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benchmark-optimization-loop

Use when the user asks to make something faster, try many variants, run recursive optimization, benchmark latency/throughput/cost, or choose the best implementation by repeated measured tests.

68

Quality

83%

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SecuritybySnyk

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SKILL.md
Quality
Evals
Security

Quality

Content

92%Weight 40%Scale 1-5

Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.

A tight, well-structured instruction-only skill that assumes competence, provides concrete example commands, and builds explicit validation and rollback gates into its optimization loop. The only minor gap is that the loop steps are directives rather than fully executable commands.

DimensionReasoningScore

Conciseness

Lean and efficient with no padding or explanation of concepts Claude already knows; every section (Required Baseline, Loop, Variant Table, Recursive Search, Promotion Gate) earns its place and assumes Claude's competence.

5 / 5

Actionability

Concrete, actionable guidance with specific example commands in the variant table ('npm run job -- --batch 500', 'npm run job -- --workers 8') and an explicit checklist; the procedural loop steps are directives rather than copy-paste-ready commands, leaving a minor gap.

4 / 5

Workflow Clarity

The 8-step loop is clearly sequenced with explicit validation checkpoints (reject on correctness/safety/reproducibility failure at step 5, Promotion Gate checklist, rerun baseline and winner to confirm the delta), satisfying the batch-operation feedback-loop requirement.

5 / 5

Progressive Disclosure

A single-purpose skill under 50 lines with no external references needed; content is well-organized into clearly signaled sections, meeting the simple-skill exception for a top score.

5 / 5

Total

19

/

20

Passed

Description

75%Weight 40%Scale 1-5

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

A strong, third-person description with an explicit trigger clause and multiple concrete actions. It is held back from a perfect score by an implicit rather than explicit 'what' statement and a few missing common synonyms.

DimensionReasoningScore

Specificity

Lists several concrete actions ('try many variants', 'run recursive optimization', 'benchmark latency/throughput/cost', 'choose the best implementation by repeated measured tests'); 'make something faster' is slightly generic, leaving minor coverage gaps versus a fully comprehensive enumeration.

4 / 5

Completeness

An explicit 'Use when...' clause gives clear trigger guidance, and the action list conveys the 'what'; the 'what' is implied through the verbs rather than stated as a distinct capability sentence, so it is not a full 5.

4 / 5

Trigger Term Quality

Good coverage of natural phrases users would say ('make something faster', 'try many variants', 'benchmark latency/throughput/cost', 'best implementation'); a few common synonyms like 'optimize'/'performance tuning' are absent.

4 / 5

Distinctiveness Conflict Risk

The measured-loop framing ('recursive optimization', 'repeated measured tests', 'benchmark latency/throughput/cost') carves a clear niche with minor overlap risk against general performance-tuning skills.

4 / 5

Total

16

/

20

Passed

Validation

87%

Checks the skill against the spec for correct structure and formatting. All validation checks must pass before discovery and implementation can be scored.

Validation14 / 16 Passed

Validation for skill structure

CriteriaDescriptionResult

metadata_version

'metadata.version' is missing

Warning

frontmatter_unknown_keys

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

Warning

Total

14

/

16

Passed

Repository
affaan-m/ECC
Reviewed

Table of Contents

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