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"Search for information about 'rag'" matching MCP servers:

  • MCP RAG Server

    LuizDoPc
    A
    license
    A
    quality
    D
    maintenance
    Provides local Retrieval-Augmented Generation (RAG) capabilities using Ollama for embeddings and ChromaDB for vector storage. It enables users to ingest and perform semantic searches across PDF, Markdown, and TXT documents within MCP-compatible clients.
    4
    245
    MIT

  • Markdown RAG

    ashrobertsdragon
    A
    license
    -
    quality
    D
    maintenance
    A Retrieval Augmented Generation system that enables AI assistants to perform semantic searches and manage document indices for markdown files. It supports PostgreSQL with pgvector and integrates both Google Gemini and Ollama for intelligent embedding generation.
    1
    MIT

  • Gemini CLI RAG MCP

    pedarias
    A
    license
    -
    quality
    D
    maintenance
    Transforms static gemini-cli documentation into a queryable RAG service, enabling developers to ask questions about Gemini CLI in natural language and receive instant, accurate answers based on the official documentation directly within their workflow.
    8
    MIT

  • codebase-rag

    Ar-maan05
    A
    license
    -
    quality
    B
    maintenance
    Enables LLM agents to efficiently understand and navigate a codebase by providing semantic search over symbols and a reference graph, replacing expensive grep/glob calls with structured tools like definition lookup, caller/callee queries, and change-impact analysis.
    1
    MIT

  • spm-search-mcp

    detailobsessed
    A
    license
    A
    quality
    F
    maintenance
    An MCP server that allows coding agents to search the Swift Package Index and retrieve GitHub READMEs without requiring an API key. It features comprehensive search filters for stars, platforms, and licenses, providing token-efficient responses optimized for LLM comprehension.
    3
    MIT

  • icon-search-mcp

    willlaiwk
    F
    license
    A
    quality
    B
    maintenance
    MCP server that finds open-source, commercially-usable icons and returns direct SVG download links, searching over 300,000 icons with license filtering.
    1

  • File Search MCP

    elad12390
    A
    license
    A
    quality
    D
    maintenance
    Enables blazingly fast file and content searching in large codebases using ripgrep, with intelligent filtering, fuzzy finding, and directory tree visualization while respecting .gitignore and avoiding common bloat directories.
    4
    13
    2
    MIT

  • jlcpcb-search-mcp

    peterb154
    F
    license
    A
    quality
    B
    maintenance
    Enables AI assistants to search JLCPCB's 450K+ electronic component catalog with real-time stock levels and pricing, supporting keyword search, filtering, and detailed component information.
    4
    5

  • Seroost Search MCP Server

    Parado-xy
    F
    license
    A
    quality
    D
    maintenance
    Enables AI agents to perform semantic code search across entire codebases using natural language queries. Provides fast indexing and ranked search results with line numbers and file paths through the Seroost search engine.
    3
    12
    7

  • 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

  • Smart Search MCP

    adminhuan
    A
    license
    A
    quality
    C
    maintenance
    Provides 14 enhanced intelligent search tools for both international platforms (GitHub, StackOverflow, NPM, etc.) and Chinese platforms (CSDN, Juejin, WeChat docs, etc.). Each tool includes smart URL generation, search tips, and related suggestions for comprehensive technical research.
    14
    55
    14
    MIT

  • Domain Search MCP

    dorukardahan
    A
    license
    A
    quality
    C
    maintenance
    Fast domain availability checker that searches across multiple registrars (Porkbun, Namecheap) and protocols (RDAP, WHOIS) to find available domains, compare pricing, get suggestions, and check social media username availability.
    7
    613
    25
    MIT

  • Glama MCP Server Search

    kongyo2
    A
    license
    A
    quality
    D
    maintenance
    An MCP server for searching and exploring MCP servers from the Glama MCP directory. This server provides tools to search for MCP servers, get detailed information about specific servers, and explore available server attributes using the Glama MCP API.
    3
    3
    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