Auto-creation of agent SKILLs from observing your screen via Gemma 4 for any agent to execute and self-improve

AgentHandover is an open-source Mac menu bar app that watches your screen through Gemma 4 (running locally via Ollama) and turns your repeated workflows into structured Skill files that any agent can follow. I built it because every time I wanted an agent to handle something for me I had to explain the whole process from scratch, even for stuff I do daily. So AgentHandover just watches instead. You can either hit record for a specific task (Focus Record) or let it run in the background where it starts picking up patterns after seeing you repeat something a few times (Passive Discovery.