Content
77%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 well-structured, highly actionable skill body with a clearly sequenced pipeline, genuine validation feedback loops, and correct progressive disclosure to real bundle files. The weaknesses are modest: some padding that teaches concepts Claude already knows, and two small accuracy gaps (a wrong line number for the filter TODO and a missing config-template copy step).
Suggestions
Fix the 'line 74' reference for the TODO in scripts/02_filter_abstracts.py — the actual TODO prompt is around line 119 — and add a 'cp assets/api_config_template.json my_api_config.json' step before the Step 5 command.
Remove explanations of concepts Claude already knows, e.g., the precision/recall/F1 definitions in Quality Assurance and the Purpose section that restates the frontmatter description.
Trim duplication: references/setup_guide.md is pointed to twice, and the Available Scripts/Assets listings largely repeat what the pipeline commands and Customization sections already show.
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | Mostly efficient and command-dense, but includes unnecessary explanation: defines precision/recall/F1 ('F1 score: Harmonic mean of precision and recall') which Claude already knows, restates the description in a Purpose section, re-references references/setup_guide.md twice, and re-lists scripts already shown in the pipeline. Not anchor 4 because there are several trimmable padded spots rather than a couple of minor ones. | 3 / 5 |
Actionability | Copy-paste-ready bash commands with flags for all 8 pipeline steps, real template/example paths (verified present in assets/ and references/), and concrete backend/cost guidance. Not anchor 5 due to minor gaps: the 'line 74' pointer to the filter TODO is wrong (actual TODO is around line 119), and Step 5 uses my_api_config.json without instructing to copy it from assets/api_config_template.json. | 4 / 5 |
Workflow Clarity | Clearly sequenced 6-step pipeline plus optional validation steps 7-9, with explicit feedback loops ('Revise schema, prompts, or model selection... Re-extract and re-validate... Compare metrics') and per-field metrics for error diagnosis. This satisfies the batch-operation validation requirement at full strength — not merely present, but structured as an iterative improvement cycle. | 5 / 5 |
Progressive Disclosure | The body is an overview with well-signaled one-level-deep references (setup_guide.md, workflow_guide.md, validation_guide.md, api_reference.md — all exist and contain real content, no further nesting), examples in assets/, and scripts in scripts/. Content is appropriately split and navigation is easy. | 5 / 5 |
Total | 17 / 20 Passed |