Content
76%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-organized, token-efficient reference skill with concrete API detail and clear external references. Its main gap is the absence of explicit validation/feedback-loop checkpoints in its workflows.
Suggestions
Add an explicit validation step in the multi-sampling flow (e.g., verify candidate indices fall within 0..N-1 before returning, and fix/retry on parse failures) to introduce a clear validate→fix→retry loop.
Include one fully copy-paste-runnable example (with provider wiring) inline so the Core Pattern is executable standalone, not just a partial snippet.
Move the bulk of the inline API surface (Provider Forward Options, Multi-Sampling, Relevant API Surface) into the referenced API.md and keep SKILL.md as an overview with pointers, to sharpen progressive disclosure.
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | Lean and dense with no padding or re-explanation of concepts Claude already knows; every line (Package Facts, Core Pattern, terse bullets) earns its place. | 5 / 5 |
Actionability | Names exact API symbols (`ax`, `AxGen`, `tool`, `AxMCPClient`) and exact field/enum values (`sampleCount`, `structuredOutputMode` = auto/native/function/json_object), but the code snippets are partial rather than fully copy-paste-runnable programs and full executability is deferred to examples/. | 4 / 5 |
Workflow Clarity | A rough sequence exists (build program → forward) and Guardrails offer do/don't guidance, but there are no explicit validation checkpoints or validate→fix→retry feedback loops for the multi-step generation flows. | 3 / 5 |
Progressive Disclosure | Clear structure with one-level-deep references signaled under Package Facts (API.md, axir-api.json, axir-capabilities.json, examples/), though a fair amount of API surface is inlined that could live in the referenced files. | 4 / 5 |
Total | 16 / 20 Passed |