SQLAlchemy patterns — engine setup, session management, declarative models,
98
99%
Does it follow best practices?
Impact
98%
1.96xAverage score across 5 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 an excellent skill description that follows best practices. It uses third person voice, lists comprehensive specific capabilities, includes a clear 'Use when...' clause with multiple trigger scenarios, and is distinctly focused on SQLAlchemy patterns. The description provides enough detail for Claude to confidently select this skill when users need SQLAlchemy-related help.
| Dimension | Reasoning | Score |
|---|---|---|
Specificity | Lists multiple specific concrete actions: 'engine setup, session management, declarative models, relationships, eager loading, raw SQL safety, async patterns, bulk operations, and Alembic migrations' - these are all concrete, specific SQLAlchemy capabilities. | 3 / 3 |
Completeness | Clearly answers both what (SQLAlchemy patterns with specific capabilities listed) AND when ('Use when building or reviewing Python apps with SQLAlchemy, when setting up a new database layer, or when debugging session, connection, or performance issues'). | 3 / 3 |
Trigger Term Quality | Includes natural keywords users would say: 'SQLAlchemy', 'database layer', 'session', 'connection', 'performance issues', 'Alembic migrations', 'Python apps'. These cover common terms developers use when working with SQLAlchemy. | 3 / 3 |
Distinctiveness Conflict Risk | Clear niche focused specifically on SQLAlchemy ORM patterns in Python. The specific mention of SQLAlchemy, Alembic, and Python database layer makes it unlikely to conflict with generic database skills or other ORM skills. | 3 / 3 |
Total | 12 / 12 Passed |
Implementation
100%Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.
This is an exemplary skill document that demonstrates best practices for technical documentation. It efficiently covers SQLAlchemy 2.0 patterns using the effective WRONG/RIGHT comparison format, provides fully executable code examples with proper imports, and includes a comprehensive checklist for verification. The content respects Claude's intelligence while providing specific, actionable guidance for production use cases.
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | The content is highly efficient, using WRONG vs RIGHT code comparisons that immediately show the pattern without explaining what SQLAlchemy is or how ORMs work. Every section delivers actionable information without padding. | 3 / 3 |
Actionability | All code examples are fully executable and copy-paste ready with proper imports. The WRONG/RIGHT format provides concrete, specific guidance with real-world patterns like connection pooling parameters, eager loading strategies, and bulk operations. | 3 / 3 |
Workflow Clarity | Multi-step processes like Alembic migrations and transaction patterns include clear sequences with validation steps. The error handling section explicitly shows the rollback requirement, and the checklist provides a comprehensive verification workflow. | 3 / 3 |
Progressive Disclosure | Content is well-organized with numbered sections ordered by impact. External references are clearly listed at the end with direct links to official documentation. The checklist at the end serves as a quick reference without requiring navigation to other files. | 3 / 3 |
Total | 12 / 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 | |
Reviewed
Table of Contents