Parse Server Engineering Benchmarks

Parse Server · GitHub · Updated July 28, 2026

Parse Server delivery benchmarks are based on 23 merged pull requests in the last 30 days (449 all-time), with 2.3 hours median cycle time, 0.1 hours median review time, and 3 active contributors. AI-related signals appear on 60.9% of recent work. PR volume is up 10% compared to the prior period.

Median Cycle Time
2.3h
PR open to merge
Median Review Time
0.1h
first review to approval
AI-Related Signals
60.9%
directional signal across recent PRs
Best Signal Fast Delivery
2.3h
Median cycle time of 2.3h

Repo vs Parse Server Average

+13.0pp
AI Signals
+1.7h
Cycle Time
+0.0h
Review Time

Delivery Trend and AI Signals

PR Backlog (Humans)

Excludes AI agents and automation accounts.

PR Backlog (AI Agents)

AI coding agents only.

Cycle Time by AI-Related Signals

15.2h
with signals
3.1h
baseline
397.1%
difference

PR Breakdown

18 with signals / 23 total PRs

Top AI Tools

coderabbit 19

PR Type Breakdown

bugfix 11
unknown 9
chore 2
test 1

Methodology

Metrics are computed from merged pull request data synced daily from GitHub. AI-related metrics are directional signals inferred from pull request activity patterns and heuristics. Summary metrics use a 30-day rolling window; trends use a 90-day window. Last updated 21 minutes ago.

Updated daily from public GitHub pull requests.

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