Content
87%Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.
A dense, executable reference with real code, shell equivalents, and genuinely useful operational gotchas (CHAI_DOWNLOADS_DIR, ESM VRAM cost). Its main gap is workflow clarity: a batched-operation skill would benefit from an explicit validate/rank checkpoint sequence rather than leaving the ranking thresholds as prose.
Suggestions
Add a short numbered fold→rank→filter workflow with an explicit checkpoint (e.g. 'run inference → rank by aggregate_score → keep samples with iptm > 0.5 and no clash → otherwise re-run with more recycles') to lift workflow_clarity to 3.
State the expected VRAM tier up front in the Running it section rather than burying the 80 GB recommendation only in the errors table.
Make the 'soft pass' threshold a clear pass/fail decision rule rather than advisory prose so the validation step is unambiguous.
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | Lean body with executable code, a shell one-liner, and operational gotchas Claude would not already know; minimal padding and every section earns its place. It is not the level-2 'mostly efficient but could be tightened' case because no generic concepts are re-explained. | 3 / 3 |
Actionability | Provides a complete, copy-paste-ready run_inference call with real arguments, the matching `chai-lab fold ... --use-msa-server` shell command, exact FASTA header syntax, output filenames, and ranking thresholds — fully executable guidance. | 3 / 3 |
Workflow Clarity | The fold→rank flow is implicit and the soft-pass threshold (iptm > 0.5) and clash flags act as validation, but for a batched-campaigns skill there is no explicit numbered validate-then-proceed checkpoint or retry loop, so it caps at 2 rather than 3. | 2 / 3 |
Progressive Disclosure | Self-contained with no bundle files and no nested references; well-organized into Running it, two gotcha sections, an error table, and a Next pointer — clean one-level structure that is easy to navigate. | 3 / 3 |
Total | 11 / 12 Passed |