Skillware skills · optimization/prompt_rewriter
Prompt Rewriter
Aggressively compresses massive prompts into fewer tokens while retaining semantic meaning. Saves LLM API costs.
Capabilities
- Semantic preservation
- Token counting
- Compression ratios
Problems this skill solves
People search for tasks — not always "skillware":
- reduce llm token usage
- compress long prompt before api call
- ai agent save tokens on context
- shrink prompt without losing meaning
- lower openai bill long context
Install
pip install skillware then SkillLoader.load_skill("optimization/prompt_rewriter")
FAQ
- How to reduce LLM token costs in an agent loop?
- Run Skillware optimization/prompt_rewriter as middleware before the main model call to compress context while preserving instructions.