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python-typing-patterns

Python type hints and type safety patterns. Triggers on: type hints, typing, TypeVar, Generic, Protocol, mypy, pyright, type annotation, overload, TypedDict.

88

1.06x
Quality

86%

Does it follow best practices?

Impact

92%

1.06x

Average score across 3 eval scenarios

SecuritybySnyk

Passed

No known issues

SKILL.md
Quality
Evals
Security

Quality

Discovery

72%

Based on the skill's description, can an agent find and select it at the right time? Clear, specific descriptions lead to better discovery.

The description has strong trigger term coverage with specific Python typing keywords that would reliably match user queries. However, it lacks concrete action descriptions (what the skill actually does beyond the topic area) and would benefit from an explicit 'Use when...' clause describing scenarios rather than just listing trigger keywords.

Suggestions

Add specific concrete actions, e.g., 'Guides writing Python type annotations, configuring type checkers, defining generic classes, creating TypedDict schemas, and resolving mypy/pyright errors.'

Add an explicit 'Use when...' clause, e.g., 'Use when the user needs help adding type hints to Python code, fixing type checker errors, or designing type-safe APIs.'

DimensionReasoningScore

Specificity

Names the domain ('Python type hints and type safety patterns') but does not list specific concrete actions like 'annotate functions', 'configure mypy', or 'define generic classes'. It describes a topic area rather than actionable capabilities.

2 / 3

Completeness

The 'what' is weakly stated ('type hints and type safety patterns') and the 'when' is partially addressed via the 'Triggers on:' list, but there is no explicit 'Use when...' clause describing scenarios. The trigger list serves as a partial substitute but doesn't describe when to select this skill in context.

2 / 3

Trigger Term Quality

Excellent coverage of natural trigger terms users would actually say: 'type hints', 'typing', 'TypeVar', 'Generic', 'Protocol', 'mypy', 'pyright', 'type annotation', 'overload', 'TypedDict'. These are the exact keywords a developer would use when seeking help with Python typing.

3 / 3

Distinctiveness Conflict Risk

The specific focus on Python type hints, typing module constructs, and type checkers (mypy, pyright) creates a clear niche that is unlikely to conflict with other skills. The trigger terms are highly specific to this domain.

3 / 3

Total

10

/

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 excellent reference skill that efficiently covers Python typing patterns with executable code examples, minimal prose, and strong progressive disclosure. It respects Claude's intelligence by jumping straight into patterns without explaining basic concepts, and it appropriately delegates advanced topics to clearly-labeled reference files. The quick reference table and type checker commands add practical value without bloat.

DimensionReasoningScore

Conciseness

The content is lean and efficient throughout. It uses code examples as the primary teaching mechanism with minimal prose, avoids explaining what type hints are or why they matter (Claude already knows), and every section delivers concrete patterns without padding.

3 / 3

Actionability

Every section provides fully executable, copy-paste ready Python code with real type annotations. The type checker commands section includes specific CLI invocations and pyproject.toml configuration. The quick reference table provides an efficient lookup for common patterns.

3 / 3

Workflow Clarity

This is a reference/pattern skill rather than a multi-step workflow skill. The single-task sections are each unambiguous and clearly sequenced from basic to advanced. The type checker commands section provides clear, actionable steps. No destructive or batch operations require validation checkpoints.

3 / 3

Progressive Disclosure

The main file provides a concise overview of all major typing patterns, then clearly signals one-level-deep references for advanced topics (generics-advanced.md, protocols-patterns.md, etc.). The Additional Resources section is well-organized with descriptive labels, and related skills are clearly linked.

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.

Validation10 / 11 Passed

Validation for skill structure

CriteriaDescriptionResult

frontmatter_unknown_keys

Unknown frontmatter key(s) found; consider removing or moving to metadata

Warning

Total

10

/

11

Passed

Repository
NeverSight/skills_feed
Reviewed

Table of Contents

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