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

  • Agentic RAG MCP

    enached134-ctrl
    A
    license
    A
    quality
    A
    maintenance
    A multi-agent Retrieval-Augmented Generation system exposed as an MCP server. Ask a question and a LangGraph pipeline plans the retrieval, pulls evidence from a pgvector knowledge base, optionally augments it with live web research, drafts a cited answer, and then self-critiques it for grounding — revising until the answer is supported by the sources.
    3
    1
    MIT

  • rag-mcp

    NextLevelManagementAdvisors
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    license
    A
    quality
    B
    maintenance
    Enables ingestion and semantic search over text documents using PostgreSQL + pgvector and OpenAI-compatible embeddings, allowing any LLM agent to retrieve relevant chunks for grounded answers.
    4
    AGPL 3.0

  • docs-rag-mcp

    shrish346
    F
    license
    A
    quality
    C
    maintenance
    Searches local markdown files using TF-IDF retrieval and serves full documents as resources.
    1

  • google-drive-rag-mcp

    asamiile
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    license
    A
    quality
    B
    maintenance
    A local MCP server that enables LLMs to securely search and read files within designated Google Drive folders. Supports Google Docs, Google Sheets, PDFs, and plain text with strict folder-scoping via service account authentication.
    4
    MIT

  • wbgapi360

    MaykolMedrano
    A
    license
    A
    quality
    B
    maintenance
    MCP server for accessing World Bank data, enabling indicator search, data retrieval, country comparisons, trend analysis, rankings, and chart generation.
    6
    2
    MIT
  • istefox-dt-mcp by istefox

    istefox-dt-mcpofficial

    istefox
    A
    license
    D
    quality
    A
    maintenance
    DEVONthink 4 connector with six tools for search, retrieval, and write operations. Dry-run by default, append-only audit log, selective undo via audit_id; macOS-only, MIT, local-only, clean-room implementation.
    7
    14
    MIT

  • oxidize-pdf

    bzsanti
    A
    license
    A
    quality
    A
    maintenance
    Rust-powered PDF toolkit over MCP: create, read, and analyze PDFs; extract text and entities for RAG; convert to Markdown; split/merge/rotate/reorder pages; manage form fields and annotations; encrypt documents. Runs locally via uvx oxidize-mcp.
    12
    4
    MIT

  • cortex-mcp

    j0hanz
    A
    license
    A
    quality
    D
    maintenance
    Enables multi-level reasoning with configurable depth levels, session-based state management, structured thought input, and real-time trace resources.
    1
    107
    1
    MIT

  • Mnemonic

    bacharyehya
    A
    license
    A
    quality
    D
    maintenance
    Persistent memory management for AI assistants like Claude, enabling creation, search, and retrieval of memories with tagging and triggers.
    10
    MIT

  • google-workspace-unlimited

    dipseth
    A
    license
    A
    quality
    A
    maintenance
    This MCP server provides comprehensive Google Workspace integration (Gmail, Drive, etc.) with multi-user OAuth. Unique features include RAG-powered natural language to Chat card rendering, runtime Jinja2 macro creation, and dynamic tool management.
    7
    25
    Apache 2.0

  • prime-intellect-mcp

    kvrancic
    A
    license
    A
    quality
    C
    maintenance
    The server enables Claude Code to rent, drive, and terminate Prime Intellect GPU pods with hard spend caps, allowing AI agents to provision and manage cloud GPU resources autonomously.
    9
    8
    MIT