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How to Evaluate Engineering Momentum — The 4 Metrics That Predict a Fundraise

Not all GitHub activity is equal. Here are the 4 engineering momentum metrics that actually predict which startups are about to raise — and how to read them.

Step-by-step

Commit velocity (week-over-week delta)

Raw commit count is noise. What matters is the slope: are commits accelerating, flat, or declining? A 20%+ week-over-week increase sustained over 4+ weeks is the strongest pre-raise signal.

Contributor diversity

A single developer shipping 50 commits/week is less predictive than 4 developers shipping 10 each. Growing contributor count signals team scaling, which almost always precedes a fundraise.

Star acceleration rate

Stars are a proxy for external developer interest. A repo suddenly adding 100+ stars/week (up from a baseline of 10-20) often signals organic buzz that precedes a round announcement.

Issue/PR responsiveness

Fast-closing issues and merged PRs signal an active, shipping team. Long-open issues or stale PRs suggest the team is distracted, shrinking, or pivoting — all bearish signals.

Frequently asked questions

What's a good commit velocity threshold?

There's no magic number. A 3-person team shipping 15 commits/week steadily is more interesting than a 20-person team shipping 200 commits/week but declining. The trend matters more than the absolute count.

Can GitHub activity be faked?

It can be padded with boilerplate commits, but sustained real engineering activity is hard to fake. GitDealFlow normalizes for commit size, frequency, and contributor count to filter out noise.

What if a startup has no public GitHub?

Some startups (especially in regulated sectors) have zero public activity. That doesn't mean they're not building — it means GitHub signal doesn't apply. GitDealFlow only covers startups with public engineering activity.

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