality
    C
    maintenance
    Integrates Google's Gemini AI models into Claude Code and other MCP clients to provide second opinions, code comparisons, and token counting. It supports streaming responses and multi-turn conversations directly within your existing AI development workflow.
    3
    Apache 2.0

  • Aurai Advisor (上级顾问 MCP)

    LZMW
    F
    license
    A
    quality
    B
    maintenance
    An MCP server that enables local AI models to receive guidance from remote 'senior' AI providers like OpenAI, Anthropic, and Gemini to solve programming problems. It features intelligent multi-turn dialogue management, context synchronization, and automated session history tracking.
    4
    11

  • System Information MCP Server

    ai-mcp-garage
    A
    license
    A
    quality
    -
    maintenance
    Provides comprehensive system diagnostics and hardware analysis through 10 specialized tools for troubleshooting and environment monitoring. Offers targeted information gathering for CPU, memory, network, storage, processes, and security analysis across Windows, macOS, and Linux platforms.
    10

  • SandMail — Disposable Email

    brobin002
    A
    license
    A
    quality
    D
    maintenance
    Create disposable email inboxes, extract OTP codes in 15 languages, and receive webhooks — all from your AI agent. One call: create inbox → wait for email → get the verification code. Supports 7 domains, email forwarding, and HMAC-signed webhooks with OTP included in payload. Free tier available.
    8
    10
    MIT

  • should-i-use

    mrkeyoor
    A
    license
    A
    quality
    B
    maintenance
    MCP server that recommends which npm/PyPI libraries to use or avoid, with concise verdicts, alternatives, and code snippets, keeping responses under 500 tokens.
    5
    165
    1
    MIT

  • Beckett — MCP for Godot

    beckettlab
    A
    license
    A
    quality
    A
    maintenance
    Zero-sidecar MCP server embedded directly in the Godot 4 editor as a GDScript EditorPlugin — no Node or Python sidecar. Reflection-driven tools over any engine class, validate-before-write GDScript, scene/script/resource authoring, and a runtime play-test loop (play, screenshot, input, assert).
    54
    5
    MIT

  • sf-docs-mcp

    Avinava
    A
    license
    A
    quality
    B
    maintenance
    Enables LLM agents to search, read, and query Salesforce documentation across 129 domains. Uses a pre-compiled knowledge graph with 53,000 nodes and 18,000 code snippets for instant retrieval without RAG.
    12
    41
    1
    MIT

  • MCP Docs RAG Server

    kazuph
    F
    license
    A
    quality
    F
    maintenance
    A TypeScript MCP server that allows querying documents using LLMs with context from locally stored repositories and text files through a RAG (Retrieval-Augmented Generation) system.
    4
    18