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Python framework for measuring hallucination in AI code review by verifying claims against source.

Project description

magpie

Python framework for measuring hallucination in AI code review by verifying claims against source.

Status: pre-alpha (v0.0.1). Under active development. API is unstable; do not rely on it yet.

Not affiliated with magpie-align/magpie (LLM alignment data synthesis), Blinue/Magpie (Windows upscaler), or any of several "Magpie" companies in adjacent industries.

What it does

LLM code reviewers say things like "function X has bug Y at line N." Most claims are right. Some are confidently wrong (hallucinated). magpie measures how often a given AI reviewer hallucinates on a given codebase, by verifying each claim against actual source.

Install

pip install magpie-eval

(The PyPI distribution is named magpie-eval while the bare magpie namespace is being reclaimed under PEP 541. The Python import name is magpie.)

License

MIT

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