I've gotten accustomed lately to spending a lot of time in the Github Copilot / agent management page. In particular I've been having a lot of fun using agents to browse some of my decade-old throwaway projects; telling it to "setup playwright, write some tests, record screenshots/videos and commit them to the repo" works every time and it's a great way to browse memory lane without spending my own time getting some…
The local models are just right on the edge of being really useful, there's a tipping point to where accuracy is high enough so that getting things done is easy vs models getting continuously stuck. We're in the neighborhood.
Alternatively, just have local GitLab and use one of the many APIs, those are much more stable than github. Honestly just get yourself a Claude subscription.