Content
87%Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.
The body is lean, actionable, and well-organized with executable examples and a useful error table. Its main gap is the lack of an explicit validation checkpoint / feedback loop in the run workflow, which is the one dimension that falls short of full marks.
Suggestions
Add a short numbered run workflow with an explicit checkpoint after `boltz predict` (e.g. "Verify `confidence_complex_model_0.json` exists and `iptm`/`complex_plddt` meet thresholds before ranking models; if absent or low, re-run with `--use_msa_server` or more `--diffusion_samples`").
Frame the error-recognition table as an explicit fix→retry loop so failed runs route back to a corrective action and re-run rather than just listing symptoms.
Surface the OOM and fast-kernel fallbacks as a single ordered triage step (check VRAM → lower `--diffusion_samples`/`--max_parallel_samples` → `--no_kernels`) so recovery has a clear sequence.
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | Dense and high-value throughout, assuming domain competence (e.g. "`iptm` > 0.5 is the community pass line", "log10(IC50 in μM) — lower is tighter (≈0 → 1 μM, −3 → 1 nM)") with no padding of concepts Claude already knows. | 3 / 3 |
Actionability | Provides a complete `complex.yaml` and a copy-paste `boltz predict` command with real flags, plus concrete output paths and decision thresholds — fully executable rather than pseudocode. | 3 / 3 |
Workflow Clarity | The happy path (YAML → predict → read confidence JSON → check thresholds) and an error table are present, but there is no explicit validate→fix→retry checkpoint sequence, which the feedback-loops note expects for a long-running batch/prediction operation. | 2 / 3 |
Progressive Disclosure | No bundle files exist; the single self-contained SKILL.md is well-sectioned (Running it, Affinity head, accuracy-vs-memory, fast kernels, Errors) with one-level, clearly signaled cross-references, satisfying the simple-skills note. | 3 / 3 |
Total | 11 / 12 Passed |