Skip to main content
Glama

Ragora

by io.github.mregmi
OverviewDiscussionsAdmin

Server Details

Search your knowledge bases from any AI assistant using hybrid RAG.

Glama couldn't complete the latest health check. If this server requires authentication, missing or expired test credentials may be the cause. A test profile lets Glama authenticate for health checks and discover tools; it is separate from your personal connections.

If you are the author, claim ownership, then add or update a test profile under Admin → Test Profile.

Status
Unhealthy
Uptime
0.0% over 38 days
Last Tested
Transport
Streamable HTTP
URL
Repository
velarynai/ragora-mcp
GitHub Stars
0
Server Listing
ragora

TDQS

A4.1/5.0

Scored across 3 tools

Disambiguation5/5

Each tool has a clearly distinct purpose with no overlap. discover_collections is for metadata discovery, search is for broad cross-collection queries, and search_collection is for targeted single-collection queries. The descriptions explicitly differentiate them and guide usage.

Naming Consistency5/5

All tools follow a consistent verb_noun naming pattern (discover_collections, search, search_collection). While 'search' is a single word, it aligns with the pattern as a verb, and the set maintains perfect readability and predictability.

Tool Count4/5

Three tools is slightly thin but reasonable for a focused RAG server. It covers core operations (discover, broad search, targeted search) without bloat. A few more tools (e.g., for collection management) could enhance completeness, but this is well-scoped for basic querying.

Completeness4/5

The tools cover essential discovery and search workflows for a RAG system, with clear guidance on usage order. Minor gaps exist, such as no explicit CRUD operations for collections (e.g., create or update), but agents can effectively work with the provided search-focused surface.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

  1. 1 tool update
    • Changedsearch_collection2 fields changed
      • changedInput schema / properties / custom_tags / description
        Previous value: -"Optional explicit tags to scope retrieval."New value: +"Optional explicit tags to scope retrieval. Use discover_collections() to see available tags for each collection."
      • changedInput schema / properties / filters / description
        Previous value: -"Optional metadata filters for explicit scoped retrieval."New value: +"Optional metadata filters. Use discover_collections() to see available filter fields for each collection."
  2. 3 tool updates
    • First observeddiscover_collections
    • First observedsearch
    • First observedsearch_collection

Related MCP Connectors

Related MCP Servers

  • MCP RAG Server

    0xrdan
    A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI assistants to search and retrieve information from your knowledge base using RAG (Retrieval-Augmented Generation) with hybrid search, document indexing, and ChromaDB vector storage.
    15 npm
    MIT

  • local-docs-mcp

    nguyenchiencong
    A
    license
    Not graded
    quality
    D
    maintenance
    Enables AI assistants to perform semantic, hybrid, and filtered search on indexed local documentation with RAG capabilities.
    2
    MIT

  • Qurio MCP Server

    irahardianto
    A
    license
    Not graded
    quality
    D
    maintenance
    Enables AI coding assistants to search and retrieve information from a locally ingested knowledge base using hybrid search, grounded in user-curated documentation.
    17
    MIT

  • PaperRAG MCP Server

    MenShiHuan
    A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI assistants to query a personal research paper knowledge base through hybrid search and reranking, allowing users to ask questions and retrieve relevant content from ingested PDFs.
    2
    MIT
Try in Browser
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

Glama MCP Gateway

Add one secure layer between your agents and this server.

Resources