Content
62%Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.
A well-structured, domain-rich skill with a clear 8-phase workflow and concrete ToolUniverse tool integration, but it re-explains known concepts, uses pseudocode helper functions in its Quick Start, and references bundle files that are not actually present.
Suggestions
Remove or compress explanations of well-known concepts (Shannon entropy, Gini coefficient, convergent recombination) and keep only the domain-specific thresholds and operational guidance.
Replace the undefined Quick Start helper functions (load_airr_data, define_clonotypes, etc.) with executable code, or explicitly justify them as pseudocode with a pointer to a real implementation.
Create the referenced ANALYSIS_DETAILS.md and USE_CASES.md files (or remove the See Also pointers) so the progressive-disclosure references resolve to real bundle files.
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | Mostly efficient domain content, but it re-explains concepts Claude already knows (e.g. 'Shannon entropy: Overall diversity (higher = more diverse)', definitions of convergent recombination and Gini coefficient) and the Domain Reasoning / Interpretation Guidance sections could be tightened; not score 3 because not every token earns its place, and not score 1 because the bulk is actionable domain knowledge rather than generic filler. | 2 / 3 |
Actionability | Concrete tool calls with real parameters (e.g. 'BVBRC_search_epitopes' with taxon_id="2697049", 'sequence_contains' for motif search) are strong, but the Quick Start relies on undefined helper functions (load_airr_data, define_clonotypes, calculate_diversity, detect_expanded_clones, query_epitope_database) that are effectively pseudocode and not copy-paste executable; not score 3 because the code is not fully executable, and not score 1 because there is genuine concrete guidance beyond vague direction. | 2 / 3 |
Workflow Clarity | An 8-phase workflow is clearly sequenced with verification guidance (rarefaction plateau checks, an evidence-grading table, and synthesis questions); this is a read-only analysis workflow so the destructive/batch validation cap does not apply, and not score 2 because checkpoints are explicit rather than merely implicit. | 3 / 3 |
Progressive Disclosure | The 'See Also' section signals one-level-deep references (ANALYSIS_DETAILS.md, USE_CASES.md), but those files do not exist in the bundle and substantial detail is inlined in SKILL.md that could be split out; not score 3 because the referenced files are missing and the split is incomplete, and not score 1 because references are clearly signaled rather than deeply nested. | 2 / 3 |
Total | 9 / 12 Passed |