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rag-reference-discovery-mcp

by flatmarstheory
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Python
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    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

    B3.2/5.0

    Scored across 7 tools

    Disambiguation4/5

    Most tools map to distinct workflow stages, but analyze_research_text and analyze_attachment_resource share a similar 'analyze' prefix and discover_references vs discover_and_validate_references could cause some selection confusion. The descriptions mostly clear this up, so the overlap is minor.

    Naming Consistency4/5

    The set largely follows a clear verb_noun snake_case pattern, e.g. discover_references, validate_reference, format_validated_reference. 'health' is a bare noun and 'discover_and_validate_references' uses a compound verb, creating minor deviations from the dominant pattern.

    Tool Count5/5

    Seven tools is a well-scoped size for a reference discovery and validation server. Each tool supports a distinct part of the analyze-discover-validate-format workflow without unnecessary bloat.

    Completeness5/5

    The tool surface covers the full intended pipeline: extracting search terms, discovering references, validating DOIs, combining discovery and validation, and formatting results. The health tool also covers operational needs, and no critical workflow appears missing.

    Maintenance

    ActivitySlowing
    ResponsivenessNo issues

    Resources