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

  • MCP Enhanced Data Retrieval

    kalpalathika
    F
    license
    Not graded
    quality
    D
    maintenance
    Enables AI applications to access and contextualize organizational knowledge sources including GitHub repositories and internal documentation through standardized MCP protocol integration. Features OAuth 2.1 authentication, vector-based semantic search, and optimized context chunking for enterprise development workflows.

  • repo-rag

    amangit1314
    F
    license
    Not graded
    quality
    C
    maintenance
    Enables conversational queries about a GitHub user's profile, using lazy indexing and tool calls to retrieve repository info and file contents, with cached results for efficiency.

  • github-rag-mcp

    Liplus-Project
    A
    license
    Not graded
    quality
    A
    maintenance
    Enables AI agents to search and retrieve context from GitHub issues, pull requests, releases, and documentation using hybrid semantic search and time-ordered activity scans.
    777
    Apache 2.0
  • Model Context Protocol (MCP) - UOR Implementation by UOR-Foundation

    Model Context Protocol (MCP) -official

    UOR-Foundation
    -
    license
    Not graded
    quality
    Not graded
    maintenance
    A GitHub-based implementation of the Model Context Protocol that enables LLMs to access and manipulate data in a Universal Object Reference (UOR) framework, providing standardized interfaces for object management with decentralized storage.

  • Mock Interview RAG Server

    TheTangentLine
    F
    license
    Not graded
    quality
    B
    maintenance
    A Dockerized MCP server that fetches your GitHub repositories, indexes them into a local vector database, and exposes semantic code search tools to LLM clients for tailored technical mock interviews grounded in your actual code.

  • MCP-Hound

    jmagly
    A
    license
    A
    quality
    D
    maintenance
    Enables code search across indexed repositories using regex patterns, with pagination, repository listing, and file context retrieval via Hound integration.
    3
    3
    MIT

  • golden-dataset-mcp

    nipunkhanderia
    A
    license
    A
    quality
    B
    maintenance
    Enables version-controlled golden dataset management and semantic evaluation for RAG/LLM pipelines using TF-IDF cosine similarity, without requiring an LLM API key.
    9
    MIT

  • MCP Bitbucket Python

    Kallows
    F
    license
    A
    quality
    D
    maintenance
    A Python implementation of an MCP server that enables secure, local Bitbucket integration for AI applications, providing tools for repository management, branch creation, file operations, issue tracking, and pull request creation.
    10
    6

  • MPO MCP Server

    bsangars
    F
    license
    B
    quality
    D
    maintenance
    Enables AI assistants to interact with GitHub repositories, Confluence documentation, and Databricks Unity Catalog through comprehensive tools for code exploration, documentation retrieval, and data schema management.
    19

  • Backlog MCP Server

    nulab
    A
    license
    B
    quality
    A
    maintenance
    A Model Context Protocol server that enables Claude to interact with Backlog project management tools through API integration, allowing management of projects, issues, wiki pages and other Backlog resources.
    62
    33,209
    223
    MIT

  • Git Repo Browser MCP

    bsreeram08
    A
    license
    B
    quality
    D
    maintenance
    A Node.js implementation that enables browsing Git repositories through the Model Context Protocol, providing features like displaying directory structures, reading files, searching code, comparing branches, and viewing commit history.
    27
    29
    2
    MIT