Content
67%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, highly actionable skill body: every bundled script has concrete usage examples, formulas are stated explicitly, and verification habits are built into the compute and MC workflows. The main costs are token weight from textbook-style concept explanations and test-taking trivia, and script path references that do not match the actual bundle layout.
Suggestions
Trim or compress background explanations of well-known concepts (exponential decay, Kd meaning, generic MC heuristics like 'the longest option is correct more often') to lift conciseness toward level 5.
Expand Templates 2, 3, 5, 6, and 7 from one-line formulas into short runnable snippets, matching the standard Template 1 already demonstrates, to make actionability uniformly copy-paste ready.
Fix script paths to the actual bundle layout ('scripts/...' rather than 'skills/tooluniverse-computational-biophysics/scripts/...') and consider moving the script catalog and MC strategy sections into reference files to slim SKILL.md.
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | The body is dense and mostly earns its tokens (templates, exact CLI invocations, formulas), but several passages explain concepts Claude already knows — e.g. 'Kd = concentration at half-maximal binding', 'Radioactive tracer decays over time... Same math as drug elimination', and general MC test-taking trivia like 'All/None of the above is correct only ~25% of the time' and 'The longest/most detailed option is correct more often'. This fits the level-3 anchor ('mostly efficient but includes some unnecessary explanation or could be tightened'); it is above level 2 because padding is incidental, not pervasive, and below level 4 because multiple sections could be trimmed without losing actionability. | 3 / 5 |
Actionability | Most guidance is copy-paste ready: full invocation lines with flags for every bundled script ('python epidemiology.py --type r0_herd --R0 3.5 --VE 0.90'), a complete Template 1 with executable functions, and concrete tool names for lookups. It falls short of level 5 because several computation templates (Templates 2, 3, 5, 6, 7) are one-line formulas or prose rather than the executable code the section itself mandates, and the mc_analyzer.py usage block omits the script's output contract. | 4 / 5 |
Workflow Clarity | Sequences are clear and include explicit validation checkpoints: the section-4 pattern ('1. Extract ALL given values... 5. VERIFY: substitute your answer back into the original problem'), the MC process with forced elimination and letter-to-text verification, and pitfalls to flag. It does not reach level 5 because there is no unified end-to-end workflow (decision points are scattered across sections 3-8), the claimed script-level verification steps are asserted but never demonstrated, and there is no explicit fix-and-retry feedback loop. | 4 / 5 |
Progressive Disclosure | SKILL.md serves as an overview with per-script documentation pointing to real bundled files (all nine referenced scripts exist in scripts/), and each script's details are appropriately left to the file itself. Minor gaps keep it below level 5: the body cites the non-bundled path prefix 'skills/tooluniverse-computational-biophysics/scripts/' instead of the actual 'scripts/' location, and sections 5-7 are long enough (MC strategy, script catalog) that some material could live in reference files. | 4 / 5 |
Total | 15 / 20 Passed |