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Related Servers

Alternatives to rag-starter

No user-submitted related servers found.

    Related Servers

    • A
      license
      A
      quality
      D
      maintenance
      Local-first RAG indexing and semantic search MCP server. Enables document retrieval and context-aware queries using local embedding models.
      3
      5 npm
      MIT
    • A
      license
      Not graded
      quality
      C
      maintenance
      MCP server for a self-hosted RAG system that enables AI tools to search and retrieve grounded answers from locally ingested documents via MCP tools, with local embeddings and no API key required.
      MIT
    • 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
      22 npm
      MIT

    TDQS

    A3.7/5.0

    Scored across 3 tools

    Disambiguation4/5

    The three tools map to distinct lifecycle stages (index, retrieve, synthesize), but rag_search and rag_answer overlap: both take a query and can return ranked passages, since rag_answer falls back to passages without an API key. The descriptions do clarify the difference, so confusion is limited.

    Naming Consistency5/5

    All tools use a consistent rag_ prefix followed by a clear verb (ingest, search, answer) in uniform snake_case. The pattern is predictable and immediately readable.

    Tool Count4/5

    Three tools is a tight, well-scoped set for a RAG starter, each earning its place. It is at the lower end but appropriately minimal for the stated purpose.

    Completeness3/5

    The core ingest-search-answer flow is covered, but there is no way to remove, delete, or list indexed documents, and no re-index/update operation. These gaps around document lifecycle management could force agents to work around stale content.

    Maintenance

    ActivityMaintained
    ResponsivenessNo issues