Content
76%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 tight, code-first skill that assumes competence and delivers executable snippets for its core tasks. The main weaknesses are the fragmentary mutation-scoring example and a batch remote-compute workflow lacking any validation or verification step.
Suggestions
Add an executable mutation-scoring snippet in the Masked-LM section (e.g., mask the WT position, extract logits[mut] − logits[wt]) instead of describing it in a comment.
Add a verification checkpoint to the remote-compute workflow: after compute_done, check job status/errors and validate the returned embeddings (shape, non-NaN) before save_artifacts.
Consider moving the remote-compute details into a reference file (e.g., references/remote-compute.md) to keep SKILL.md as a lean overview.
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | Lean and operational throughout — terse code with inline shape comments, tables for prerequisites and models, no explanation of concepts Claude already knows; every section (disambiguation, troubleshooting, output format) earns its tokens. | 5 / 5 |
Actionability | Embedding and contact-prediction blocks are copy-paste ready, but the masked-LM mutation-scoring case is described rather than shown ('mask the position and compare logit[mut] − logit[wt]') and the job submission uses an `environment=...` placeholder — minor gaps versus the fully-executable 5-anchor. | 4 / 5 |
Workflow Clarity | The remote-compute path is clearly sequenced (compute_details → create → submit → wait_for_notification → save_artifacts), but it is a batch operation (200 sequences) with no output validation or error-recovery checkpoint, which per the rubric caps workflow clarity at 3. | 3 / 5 |
Progressive Disclosure | No bundle files exist and the body is well-organized into clear sections with only one-level-deep pointers to related skills, but at ~118 lines with all content inline — including a ~35-line remote-compute section that is arguably reference-file material — it matches the 4-anchor's 'minor organization gaps' rather than a fully split structure. | 4 / 5 |
Total | 16 / 20 Passed |