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 well-engineered, highly actionable skill body: exact tool parameters, per-phase decision logic, fallback chains, and a concrete synthesis template. Its minor weaknesses are a slightly over-explanatory Domain Reasoning section, no complete example tool calls, and no use of progressive disclosure despite a length that could justify reference files.
Suggestions
Trim the 'Domain Reasoning' section to the acute-vs-chronic decision rule only — the mechanistic and regulatory examples (mitochondrial damage, LD50 vs carcinogenicity studies) restate knowledge Claude already has.
Add one complete example tool invocation (e.g., AOPWiki_list_aops(keyword="hepatotoxicity") followed by a real AOPWiki_get_aop call) and a short pandas/scipy snippet to make the 'COMPUTE, DON'T DESCRIBE' mandate copy-paste ready.
Move the per-phase tool API details and the report template into a references/ file (e.g., references/tool-reference.md), keeping SKILL.md as a workflow overview with clearly signaled links.
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | The body is largely efficient — dense tool signatures, threshold tables, and a fallback matrix with little padding — but the 'Domain Reasoning' section explains acute-vs-chronic toxicity concepts at length, and some guidance is restated (e.g., LOOK UP DON'T GUESS versus per-phase notes). This matches 'efficient; minor instances of over-explanation that could be trimmed' rather than the fully lean anchor 5. | 4 / 5 |
Actionability | Highly concrete guidance: exact tool names with parameter types ('FAERS_count_reactions_by_drug_event (drug_name: str, limit: int, default 50)'), a WRONG/CORRECT parameter table, PRR signal thresholds, and a full report template. It falls short of anchor 5 only because no complete example tool invocation or Python snippet is shown despite the 'COMPUTE, DON'T DESCRIBE' mandate. | 4 / 5 |
Workflow Clarity | Phases 0-4 are clearly sequenced, each with an objective, numbered workflow, and explicit decision logic ('AOP found / No direct AOP match / Multiple AOPs'), and fallback chains provide error recovery with an 'INSUFFICIENT DATA' outcome tier. Checkpoints and feedback loops are explicit rather than implicit, matching the anchor-5 example's validate-and-recover structure; operations are read-only so the destructive/batch cap does not apply. | 5 / 5 |
Progressive Disclosure | No bundle files exist, so the skill is entirely self-contained; the ~310-line body has clear section headers, separators, and an ASCII workflow map making it easy to navigate. Structure is good, but tool API details and the report template could arguably live in separate reference files, keeping it below the well-signaled one-level-deep-references anchor 5. | 4 / 5 |
Total | 17 / 20 Passed |