Content
65%Weight 40%Scale 1-3Reviews 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 executable code and clear conventions, but it is a monolithic single file and embeds validation as post-hoc failure modes rather than inline checkpoints. Splitting detail into reference files and adding explicit validate-retry steps would improve it.
Suggestions
Add inline validation checkpoints to batch steps (e.g., after carbon-source swapping, verify status and log before continuing) to create an explicit validate-fix-retry loop.
Move the parameter/convention tables and detailed failure-mode guidance into a references file (e.g., REFERENCE.md) and link to it, keeping SKILL.md a lean overview.
Trim the Overview's re-explanation of what FBA is; assume Claude's competence and keep only the skill-specific framing.
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | Mostly efficient and code-dense, but the Overview and a few step intros re-explain concepts Claude already knows (e.g., "FBA solves a linear program...subject to stoichiometric and thermodynamic constraints"); these could be tightened. | 2 / 3 |
Actionability | Provides fully executable COBRApy code blocks with specific parameters and copy-paste-ready outputs across all nine steps, plus concrete CSV/JSON file conventions. | 3 / 3 |
Workflow Clarity | A clear 9-step sequence exists with status checks, but batch/destructive operations (gene deletions, carbon-source swapping) lack inline validate-fix-retry checkpoints; error handling lives in a trailing failure-modes section rather than the workflow. | 2 / 3 |
Progressive Disclosure | Well-organized into sections, but the entire workflow (~240 lines) is a single inline file with no bundle files and no one-level-deep references, so content that could be split out is not. | 2 / 3 |
Total | 9 / 12 Passed |