Claude-skill-registry LLM Token Optimization

See the main LLM Cost Optimization skill for comprehensive coverage of token economics and optimization strategies.

install
source · Clone the upstream repo
git clone https://github.com/majiayu000/claude-skill-registry
Claude Code · Install into ~/.claude/skills/
T=$(mktemp -d) && git clone --depth=1 https://github.com/majiayu000/claude-skill-registry "$T" && mkdir -p ~/.claude/skills && cp -r "$T/skills/data/llm-token-optimization" ~/.claude/skills/majiayu000-claude-skill-registry-llm-token-optimization && rm -rf "$T"
manifest: skills/data/llm-token-optimization/SKILL.md
source content

LLM Token Optimization

This skill is covered in detail in the main LLM Cost Optimization skill.

Please refer to:

42-cost-engineering/llm-cost-optimization/SKILL.md

That skill covers:

  • LLM pricing models (OpenAI, Anthropic, Google, Cohere)
  • Token economics (input vs output tokens)
  • Cost optimization strategies (model routing, prompt engineering, caching)
  • Embedding and vector database costs
  • RAG system cost breakdown
  • Cost monitoring and attribution
  • Budget controls and rate limiting
  • Open-source model hosting trade-offs
  • Tools for AI FinOps (Helicone, LangSmith, LiteLLM)
  • Real-world case studies

Related Skills

  • 42-cost-engineering/llm-cost-optimization
    (Main skill)
  • 44-ai-governance/model-risk-management
  • 42-cost-engineering/cost-observability