Content
72%Weight 40%Scale 1-3Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.
Highly actionable content with concrete, executable commands and clean section organization, but it is somewhat verbose in its artifact lists and lacks explicit error-recovery feedback loops for its batch profiling workflows. Progressive disclosure is appropriate for a single-file skill.
Suggestions
Collapse the native-matrix artifact list into a compact reference table or move it to a separate reference file to improve conciseness.
Add an explicit validation checkpoint after preflight and backend runs (e.g. 'If preflight reports blockers, resolve database/tool gaps before --execute') to establish a validate→fix→retry loop and lift workflow clarity.
Tighten explanatory rationales like the host-reference sentence to the essential 'document the reference; it changes abundance conclusions.'
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | The body is mostly actionable and avoids explaining concepts Claude already knows, but the long artifact-list blocks and several explanatory rationales (e.g. the host-reference sentence) could be tightened; it sits at 'mostly efficient but could be tightened' rather than fully lean. | 2 / 3 |
Actionability | Provides fully executable, copy-paste-ready commands with concrete flags, paths, and sample-sheet arguments (preflight, run_fastq_assay_package.py, run_shotgun_metagenomics.py, nextflow kickoff), matching the 'fully executable code/commands' anchor. | 3 / 3 |
Workflow Clarity | Sections are sequenced (Preflight → Local Execution → Backend → Visualization) and validation is mentioned (preflight, --emit-install-plan, read-path validation), but there is no explicit validate→fix→retry feedback loop for these batch operations, which caps workflow clarity at 2 per the batch-operations guideline. | 2 / 3 |
Progressive Disclosure | No bundle files exist (references/scripts/assets absent) and the skill is organized into clearly labeled, well-sequenced sections with no nested references, satisfying the simple-skill note that well-organized sections score 3 without external file references. | 3 / 3 |
Total | 10 / 12 Passed |