Database schema design for PostgreSQL/MySQL with normalization, relationships, constraints. Use for new databases, schema reviews, migrations, or encountering missing PKs/FKs, wrong data types, premature denormalization, EAV anti-pattern.
94
92%
Does it follow best practices?
Impact
98%
1.07xAverage score across 3 eval scenarios
Passed
No known issues
Quality
Discovery
100%Based on the skill's description, can an agent find and select it at the right time? Clear, specific descriptions lead to better discovery.
This is a strong skill description that excels across all dimensions. It provides specific capabilities (schema design, normalization, constraints), uses natural developer terminology, explicitly states when to use it with concrete scenarios, and carves out a distinct niche in database schema design that won't conflict with other skills.
| Dimension | Reasoning | Score |
|---|---|---|
Specificity | Lists multiple specific concrete actions: 'schema design', 'normalization', 'relationships', 'constraints', 'schema reviews', 'migrations'. Also identifies specific anti-patterns to address like 'missing PKs/FKs', 'wrong data types', 'premature denormalization', 'EAV anti-pattern'. | 3 / 3 |
Completeness | Clearly answers both what ('Database schema design for PostgreSQL/MySQL with normalization, relationships, constraints') and when ('Use for new databases, schema reviews, migrations, or encountering missing PKs/FKs, wrong data types, premature denormalization, EAV anti-pattern'). Explicit 'Use for' clause with specific trigger scenarios. | 3 / 3 |
Trigger Term Quality | Excellent coverage of natural terms users would say: 'PostgreSQL', 'MySQL', 'database', 'schema', 'migrations', 'PKs/FKs', 'data types', 'normalization'. These are terms developers naturally use when discussing database design issues. | 3 / 3 |
Distinctiveness Conflict Risk | Clear niche focused specifically on database schema design with distinct triggers (PostgreSQL/MySQL, PKs/FKs, normalization, EAV anti-pattern). Unlikely to conflict with general coding skills or other database skills like query optimization. | 3 / 3 |
Total | 12 / 12 Passed |
Implementation
85%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-structured, highly actionable skill with excellent progressive disclosure and clear workflows. The main weakness is some redundancy between sections (Critical Rules, Top 7 Errors, and Known Issues Prevention overlap significantly), which inflates token usage without adding proportional value. The executable SQL examples and comprehensive checklists make this immediately useful for database schema work.
Suggestions
Consolidate the 'Known Issues Prevention' section into the 'Top 7 Critical Errors' section to eliminate redundancy - the numbered list at the end repeats information already covered
Remove explanatory phrases like 'Ensures row uniqueness, enables relationships' from the Critical Rules table - Claude understands why primary keys matter
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | The skill is comprehensive but includes some redundancy - the 'Known Issues Prevention' section largely repeats the 'Critical Rules' and 'Top 7 Critical Errors' sections. Some explanations like 'Ensures row uniqueness, enables relationships' are things Claude already knows. | 2 / 3 |
Actionability | Excellent executable SQL examples throughout with clear before/after comparisons. Code is copy-paste ready with proper syntax for both PostgreSQL and MySQL. The production example demonstrates complete, working schema transformations. | 3 / 3 |
Workflow Clarity | Clear 3-step Quick Start process, comprehensive checklist with explicit validation steps ('Before Creating Tables', 'Every Table Must Have', etc.), and well-sequenced workflow for schema design. The checklist format provides clear verification checkpoints. | 3 / 3 |
Progressive Disclosure | Excellent structure with Quick Start overview, clear 'When to Load References' section directing to specific files for detailed content, and well-organized templates/references split. All references are one level deep with specific line numbers for navigation. | 3 / 3 |
Total | 11 / 12 Passed |
Validation
90%Checks the skill against the spec for correct structure and formatting. All validation checks must pass before discovery and implementation can be scored.
Validation — 10 / 11 Passed
Validation for skill structure
| Criteria | Description | Result |
|---|---|---|
frontmatter_unknown_keys | Unknown frontmatter key(s) found; consider removing or moving to metadata | Warning |
Total | 10 / 11 Passed | |
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Table of Contents
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