# LLM Token Optimization

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

- Skill: `majiayu000/llm-token-optimization` (Agent Skill, multi-file: 2 files)
- Install (CLI): `npx skillmds@latest add majiayu000/llm-token-optimization`
- Raw SKILL.md: https://api.skillmd.com/api/skills/majiayu000/llm-token-optimization/raw
- Safety review: pending (external: skill-scanner PASS, skillspector PASS)
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: AI & ML
- Author: majiayu000 (https://skillmd.com/u/majiayu000)
- Updated: 2026-09-09
- Page: https://skillmd.com/skills/majiayu000/llm-token-optimization

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# 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

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## Related Skills
- `42-cost-engineering/llm-cost-optimization` (Main skill)
- `44-ai-governance/model-risk-management`
- `42-cost-engineering/cost-observability`