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An Agent Skill that audits a codebase for LLM API calls and reports which ones can be replaced with deterministic logic — without rewriting code by default.

3 stars

A Claude Code skill that tells Claude when not to use Claude

by metravod·May 17, 2026·1 point·0 comments

AI Analysis

●●●BangerBig BrainSolve My Problem

Traffic-light audit system beats vague 'optimize your LLM spend' advice from competitors.

Strengths
  • Classifies calls by task type with specific deterministic replacement suggestions per category.
  • Cost estimates per call let you calculate actual ROI before making changes.
  • Audit-first approach prevents accidental rewrites—replacement is opt-in after review.
Weaknesses
  • Claude Code skill format limits adoption to that ecosystem only.
  • No automated migration path—teams must manually implement each replacement.
Category
Target Audience

Engineering teams overspending on LLM APIs, CTOs optimizing AI costs

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LangSmith · Helicone · Braintrust

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