The pipeline derives typed dependencies from tool traces, uses state-aware walks to assemble tasks and replays candidate solutions to verify that the environment can support them. The resulting workflows connect tasks to concrete tool state and outcomes.
Agent researchers can use the code to prototype reproducible tool-use evaluations and generate training material. The repository includes a demonstration, setup instructions and examples of the synthesis workflow, giving teams an implementation they can inspect and adapt.

