Conciseness

Efficient and product-specific throughout — commands, flags, and config keys with no tutoring of concepts Claude already knows ('Do not bypass the librarian with ad hoc raw search when the user requested AutoRAG'). Not 5: the filee/dupey configuration-knob prose ('filee.binaryPath', 'autoInstall', 'timeoutMs', 'dataDir', dupey compare thresholds) and the citation-numbering semantics paragraph are dense prose that could be trimmed or relocated; not 3: padding is minor, not several unnecessary explanations.

Actionability

Fully executable, copy-paste-ready commands cover the common cases: 'autorag search "what were the key findings in the Q3 report" --top-k 5 --json --debug', 'autorag evidence <sessionId> --result 1 --json', the full Maintenance command block, and a concrete automations.json example with a realistic rule.

Workflow Clarity

Clear Preflight → Search → Maintenance sequencing with most checkpoints present: health/duplicates/status preflight, 'citation-without-result' diagnostics, dupey-compare verification of conversions, and automation loop guards with run caps. Not 5: sequences are prose-embedded rather than explicit step/checkpoint lists, and destructive-adjacent operations (index reset/rebuild) rely on prose cautions ('Never target source documents') rather than an explicit validation step.

Progressive Disclosure

Headers and subsections give real structure, but roughly a hundred lines of automations schema, filee configuration, and duplicate policy detail are inlined where a reference file belongs, and the single reference — 'See docs/minsync-setup.md#embedding-backends' — points to a file that does not exist in the skill bundle. Not 4: content that should be separate is inline and the one reference is not a real, clearly signaled bundle file; not 2: the sectioning is genuinely navigable.

Specificity

Lists four concrete actions — 'Search, summarize, compare, and answer questions' — against a concrete object ('local documents and configured datasources'), matching the comprehensive multi-action anchor. Not 4: coverage of the skill's core capability is complete, with no minor gaps.

Completeness

Explicitly answers both: what ('Search, summarize, compare, and answer questions from an already configured AutoRAG librarian over local documents and configured datasources') and when ('Use when the user asks AutoRAG to search PDFs, wikis, notes, or a knowledge base') with concrete trigger phrases.

Trigger Term Quality

'Use when the user asks AutoRAG to search PDFs, wikis, notes, or a knowledge base' gives good natural keyword coverage including the plural form 'PDFs'. Not 5: common synonyms and variations such as 'documents', 'research papers', or file extensions are absent; not 3: several natural user phrasings are explicitly present.

Distinctiveness Conflict Risk

Clear niche (a configured AutoRAG librarian) with explicit sibling disambiguation: 'Use autorag-setup for install, model, roots, indexing, or datasource changes.' Not 4: the explicit routing leaves minimal overlap risk with other skills.