Open Timeline Engine – Local first behavioral cloning for AI agents via MCP

Open Timeline Engine captures developers' workflows across CLI, Git, VSCode, and browser interactions to create persistent memory for AI coding agents, solving the problem of agents forgetting past sessions and repeating mistakes. The system uses a dual-AI architecture where an executor AI does the work while an advisor AI enforces learned working styles and safety policies based on timeline data. It builds behavioral fingerprints across 25 dimensions and enables autonomous execution with confidence-based decision gates and policy enforcement.