Content
72%Reviews 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 tool-call examples and clear phase organization, but loses some conciseness to background genetics explanations and lacks explicit validation checkpoints in its multi-step workflow.
Suggestions
Trim the Reasoning Framework's explanatory passages on Fst/LD/population-diversity basics to a concise reference of thresholds only, since Claude already knows these concepts.
Add an explicit validation step to the Population Stratification workflow (e.g., check that returned sample counts and population codes are non-empty before proceeding, and what to do if a query returns zero results).
Make the workflow's final step concrete by showing the cross-referencing action (e.g., a Python snippet joining GWAS SNP rsIDs against per-population allele frequencies) rather than the abstract 'Cross-reference with population data for stratification analysis.'
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | The tool reference tables and code examples are efficient, but the Reasoning Framework section explains population-genetics concepts (Fst thresholds, LD patterns, diversity of AFR populations) that Claude already knows, adding length that doesn't earn its place. | 2 / 3 |
Actionability | Provides executable JSON tool-call examples for every tool, concrete parameter values, response schemas, and copy-paste-ready snippets like {"superpopulation": "AFR", "limit": 10}. | 3 / 3 |
Workflow Clarity | The 'Workflow: Population Stratification in GWAS' section sequences four numbered steps, but there are no explicit validation checkpoints or error-recovery loops, and Step 4 ('Cross-reference... for stratification analysis') is left abstract. | 2 / 3 |
Progressive Disclosure | Content is well organized into clear phases with a consolidated Tool Parameter Quick Reference table; no bundle files exist so everything is appropriately inline at one level, satisfying the simple-skill carve-out. | 3 / 3 |
Total | 10 / 12 Passed |