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

  • code-rag-golang

    nullptr-z
    F
    license
    Not graded
    quality
    C
    maintenance
    AI modifies a function but misses 5 callers that also need updating. crag fixes this — it builds precise call graphs via static analysis, so AI knows exactly what's affected before making changes.
    2

  • devrag

    tomohiro-owada
    F
    license
    Not graded
    quality
    B
    maintenance
    A lightweight RAG (Retrieval-Augmented Generation) system for Claude Code that enables semantic search over local markdown documents via MCP tools, saving tokens and time.
    63

  • tailscale-mcp-server

    pnocera
    A
    license
    Not graded
    quality
    D
    maintenance
    An MCP (Model Context Protocol) server for managing Tailscale resources using the official Tailscale Go client library v2. This server provides complete coverage of the Tailscale API with enhanced, self-descriptive tools powered by OpenAPI documentation.
    2
    MIT

  • Grimoire

    JeremiahM37
    A
    license
    Not graded
    quality
    A
    maintenance
    A self-hosted personal context server that unifies knowledge base, retrieval, credential management, and agent memory via MCP, with a built-in notes app for human oversight.
    MIT

  • agent-memory-mcp

    ipiton
    A
    license
    Not graded
    quality
    A
    maintenance
    A memory, docs, and repo context layer for engineering agents, providing typed persistent memory, RAG document retrieval, and repository-aware tools to recall decisions, runbooks, and operational knowledge across sessions.
    40
    MIT

  • mockd

    getmockd
    A
    license
    A
    quality
    A
    maintenance
    A high-performance, multi-protocol API mock server with 18 built-in MCP tools for managing HTTP, GraphQL, gRPC, WebSocket, MQTT, SSE, and SOAP mocks, chaos engineering, stateful CRUD resources, and request verification.
    18
    142
    Apache 2.0

  • gemini-media-mcp

    mordor-forge
    A
    license
    A
    quality
    C
    maintenance
    Unified MCP server for Gemini media generation --Nano Banana (images), Veo 3.1 (video), TTS, and Lyria 3 (music). Single Go binary, 12 tools, supports Gemini API key and Vertex AI.
    12
    8
    Apache 2.0
  • knowing by blackwell-systems

    knowingofficial

    blackwell-systems
    A
    license
    Not graded
    quality
    A
    maintenance
    Content-addressed code graph that produces ranked context for AI agents in one call. 22 MCP tools across indexing, blast radius, test scope, semantic diff, runtime traffic, and feedback-aware context packing. Incremental updates via Merkle DAG (no re-indexing). GCF wire format saves 84% tokens vs JSON
    17
    MIT
  • Massdriver MCP Server by massdriver-cloud

    Massdriver MCP Serverofficial

    massdriver-cloud
    A
    license
    Not graded
    quality
    A
    maintenance
    A Model Context Protocol server for Massdriver that enables AI assistants to manage infrastructure platform resources like projects, environments, deployments, policies, and more. It provides 106 tools and supports stdio or HTTP transports.
    1
    MIT
  • Axiom by axiomhq

    Axiomofficial

    axiomhq
    A
    license
    Not graded
    quality
    F
    maintenance
    A Model Context Protocol server implementation for Axiom that enables AI agents to query your data using Axiom Processing Language (APL).
    60
    MIT
  • Altinity MCP by Altinity

    Altinity MCPofficial

    Altinity
    F
    license
    Not graded
    quality
    A
    maintenance
    Production-ready MCP server designed to empower AI agents and LLMs to interact seamlessly with ClickHouse. It exposes your ClickHouse database as a set of standardized tools and resources that adhere to the MCP protocol, making it easy for agents built on OpenAI, Claude, or other platforms to query, explore, and analyse your data.
    37

  • truenas-mcp

    cedricziel
    A
    license
    Not graded
    quality
    A
    maintenance
    An MCP server for TrueNAS SCALE that enables read-first management of storage, system, sharing, and virtualization resources with per-user API key authentication, and optional write operations.
    1
    MIT