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Alternatives to kaoyan-mcp

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    TDQS

    B3.1/5.0

    Scored across 14 tools

    Disambiguation4/5

    Tools are grouped by domain and mostly distinct, but paper_build and paper_deliver both generate papers (deliver additionally handles output/delivery), and kb_validate partially overlaps with kb_reconcile on ledger reconciliation, which could cause misselection.

    Naming Consistency4/5

    All names use lower snake_case with consistent domain prefixes (kb_, review_, paper_, learn_, etc.), but the set mixes noun-based names (kb_overview, study_plan) and verb-based names (kb_search, review_grade), so it is not a strict verb_noun convention.

    Tool Count5/5

    14 tools is well within the effective range, and each tool maps to a distinct operation in the study workflow without obvious redundancy or trivial filler.

    Completeness4/5

    The surface covers knowledge-base reading/search/validation, review cycles, planning, paper generation, and learning analytics, but lacks explicit tools for authoring/editing knowledge-base content and for managing wrong questions (add/clear), which are referenced by study_plan.

    Maintenance

    ActivitySlowing
    ResponsivenessNo issues