Content
68%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.
The body is highly actionable with concrete JSON examples for every tool and clear phase organization. Its main weaknesses are a verbose reasoning framework that over-explains known concepts and a workflow whose final step lacks an explicit validation checkpoint.
Suggestions
Trim the 'Reasoning Framework for Result Interpretation' section to decision-relevant thresholds only, removing background on Fst/LD/demographic history that Claude already knows.
Replace the vague 'Step 4 -- Cross-reference with population data for stratification analysis' with a concrete action (e.g., a Python snippet computing AF deltas across superpopulations) plus an explicit validation checkpoint (e.g., flag populations with N < 100).
Consider moving the full 'Common Population Codes' table and Evidence Grading rubric into a reference file to keep SKILL.md a lean overview.
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | Tool parameter blocks and JSON examples are efficient, but the 'Reasoning Framework' section re-explains population-genetics concepts Claude already knows (Fst averages, LD block length differences by ancestry, demographic history, AFR diversity), which is padding that could be trimmed, fitting the 'mostly efficient but includes some unnecessary explanation' anchor. | 3 / 5 |
Actionability | Every tool is paired with concrete, copy-paste-ready JSON payloads and a parameter quick-reference table; examples cover the common cases (search by superpopulation, by population code, by sample, by gene), matching the fully executable anchor. | 5 / 5 |
Workflow Clarity | The 'Workflow: Population Stratification in GWAS' section sequences four steps, but step 4 ('Cross-reference with population data for stratification analysis') is vague and there are no explicit validation checkpoints or feedback loops, fitting the 'steps listed but validation gaps; checkpoints implicit' anchor. | 3 / 5 |
Progressive Disclosure | Content is well-organized into clearly headed sections (When to Use, Phases 1-4, Workflow, Quick Reference) with no nested references, but reference-like material (the 14-row population codes table and evidence-grading framework) is inlined in a 220-line file rather than split out, a minor organization gap consistent with the 4 anchor. | 4 / 5 |
Total | 15 / 20 Passed |