Content
80%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 concise, well-organized Biopython recipe catalog with highly actionable code snippets and clean section structure. Its main weakness is workflow clarity: batch/remote operations (BLAST, Entrez) proceed without explicit validation or feedback loops, which the rubric caps at 3, and a few entries are hints rather than complete executable code.
Suggestions
Add an explicit validation/feedback loop for batch and remote operations — e.g., for Entrez/esearch, show checking the returned count, handling empty result sets, retrying on rate-limit errors, and sleeping between batch requests.
Replace hint-only entries with complete executable examples, particularly "Local BLAST: run via subprocess, parse XML output" and "Calculate distances: use atom coordinate vectors".
Add a short numbered workflow for a representative end-to-end task (e.g., query a sequence -> BLAST -> parse hits -> build a tree) with explicit validation checkpoints to raise workflow clarity above the batch-operation cap.
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | The body is a lean catalog of one-line code recipes with almost no prose, assuming Claude's competence; brief parentheticals like "(DNA to RNA)" add useful signal without padding, fitting anchor 5. | 5 / 5 |
Actionability | Most entries are concrete, executable snippets (e.g. "from Bio.Seq import Seq; seq = Seq(\"ATGCGA\")", "SeqIO.parse(...)"); a few are high-level hints without complete code ("Local BLAST: run via subprocess", "Calculate distances: use atom coordinate vectors"), matching anchor 4 with minor gaps rather than 5. | 4 / 5 |
Workflow Clarity | Sections are organized as numbered operation lists but contain no sequenced multi-step workflow with validation checkpoints, and the remote/batch BLAST and Entrez operations lack validate-fix-retry feedback loops; per the batch-operation cap this fits anchor 3 and cannot exceed it. | 3 / 5 |
Progressive Disclosure | This is a single-purpose reference skill under 50 lines with well-organized sections (Sequence Manipulation, File Parsing, BLAST, Entrez, Phylogenetics, PDB, Common Pitfalls) and no need for external files, so the simple-skills exception applies and it scores 5. | 5 / 5 |
Total | 17 / 20 Passed |