GitHub Engineering Velocity Data — Methodology and Benchmarks

Data Methodology

GitDealFlow scans public GitHub organizations for ~400 venture-backed startups across 20 sectors.

Three core metrics: commit velocity (weekly commits), contributor growth (new contributors per month), and repo expansion (new public repos and code size growth).

Data refreshes every Monday based on the prior week's GitHub activity.

All data is publicly available and free via JSON API, CSV export, and MCP server.

Sector Benchmarks

AI/ML: 2.3x average commit velocity vs. all sectors. Fastest shipping sector.

Fintech: 1.7x average. Led by stablecoin and embedded lending infrastructure.

Climate tech: Fastest acceleration. Q1-Q2 2026 velocity grew 3x.

DevTools: Strongest contributor retention. Teams stay together longer.

Biotech: Slowest average commits but highest correlation with fundraise events.

Frequently Asked Questions

How often is the data updated?

Weekly, every Monday. The API and MCP server reflect the latest update within minutes of completion.

Is the data free?

Yes. Trending startups, sector search, and MCP server are free forever. Paid plans add watchlists, alerts, and API access.

See pricing & start tracking →

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