Content
81%Weight 40%Scale 1-5Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.
A dense, well-structured research-rigor methodology that assumes Claude's competence, gives concrete actionable guidance, and provides a clear sequenced workflow with validation checkpoints and feedback loops. The main room for improvement is light tightening of a few long bullet lists and optional splitting of reference-style material into a separate file.
Suggestions
Tighten the long bullet runs in 'Detector and telemetry evaluation' by grouping related metrics (e.g. error-rate metrics vs. repeated-testing effects) to improve scanability without losing content.
Consider moving the 'Source roles' table and the detailed detector-metric list into a references/ file referenced one level deep, leaving SKILL.md as a tighter overview.
Add a short 'Quick reference' summary of the four reasoning layers and the four conclusion labels (supported/suspicious/no signal/inconclusive) near the top so the core invariants are glanceable before the detailed workflow.
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | Lean and purposeful throughout — it does not re-explain concepts Claude already knows and each section earns its place; a few dense bullet runs (e.g. detector-evaluation metrics) could be tightened slightly, keeping it just below a 5. | 4 / 5 |
Actionability | For an instruction-only methodology skill the guidance is concrete and specific — exact metrics to report (FPR, FNR, precision, recall, calibration), explicit verification actions ('Confirm the URL or DOI resolves', 'Match title, authors, venue, and year'), and a claim-ledger field list — with only minor gaps versus fully executable code-style guidance. | 4 / 5 |
Workflow Clarity | A clearly sequenced 7-step research workflow with explicit validation steps ('Verify every citation', 'Reproduce and validate'), a feedback loop ('If a gate fails, narrow the claim or return inconclusive'), and checklists (Quality gates, What tests establish), matching the top anchor. | 5 / 5 |
Progressive Disclosure | Well-organized into clearly headed sections (Purpose, reasoning layers, Research workflow, Detector evaluation, Invariant checks, Governance, Quality gates, Source roles) with no nested references and no bundle files needed; one or two sections (e.g. the source-roles table) could arguably live in a reference file, so it sits just under 5. | 4 / 5 |
Total | 17 / 20 Passed |