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Panda Research Tools

Panda Research Tools

by pandadad0214
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Python
Remote

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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

    A4.6/5.0

    Scored across 6 tools

    Disambiguation5/5

    Each tool occupies a distinct slot in the research workflow: discover papers (literature_search), screen biomedical literature (pubmed_evidence_table), format citations (citation_formatter), audit references (reference_checker), find people (researcher_expert_finder), and pull tables from PDFs (pdf_table_extractor). Descriptions explicitly name the nearest neighbour and give a 'Do not use X, use Y' rule for the only genuinely close pairs (check vs. format, OpenAlex vs. PubMed). The residual overlap of literature_search/pubmed returning ready-made citations is a side output, not a competing use case.

    Naming Consistency5/5

    All six names follow the same snake_case <subject>_<function> compound pattern (reference_checker, citation_formatter, literature_search, researcher_expert_finder, pdf_table_extractor, pubmed_evidence_table). No mixing of camelCase, verb-first, or vague one-word names; each name states the resource and the operation.

    Tool Count5/5

    Six tools is well within the sweet spot and each maps to a clearly separate stage of a literature/research pipeline, so nothing feels redundant or padded. No obvious missing capability is being papered over by splitting or merging tools.

    Completeness4/5

    The surface covers the discovery → screening → verification → formatting loop plus two adjacent needs (expert finding, PDF table extraction), which is strong lifecycle coverage for a research toolkit. Minor gaps remain: no full-text/abstract-level reading or data-extraction tool for a specific paper, and no library/deduplication management across result sets, but agents can work around these via literature_search output and pdf_table_extractor.

    Maintenance

    ActivityMaintained
    ResponsivenessNo recent community issues

    Resources