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Awesome Paper MCP

Awesome Paper MCP

by scalingx666-ai
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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

    A3.9/5.0

    Scored across 6 tools

    Disambiguation4/5

    The core wrappers (list_sources, search_papers, get_paper, get_paper_text) target clearly distinct steps, and the metadata-vs-full-text split is explicitly documented. However, call_source_tool is a generic escape hatch that can perform the same operations as every wrapper, so an agent could plausibly misselect it instead of search_papers or get_paper without reading carefully.

    Naming Consistency5/5

    All six tools use snake_case with a leading verb (list_, search_, get_, call_, run_), giving a predictable verb_noun pattern throughout. The paired get_paper / get_paper_text naming even signals their relationship clearly.

    Tool Count5/5

    Six tools is lean for a multi-backend aggregation server and each has a distinct role: discovery, search, metadata, full text, escape hatch, and pipeline. Nothing feels redundant or padded.

    Completeness5/5

    The surface covers the full lifecycle: discover backends, search across them, fetch metadata, retrieve full text, and reach any backend-specific feature (reviews, LaTeX, conference listings) via call_source_tool. Citation-graph traversal is not a dedicated wrapper but is reachable through the escape hatch, so there are no real dead ends.

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