Content
87%Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.
This is a well-crafted reference skill that is concise, highly actionable, and well-organized with clear progressive disclosure to a deeper reference file. Its main weakness is the lack of an explicit end-to-end workflow with validation steps for building a Vizro app, though the reference table points to an 'End-to-End Data Flow' section in the deeper file. The critical mistakes list is particularly valuable and domain-specific.
Suggestions
Consider adding a brief 3-5 step workflow sequence (e.g., 1. Register data → 2. Define pages → 3. Build dashboard → 4. Validate with Vizro().build()) to provide workflow clarity for users building apps from scratch.
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | Every section is lean and purposeful. The numbered mistakes list is terse but informative, quick patterns show only essential YAML, and imports are listed without explanation. No unnecessary preamble or concept explanations that Claude would already know. | 3 / 3 |
Actionability | Provides fully copy-paste-ready YAML patterns for the most common components (graph, KPI card, AG Grid, filter), concrete Python imports, and specific anti-patterns with exact fixes (e.g., module prefix format, quoting rules). The guidance is immediately executable. | 3 / 3 |
Workflow Clarity | The skill is primarily a reference/pattern guide rather than a multi-step workflow, but it lacks any explicit sequencing for building a Vizro app (e.g., register data → define pages → build app → run). The 'Critical Mistakes' list implicitly guides but doesn't provide a clear ordered workflow or validation checkpoints. | 2 / 3 |
Progressive Disclosure | Excellent structure: concise overview in SKILL.md with a well-organized table pointing to specific sections in yaml-reference.md. References are one level deep and clearly signaled with searchable section headers. Content is appropriately split between quick reference and deep dive. | 3 / 3 |
Total | 11 / 12 Passed |