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Paper Pilot

by aytzey
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Python
Hybrid

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    • research-hub

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    • Research MCP

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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 16 tools

    Disambiguation4/5

    Most tools have distinct purposes, but there is some overlap between deep_read_topic and research_topic, and between various search/download tools. Descriptions help differentiate them.

    Naming Consistency5/5

    All tool names follow a consistent verb_noun pattern in snake_case, except for 'healthcheck' which is a single word but still clear. Overall very consistent.

    Tool Count5/5

    16 tools is well-scoped for a research assistant server covering search, download, extraction, visualization, and Zotero integration. No extraneous tools.

    Completeness4/5

    Covers major workflows (search, download, extraction, graphing, Zotero) but lacks tools for managing Zotero items beyond collections or batch operations. Minor gaps.

    Maintenance

    ActivityMaintained
    ResponsivenessResponsive

    Resources