auditing

ox-alpha identification harness Tool

A working, dependency-light harness for identifying an anonymous model endpoint: an interactive multi-turn CLI plus a parallel probe runner that logs every raw request and response. Its tokenizer-differential technique - comparing reported prompt-token counts for the same string across models - identifies a model family without needing the model to cooperate, and it runs against any OpenAI-compatible API.