python
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.
chessformer_lens Tool
A pip-installable mechanistic interpretability lens for square-token chess transformers. It visualizes the move policy live and lets you ablate any attention head with a click, on top of the Maia-3 model family.
Prime Agent Tool
Open-source self-improving coding agent that gives the model a persistent Python session as its main tool - files, shell, sub-agents and context management all happen as code, and working state survives past a single chat window. MIT licensed; number one on GitHub Trending today.
FastMCP Tool
A Python toolkit that turns ordinary functions into Model Context Protocol tools, resources, and prompts with generated schemas, validation, and docs, and a client that handles transport negotiation, auth, and protocol lifecycle.