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groq-performance-tuning

Optimize Groq API performance with model selection, caching, streaming, and parallel requests. Use when experiencing slow responses, implementing caching strategies, or optimizing request throughput for Groq integrations. Trigger with phrases like "groq performance", "optimize groq", "groq latency", "groq caching", "groq slow", "groq speed".

67

Quality

Does it follow best practices?

Impact

No eval scenarios have been run

SecuritybySnyk

Passed

No known issues

SKILL.md
Quality
Evals
Security

Quality

Content

65%

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

A code-rich, actionable skill body with strong executable examples and useful reference tables, but it is monolithic with no progressive disclosure and lacks validation checkpoints for its batch orchestration step.

Suggestions

Move the benchmarks table, decision matrix, and error-handling table into a reference file (e.g. references/benchmarks.md) and link to it from SKILL.md to reduce inline weight and improve progressive disclosure.

Add an explicit validation/verification checkpoint in Step 5 (e.g. verify partial results and retry failed prompts before returning) so the batch workflow includes a feedback loop.

Trim general-knowledge comments such as 'Groq charges per token AND rate limits on TPM' and 'Smaller prompts = faster responses' that restate what Claude already knows.

DimensionReasoningScore

Conciseness

Mostly efficient code and compact reference tables, but carries general-knowledge commentary Claude already knows ('Groq charges per token AND rate limits on TPM', 'Smaller prompts = faster responses', 'Deterministic = cacheable') that could be trimmed.

2 / 3

Actionability

Each step ships complete, executable TypeScript with concrete model IDs and config values (SPEED_MAP, concurrency/intervalCap, max_tokens), making it copy-paste ready.

3 / 3

Workflow Clarity

Six steps are clearly sequenced, but the batch operation (Step 5 parallel/bulk completions) has no validation or verify-then-proceed checkpoint, capping it at 2 per the batch-operations guideline.

2 / 3

Progressive Disclosure

No bundle files exist and the ~240-line body is a single monolithic file; it is well-sectioned but content that could be split out (benchmarks, orchestration, decision matrix) is inline rather than in one-level-deep references.

2 / 3

Total

9

/

12

Passed

Description

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.

A strong, third-person description that states concrete capabilities, an explicit 'Use when' clause, and natural trigger phrases scoped to Groq. It covers what, when, and triggers without fluff.

DimensionReasoningScore

Specificity

Names multiple concrete actions — 'model selection, caching, streaming, and parallel requests' — matching the 3-anchor example of listing several specific capabilities.

3 / 3

Completeness

Explicitly answers both 'what' ('Optimize Groq API performance with...') and 'when' ('Use when experiencing slow responses...'), with an explicit trigger clause, matching the 3-anchor.

3 / 3

Trigger Term Quality

Provides natural phrases a user would say — 'groq performance', 'optimize groq', 'groq latency', 'groq caching', 'groq slow', 'groq speed' — with good coverage of common variations.

3 / 3

Distinctiveness Conflict Risk

All triggers are Groq-prefixed, carving a clear niche unlikely to fire for non-Groq skills, matching the 3-anchor of a distinct niche.

3 / 3

Total

12

/

12

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

allowed_tools_field

'allowed-tools' contains unusual tool name(s)

Warning

frontmatter_unknown_keys

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

Warning

Total

14

/

16

Passed

Repository
jeremylongshore/claude-code-plugins-plus-skills
Reviewed

Table of Contents

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