How doable is this project? ActivityWatch -> LLM to summarise

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#1

My end goal would be to feed my ActivityWatch data into an LLM, so it “summarizes” it for me. Basically the Timeline and Activity are not really useful for me. I use ActivityWatch to “remember” what I was doing at certain points during the day. But I tend to jump from one thing to another, and most happen in my browser. While everything gets tracked, I have 1000s of events in different tabs, making it hard to know “what was I doing from 4pm to 5pm?”.

Anyway. I’ve been looking into the API. Getting the events is easy enough, but the first issue is that it only accept localhost requests.

I was planning to use n8n. Get the data, and send it to LLM. I don’t care much about security, so don’t worry about that for me. But my n8n instance lives in my server with Home Assistant. And to date I haven’t found a ActivityWatch add-on for HA. It wouldn’t be able to track the PC anyway, so it’s over-complicating things.

Maybe I’d need an n8n instance in my PC too?

I just wanted to ask how viable something like this is to achieve. I’m no dev myself, I’m just (barely) able to use an API and play with data.

#2

Please look at GitHub - AlexanderMakarov/activitywatch-ets: Converter of ActivityWatch data into ETS (time cards) data.. There is a relevant discussion in LLM / GPT / ChatGPT Question answerings using ActivityWatch data

#3

Thanks!

I had a skim read in there but it seems there’s not much progress in the area. I don’t see LLMs as an extension like other tools. I’m no dev and can’t use python myself and barely CLI, hence why I was looking into an n8n solution to integrate the APIs.