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science-ai-mcp-server

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    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

    A4.4/5.0

    Scored across 7 tools

    Disambiguation5/5

    Each tool has a clear, distinct purpose: duplicate checking, research gaps, journal recommendations, paper pre-check, expert review, and writer pipeline status/start. No significant overlap, and tools like check_duplicate_publication and pre_check_paper serve different aspects of pre-submission.

    Naming Consistency5/5

    All tool names follow a consistent verb_noun pattern with underscores (e.g., check_duplicate_publication, find_research_gaps, start_writer_pipeline). Even hakem_review_paper integrates a proper noun but still follows the same structure. No mixing of styles or conventions.

    Tool Count5/5

    7 tools is well-scoped for an academic research workflow server, covering pre-submission checks, gap analysis, journal recommendations, review, and writing pipeline. Not too few to be trivial, nor too many to be overwhelming.

    Completeness4/5

    The tool set covers the main pre-submission and review stages comprehensively, but lacks tools for editing, submitting, or tracking submissions beyond the writer pipeline. Minor gaps exist, such as no cancel or update for the pipeline, but core workflows are well-represented.

    Maintenance

    ActivityInactive
    ResponsivenessNo issues

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