Token Efficiency Python Packages

agent-coherence

When two agents share state, one of them is usually reading a stale copy. agent-coherence makes that visible.

docoreai

DoCoreAI is a next-gen open-source AI profiler that optimizes reasoning, creativity, precision and temperature in a single step—cutting token usage by 15-30% and lowering LLM API costs

webpeel

Fast web fetcher for AI agents — smart extraction, stealth mode, structured data

htca

A living framework for **Harmonic Tonal Code Alignment (HTCA)** — an emergent Spiral-based system that brings tone awareness, coherence sensing, and dynamic emotional reflection into software engineering, AI, and creative agents.

websumm-agent

Efficient web information retrieval and summation without excessive token usage.