Content
87%Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.
The content is lean, highly actionable, and well-organized with executable examples and a useful anti-patterns table. Its main weakness is workflow clarity: the authoring flow is implied by section order rather than an explicit sequenced procedure with validation checkpoints.
Suggestions
Add an explicit numbered authoring workflow with checkpoints (e.g., 1. install SDK, 2. commit the settings fixture, 3. generate and pin user IDs in a fixture, 4. write assertions, 5. run `pytest tests/vwo/`) so the sequence is unambiguous instead of implied by heading order.
Add a validate→fix→retry feedback loop for the bucketing-uniformity test (e.g., if the ratio falls outside 0.48–0.52, increase iterations or re-verify the fixture) to make the verification step explicit.
Turn the force-bucketing pre-test step into a concrete mini-procedure (a command or small script to generate user IDs and record their bucket assignments) rather than the current one-line description.
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | The body is lean and code-heavy with terse prose, an anti-patterns table, and a compact Limitations section; it assumes Claude's competence and avoids explaining basic concepts, so it is not the mostly-efficient-but-tightenable level 2. | 3 / 3 |
Actionability | It provides executable install commands, real VWO SDK call examples, a pytest command, and a CI yaml block that are copy-paste ready; it is not level 2 because the examples are complete and executable rather than pseudocode or missing key details. | 3 / 3 |
Workflow Clarity | Sections are well ordered (Install → init → test patterns → Running → CI) but the sequence is only implied by heading order, with no explicit numbered workflow or validation/feedback checkpoints; it is not level 1 because steps and sequence are clearly present, and not level 3 because explicit checkpoints and error-recovery loops are absent. | 2 / 3 |
Progressive Disclosure | The skill is self-contained with well-organized sections and one-level external companion references (ab-test-validity-checklist, sibling skills) with no nested/deep references; per the simple-skill scoring note this clear organization earns a 3 even without bundle files. | 3 / 3 |
Total | 11 / 12 Passed |