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docs: update README for PyPI discoverability, bump v0.1.3
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README.md

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# gcf-python
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Python implementation of [GCF (Graph Compact Format)](https://github.com/blackwell-systems/gcf).
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Python implementation of [GCF (Graph Compact Format)](https://gcformat.com/) — the most token-efficient wire format for LLMs. A drop-in alternative to JSON and TOON for any structured data.
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**84% fewer tokens than JSON. 32% fewer than TOON. 100% LLM comprehension accuracy at 500 symbols, where JSON fails.**
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**79% fewer input tokens than JSON. 75% fewer output tokens. 52% smaller than TOON. 100% LLM comprehension at 500 symbols, where JSON fails at 66.7%.**
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Docs: [gcformat.com](https://gcformat.com/) · [Playground](https://gcformat.com/playground.html) · [GCF vs TOON](https://gcformat.com/guide/vs-toon.html)
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## Install
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```
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pip install gcf-python
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```
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Zero dependencies. Pure Python. Python 3.9+. Includes CLI.
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Zero dependencies. Pure Python. Python 3.9+. Includes CLI. Don't want to change code? Use the [MCP proxy](https://github.com/blackwell-systems/gcf-proxy) for zero-code adoption.
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## CLI
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pyproject.toml

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[project]
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name = "gcf-python"
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version = "0.1.2"
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version = "0.1.3"
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description = "Python implementation of GCF (Graph Compact Format): token-optimized wire format for LLM tool responses"
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readme = "README.md"
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license = {text = "MIT"}

src/gcf/__init__.py

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"encode_with_session",
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]
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__version__ = "0.1.2"
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__version__ = "0.1.3"

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