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performance

Profiling methodology and optimization strategy for performance work. Use when the user asks to "make this faster", "optimize", "profile", "reduce latency", "fix slow", "improve throughput", or when investigating performance regressions.

89

Quality

87%

Does it follow best practices?

Impact

Pending

No eval scenarios have been run

SecuritybySnyk

Passed

No known issues

SKILL.md
Quality
Evals
Security

Quality

Discovery

89%

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 with excellent trigger term coverage and clear completeness. The main weakness is that the 'what' portion is somewhat abstract ('methodology and optimization strategy') rather than listing concrete actions the skill enables. The trigger terms are particularly well-chosen, covering both casual ('make this faster', 'fix slow') and technical ('reduce latency', 'improve throughput') user language.

Suggestions

Replace abstract language like 'methodology and optimization strategy' with specific concrete actions such as 'Identifies CPU hotspots, analyzes memory usage, profiles execution time, and recommends code optimizations.'

DimensionReasoningScore

Specificity

Names the domain ('profiling methodology and optimization strategy for performance work') and implies actions like profiling and optimization, but doesn't list specific concrete actions like 'analyze CPU hotspots', 'identify memory bottlenecks', or 'generate flame graphs'.

2 / 3

Completeness

Clearly answers both what ('Profiling methodology and optimization strategy for performance work') and when with an explicit 'Use when...' clause containing multiple specific trigger scenarios.

3 / 3

Trigger Term Quality

Excellent coverage of natural terms users would say: 'make this faster', 'optimize', 'profile', 'reduce latency', 'fix slow', 'improve throughput', and 'performance regressions' - these are all phrases users naturally use when seeking performance help.

3 / 3

Distinctiveness Conflict Risk

Clear niche focused specifically on performance optimization with distinct triggers like 'profile', 'latency', 'throughput', and 'performance regressions' that are unlikely to conflict with other skills.

3 / 3

Total

11

/

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 methodology skill that excels at conciseness and workflow clarity. The trade-off framework and bottleneck patterns are particularly valuable. The main weakness is the lack of concrete, executable examples - it describes what to do conceptually but doesn't show specific profiling commands or code snippets that Claude could directly use.

Suggestions

Add concrete profiling command examples for common languages/tools (e.g., `py-spy record -o profile.svg -- python script.py` or `perf record -g ./program`)

Include a minimal executable example showing the full performance loop with actual timing code and before/after measurements

DimensionReasoningScore

Conciseness

The content is lean and efficient, using tables and structured lists to convey information densely. It assumes Claude's competence and avoids explaining basic concepts, with every section earning its place.

3 / 3

Actionability

Provides clear conceptual frameworks and patterns but lacks concrete, executable code examples. The output format template is helpful but the profiling guidance is descriptive rather than showing specific tool commands or code snippets.

2 / 3

Workflow Clarity

The Performance Loop provides a clear 6-step sequence with explicit validation (measure again). The 'Where to Look' section shows clear progression from outer to inner measurement, and the anti-patterns section reinforces what not to skip.

3 / 3

Progressive Disclosure

Well-organized with clear sections progressing from overview to details. References to related skills are one level deep and clearly signaled in 'See Also'. Content is appropriately structured without being monolithic.

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.

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
tslateman/duet
Reviewed

Table of Contents

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