Like many devs, I got tired of bouncing between repos just to answer simple questions like:
What actually changed this week?
Which PRs are stuck?
What did we ship?
Who’s waiting on a review?
It sits on top of your GitHub/GitLab/Bitbucket repos and turns the noise into something readable.
The hardest part by far? Webhooks.
Each provider sends totally different payloads:
different keys
different structures
missing fields
inconsistent naming
You end up spending more time normalizing than building features
We solved it by creating an internal unified event schema + a mapper for each provider.
All normalized events get stored in MongoDB, which helps a lot because the flexible document model makes it painless to handle slightly different shapes of data without breaking anything.
Once we had that, the features came naturally
Real-time commit & PR monitoring
AI agent trained on your repo activity
Automated weekly/monthly summaries (email or Slack)
Leaderboard with contribution scoring
Public changelog pages
Multi-platform support (GitHub/GitLab/Bitbucket)
Basically a unified activity layer for teams that move fast.
Why even build it?
Git platforms give you raw data.
Teams want context.
Devs want fast answers.
Managers want summaries, not dashboards.
What actually changed this week?
Which PRs are stuck?
What did we ship?
Who’s waiting on a review?
It sits on top of your GitHub/GitLab/Bitbucket repos and turns the noise into something readable.
The hardest part by far? Webhooks. Each provider sends totally different payloads:
different keys
different structures
missing fields
inconsistent naming
You end up spending more time normalizing than building features
We solved it by creating an internal unified event schema + a mapper for each provider. All normalized events get stored in MongoDB, which helps a lot because the flexible document model makes it painless to handle slightly different shapes of data without breaking anything.
Once we had that, the features came naturally Real-time commit & PR monitoring
AI agent trained on your repo activity
Automated weekly/monthly summaries (email or Slack)
Leaderboard with contribution scoring
Public changelog pages
Multi-platform support (GitHub/GitLab/Bitbucket)
Basically a unified activity layer for teams that move fast.
Why even build it? Git platforms give you raw data. Teams want context. Devs want fast answers. Managers want summaries, not dashboards.