Agent skill

LLM Token Optimization

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

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Install this agent skill to your Project

npx add-skill https://github.com/majiayu000/claude-skill-registry/tree/main/skills/data/llm-token-optimization

SKILL.md

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

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