Content
65%Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.
The body is token-efficient, third-person, and well-organized into decision-oriented sections, but it relies on a single small code snippet and points to bundle files (API.md, axir-capabilities.json, examples/) that are not present. The main gaps are thin in-skill executable examples for routing/balancing and unbacked external references.
Suggestions
Add at least one executable code example for the router and the adaptive balancer workflow, not just the NewAI client snippet, so the core routing guidance is copy-paste ready.
Provide the referenced bundle files (API.md, axir-api.json, axir-capabilities.json, and the examples/ directory) or remove the references, so progressive disclosure is backed by real files rather than dangling links.
Insert an explicit validation step in the workflow (e.g., run a no-key example first to confirm provider request mapping before using real credentials) to add a feedback checkpoint to the routing/balancing flow.
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | Lean bullets with no padding or explanation of concepts Claude already knows; the only conceptual detail (Thompson sampling, reliability/latency/cost/deadline) is package-specific knowledge Claude lacks, so every token earns its place. | 3 / 3 |
Actionability | Provides one concrete executable snippet (the NewAI core pattern) plus specific symbol names and example paths, but the routing/balancing workflows are conveyed as descriptive prose with no executable code, so guidance is concrete but incomplete rather than copy-paste ready. | 2 / 3 |
Workflow Clarity | Decision rules and a recommended example progression ('Start with examples/adaptive_balancer_no_key ... then use the cataloged provider-backed example') give a clear sequence, but there are no explicit validation/feedback checkpoints, capping it below 3. | 2 / 3 |
Progressive Disclosure | Section structure is well-organized and references are clearly signaled in Package Facts, but the referenced files (API.md, axir-api.json, axir-capabilities.json, examples/) are absent from the bundle and an inline 'Relevant API Surface' dump would belong in the missing API.md, leaving the disclosure promise unbacked by actual structure. | 2 / 3 |
Total | 9 / 12 Passed |