Content
87%Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.
A well-structured, token-efficient reference skill with concrete tuning parameters and clean progressive disclosure to a real details file; its main gap is the absence of an explicit, checkpointed tuning workflow.
Suggestions
Add a short sequenced tuning workflow (e.g. 1. select index by data size, 2. start with default HNSW params, 3. benchmark with real queries, 4. validate recall, 5. re-tune) with an explicit validation checkpoint before applying changes.
Surface the recall-validation feedback loop as a checkpointed step rather than only a 'Do' bullet, since recall drift is the core failure mode for this skill.
Consider a one-line pointer to the specific worked example in references/details.md that matches the user's scenario (e.g. HNSW tuning vs. quantization) to improve navigation.
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | The body is lean — compact tables and terse bullet lists with no explanation of basic vector-search concepts Claude already knows; every line earns its place. | 3 / 3 |
Actionability | Concrete, actionable reference data is provided (M=16, efConstruction=100, efSearch=50 with effects; per-quantization byte budgets; index selection by data size). As an instruction/reference skill the absence of inline code is not penalized because the guidance is specific and actionable, with executable templates correctly deferred to references/details.md. | 3 / 3 |
Workflow Clarity | Tuning is inherently a multi-step process (select index → set parameters → quantize → benchmark → validate recall), but the body presents reference tables and best-practice bullets rather than a sequenced workflow; benchmarking and recall monitoring appear only as loose Do's, not as explicit validation checkpoints, so it sits at the 'steps present but checkpoints missing/implicit' level rather than a fully sequenced flow. | 2 / 3 |
Progressive Disclosure | The body is a clear overview that points to one-level-deep, well-signaled references ('Full template library and detailed worked examples live in references/details.md. Read that file when you need the concrete templates.'), and that referenced file exists, keeping content appropriately split. | 3 / 3 |
Total | 11 / 12 Passed |