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arjhinety

OpenPapers

by arjhinety
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Alternatives to OpenPapers

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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

    B3/5.0

    Scored across 37 tools

    Disambiguation3/5

    Several tools have overlapping purposes, such as extract_paper_facts vs extract_paper_claims vs verify_claim, and extract_training_parameters vs extract_training_recipe vs extract_training_recipe_from_url. The compare_* family and research_method/research_topic/build_research_report also blur boundaries, though descriptions provide some differentiation.

    Naming Consistency4/5

    Most tools follow a clear snake_case verb_noun pattern (create_collection, list_collections, add_paper_to_collection, etc.). However, vector_search is noun-first rather than verb-first, and research_method/research_topic read as noun phrases rather than clear verb actions, creating minor inconsistency.

    Tool Count2/5

    With 37 tools, the surface area is well beyond the typical 3–15 scope and feels heavy for a single MCP server. While each tool has a narrow role, the large count risks cognitive overload and suggests excessive granularity.

    Completeness4/5

    The tool set covers a wide range of research-paper workflows: retrieval, extraction, citation management, comparison, collections, repository/model/dataset lookup, and research-pack import/export. Minor gaps exist around paper updating/deletion and more explicit claim-verification workflows, but the core domain is well represented.

    Maintenance

    ActivitySlowing
    ResponsivenessNo issues

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