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Aurelius

by vibhorxpandey
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Python
Hybrid

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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

    B3.4/5.0

    Scored across 20 tools

    Disambiguation4/5

    Most tools have distinct purposes, like verify_citation vs verify_claims vs verify_bibliography vs verify_stat. However, autonomous_research and autonomous_research_graph could be confused if descriptions are not read carefully.

    Naming Consistency3/5

    Names mix verb_noun (get_research_policy, save_draft) and noun_noun (diagram_template, retraction_watch) patterns without a consistent convention. Some tools start with adjectives (autonomous_research) or other parts of speech.

    Tool Count4/5

    20 tools is slightly high but justifiable for a research assistant covering screening, searching, verification, drafting, and automation. Each tool serves a distinct function without redundancy.

    Completeness5/5

    The tool set covers the full research lifecycle: screening, policy, multilingual search, web search, citation/claim/stat verification, drafting (outline, LaTeX, word budget, prose polish), saving, and autonomous research loops. No obvious gaps.

    Maintenance

    ActivitySlowing
    ResponsivenessResponsive

    Resources