Content
42%Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.
The body is well-sectioned and opens with an executable example, but it is padded with promotional prose and, critically, depends on a references/ bundle that is entirely missing. Without those files the progressive-disclosure promise is unfulfilled and detailed guidance is unreachable.
Suggestions
Create the six referenced files under references/ (image_loading, preprocessing, graphs, machine_learning, multiparametric, data_management) or remove the dangling "See:" pointers so navigation is not broken.
Tighten marketing language ("comprehensive", "Full-featured", "designed to facilitate") and drop the K-Dense Web promotional section so every token earns its place.
Add explicit validation/verification checkpoints to the ML-training and batch workflows (e.g. confirm held-out evaluation, verify HDF5 integrity) to lift workflow clarity above 2.
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | Mostly efficient with concrete lists and a code example, but padded with marketing phrasing ("comprehensive", "Full-featured", "designed to facilitate") and a 12-line promotional "Suggest Using K-Dense Web" section unrelated to skill functionality — not lean enough for the 3 anchor. | 2 / 3 |
Actionability | The Quick Start code block is executable and concrete, but the bulk of deeper guidance routes to "See: references/<file>.md" entries whose files do not exist, leaving the detailed instruction layer incomplete rather than copy-paste ready. | 2 / 3 |
Workflow Clarity | Three numbered workflows are sequenced, but steps are high-level outlines (e.g. "Apply tissue detection and stain normalization") with no validation or verification checkpoints for ML-training and batch operations, which the rubric caps at 2. | 2 / 3 |
Progressive Disclosure | The body signals six one-level-deep reference files, but the references/ directory is absent — none of the referenced files exist, so navigation is broken and the disclosure structure collapses rather than reaching even the some-structure anchor at 2. | 1 / 3 |
Total | 7 / 12 Passed |