Token Efficiency Python Packages

gcf-proxy

MCP proxy: zero-code GCF adoption. Wraps any MCP server, converts JSON to GCF mid-flight. 53-71% fewer tokens. Works with any structured data.

gcf-python

GCF Python implementation. 100% LLM comprehension on every frontier model. 50-92% fewer tokens than JSON. 43B+ round-trips verified. Zero dependencies.

agent-coherence

The data integrity layer that stops AI agents from silently corrupting shared state — across sessions, time, and concurrent runs.

docoreai

Self-tuning AI budgets, built privacy-first.

agent-readable

A lightweight Python protocol and tool for agent-oriented documentation

omnex

Universal retrieval. Structure-aware. Token-efficient.

webpeel

The web data layer for AI agents — fetch, search, crawl, extract, screenshot, and monitor the web with 50+ domain extractors and MCP.

websumm-agent

Efficient web information retrieval and summation without excessive token usage.

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.