Have you tried https://github.com/steveyegge/beads
The app works. When I feel like working on it, I just open a CLI coding agent and say 'start working'. Then every so often I say 'commit and push' or 'find opportunities to improve the code base by refactoring, and create an issue for each opportunity'.
(I followed the instructions to add the boilerplate instructions for both bd and bv, to AGENTS.md)