Skip to main content
Glama
leomarviegas

ollqd

by leomarviegas
OverviewSchemaSourceRelated ServersDiscussionsAdmin
Python
Local

Related Servers

Alternatives to ollqd

No user-submitted related servers found.

    Related Servers

    • codebase-indexer

      ygtdgn
      F
      license
      Not graded
      quality
      D
      maintenance
      A semantic codebase indexer MCP server that chunks source code, generates embeddings via Ollama, and stores them in Qdrant for natural-language code search.
      26 npm
      1
      -

    • code-vector-sync

      Abernaughty
      F
      license
      Not graded
      quality
      D
      maintenance
      Enables semantic code search over a local codebase using Qdrant vector embeddings and OpenAI embeddings, allowing natural language queries from MCP-compatible clients like Claude Desktop.
      -

    • LocalVectorDB

      yelpspoon
      A
      license
      Not graded
      quality
      B
      maintenance
      Enables semantic search and knowledge management for local LLM clients through MCP, using locally embedded vectors stored in Qdrant.
      MIT

    • py-mcp-qdrant-rag

      amornpan
      F
      license
      Not graded
      quality
      D
      maintenance
      Enables semantic search and retrieval-augmented generation (RAG) using Qdrant vector database. Supports indexing documents from URLs and local directories, with flexible embedding options using Ollama or OpenAI.
      2
      -
    Deploy Server
    One endpoint for every MCP toolRayrun runs every MCP server behind one URL and holds the credentials. Each call is decided per client, tool, and argument, then recorded.ray.runAd

    TDQS

    A3.5/5.0

    Scored across 5 tools

    Disambiguation5/5

    Each tool targets a distinct operation: deleting collections, indexing codebases, indexing documents, listing collections, and searching. No overlap in functionality; descriptions clearly differentiate them.

    Naming Consistency5/5

    All tool names follow a consistent snake_case verb_noun pattern (e.g., delete_collection, index_codebase, list_collections). Even 'semantic_search' fits as an adjective-noun pair, maintaining uniformity.

    Tool Count5/5

    With 5 tools, the server is well-scoped for its purpose of managing Qdrant collections and indexing/searching content. Each tool serves a clear, necessary role without bloat.

    Completeness4/5

    The tool surface covers key operations: listing, deleting, indexing (two types), and searching. However, it lacks a dedicated create_collection tool (indexing might auto-create, but not explicit) and no tool to remove individual indexed points, which is a minor gap.

    Maintenance

    ActivityNo data
    ResponsivenessNo issues

    Resources