groq-cost-tuning

Optimize Groq costs through model routing, token management, and usage monitoring. Use when analyzing Groq billing, reducing API costs, or implementing usage monitoring and budget alerts. Trigger with phrases like "groq cost", "groq billing", "reduce groq costs", "groq pricing", "groq expensive", "groq budget".

Quality

—

Does it follow best practices?

Impact

—

No eval scenarios have been run

Securityby

Passed

No known issues

Quality

Content

92%

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

A highly actionable, well-structured cost-tuning skill with executable code, a clear multi-step workflow, and built-in verification via usage tracking. Its main weakness is progressive disclosure: all detail lives inline in SKILL.md with no reference files to offload the pricing tables, full code samples, or architecture guidance.

Suggestions

Move the per-million-token pricing table and the full TypeScript implementations into a references/ file (e.g. references/groq-pricing.md and references/routing-patterns.md), keeping SKILL.md as a concise overview that links to them one level deep.

The 'Next Steps' pointer to 'groq-reference-architecture' references a skill that is not part of this bundle; either bundle it as a reference file or clarify it is an external/related skill so navigation is unambiguous.

Add a brief validation checkpoint after Step 5 (e.g. 'Compare dailyCostReport() output against your monthly cap before scaling volume') to make the cost-verification feedback loop explicit.

Dimension	Reasoning	Score
Conciseness	The body is lean and code-driven, assuming Claude's competence — it never explains basic concepts (what Groq is, how LLM pricing works) and every section delivers actionable content rather than padded prose.	3 / 3
Actionability	Provides fully executable TypeScript (groq-sdk calls, routing maps, caching, usage tracking) that is copy-paste ready with concrete model IDs and cost constants, matching the anchor for complete executable examples.	3 / 3
Workflow Clarity	Six clearly sequenced steps (routing → token minimization → batching → caching → tracking → console limits) with a built-in feedback loop via the daily cost report and an error-handling table for recovery guidance.	3 / 3
Progressive Disclosure	Well-organized into clear sections, but the SKILL.md is effectively a monolithic guide containing full inline implementations, pricing tables, and code rather than an overview pointing to one-level-deep reference files; no bundle files exist to split content into.	2 / 3
	Total	11 / 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 clearly states capabilities, includes an explicit 'Use when' clause, and supplies multiple natural trigger phrases. It is concise without padding and avoids over-claims.

Dimension	Reasoning	Score
Specificity	Lists multiple concrete actions — 'model routing, token management, and usage monitoring' — matching the anchor for several specific concrete actions rather than a vague domain label.	3 / 3
Completeness	Explicitly answers both 'what' ('Optimize Groq costs through model routing, token management, and usage monitoring') and 'when' ('Use when analyzing Groq billing, reducing API costs...'), with explicit trigger guidance.	3 / 3
Trigger Term Quality	Provides six natural trigger phrases users would actually say ('groq cost', 'groq billing', 'reduce groq costs', 'groq pricing', 'groq expensive', 'groq budget'), giving good coverage of common variations.	3 / 3
Distinctiveness Conflict Risk	Occupies a clear niche (Groq cost optimization) with Groq-specific triggers, making it unlikely to fire for unrelated skills.	3 / 3
	Total	12 / 12 Passed

Validation

87%

Warnings & errors only

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

Validation — 14 / 16 Passed

Validation for skill structure

Criteria	Description	Result
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
Commit: 1628598

Reviewed: 2 days ago

Table of Contents

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