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"Kotlin RAG (Retrieval-Augmented Generation) implementation resources" matching MCP servers:

  • MCP-RAG

    AnuragB7
    A
    license
    Not graded
    quality
    C
    maintenance
    An MCP-compatible system that handles large files (up to 200MB) with intelligent chunking and multi-format document support for advanced retrieval-augmented generation.
    10
    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

  • Next-Generation MCP Server

    TanvirIslam-BD
    A
    license
    Not graded
    quality
    C
    maintenance
    Enables sandboxed file operations via MCP tools, resources, and prompts, with a Claude CLI client and Groq-powered web UI for file CRUD, search, code review, and documentation generation.
    MIT

  • mcp-local-rag

    xiuxiansk
    A
    license
    A
    quality
    C
    maintenance
    MCP server that enables local hybrid semantic and keyword search over private PDF, DOCX, Markdown, and text documents without sending data to embedding APIs.
    9
    3,271
    MIT

  • RAG MCP Tool

    musnows
    F
    license
    B
    quality
    D
    maintenance
    Provides intelligent retrieval capabilities for local files by scanning directories, generating vector indexes, and enabling semantic search through RAG (Retrieval Augmented Generation) with incremental indexing support.
    2

  • rag-mcp

    MasihMoafi
    A
    license
    Not graded
    quality
    C
    maintenance
    A local hybrid-search MCP server that enables coding agents to query files and folders using natural language, returning relevant code chunks with exact source paths. Everything runs on-device with no API keys or network calls.
    4
    MIT

  • MCP RAG Assistant

    1jelly7
    F
    license
    Not graded
    quality
    C
    maintenance
    Enables RAG (Retrieval-Augmented Generation) with tools for vector search, document access, and OpenAI integration, plus MySQL storage and file system operations via MCP.

  • MCP Complete Implementation

    saksham0712
    F
    license
    B
    quality
    D
    maintenance
    Provides a complete end-to-end MCP server implementation with file system tools, web scraping capabilities, and system information access. Includes ready-to-use configuration files and integration examples for Claude Desktop, ChatGPT, and other AI models.
    6

  • RAG GroundX MCP Server

    Geoffrey-42
    A
    license
    Not graded
    quality
    D
    maintenance
    Enables advanced semantic search and document management by integrating the GroundX API with Claude Desktop and GitHub Copilot. It supports local file uploads, website crawling, and Google Drive synchronization for RAG workflows.
    1
    MIT

  • DJAI Tools MCP

    lovecatisgood-sudo
    A
    license
    A
    quality
    C
    maintenance
    Provides AI agents with local file-processing capabilities for token counting, RAG chunking, CSV/JSON conversion, QR generation, and more, while keeping documents private on the user's machine.
    7
    1
    MIT

  • Ressl MCP Server - Advanced

    DataCleaninghash
    A
    license
    Not graded
    quality
    D
    maintenance
    A sophisticated MCP server providing powerful file search capabilities including single file search, recursive directory search, and file information retrieval.
    MIT

  • MCP-RAGNAR

    bixentemal
    A
    license
    Not graded
    quality
    D
    maintenance
    A local RAG server that enables document indexing and sentence window retrieval across multiple file formats like PDF, MD, and DOCX. It supports both local Hugging Face models and OpenAI embeddings for efficient context-aware querying through the Model Context Protocol.
    GPL 3.0

  • MCP-Grep

    erniebrodeur
    A
    license
    Not graded
    quality
    D
    maintenance
    A server implementation that exposes grep functionality through the Model Context Protocol, allowing MCP-compatible clients to search for patterns in files using regular expressions.
    24
    GPL 3.0