Content
63%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 well-structured, domain-rich skill body with a clear 8-phase workflow and a thoughtful evidence-grading/synthesis framework. Its main weaknesses are pseudocode in the Quick Start (undefined helper functions) and dangling references to bundle files that do not exist.
Suggestions
Make the Quick Start executable: either implement the helper functions (load_airr_data, define_clonotypes, calculate_diversity, detect_expanded_clones, query_epitope_database) in a bundled script, or rewrite the example using the real ToolUniverse API calls already named in Phase 7.
Create the referenced ANALYSIS_DETAILS.md and USE_CASES.md (or remove the "See Also" links) so navigation targets are real; move the per-phase detail and reasoning framework into ANALYSIS_DETAILS.md to slim SKILL.md into a true overview.
Add explicit verification checkpoints inside the phases (e.g., "confirm rarefaction plateau before trusting richness estimates") to match the validation bar the evidence-grading section implies.
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | Dense and largely assumes Claude's competence, supplying domain-specific values Claude would not know (Gini > 0.3, clonality > 0.2, Shannon 5–12); the only slack is the Overview re-listing the same 8 phases that are each expanded immediately below. | 4 / 5 |
Actionability | The Quick Start calls undefined helper functions (load_airr_data, define_clonotypes, calculate_diversity, detect_expanded_clones, query_epitope_database) — pseudocode, not executable; real tool names and concrete parameters (taxon_id="2697049", sequence_contains) partially compensate but key execution detail is missing. | 3 / 5 |
Workflow Clarity | Eight clearly sequenced phases plus an evidence-grading table and synthesis questions that act as an interpretation checkpoint; this is read-only analysis so the destructive/batch validation cap does not apply, but there are no explicit validate-then-continue checkpoints within the phases. | 4 / 5 |
Progressive Disclosure | Sections are organized, but detailed phase content and the reasoning framework are inlined rather than split out, and the "See Also" references to ANALYSIS_DETAILS.md and USE_CASES.md point to files that are NOT present in the bundle (references/, scripts/, assets/ are empty) — dangling, weakly-signaled references. | 3 / 5 |
Total | 14 / 20 Passed |