Parse Server Engineering Benchmarks

Parse Server · GitHub · Updated September 11, 2026

Parse Server delivery benchmarks are based on 9 merged pull requests in the last 30 days (458 all-time), with 4.5 hours median cycle time, 0.2 hours median review time, and 1 active contributors. AI-related signals appear on 11.1% of recent work. PR volume is down -31% compared to the prior period.

Median Cycle Time
4.5h
PR open to merge
Median Review Time
0.2h
first review to approval
AI-Related Signals
11.1%
directional signal across recent PRs
Best Signal Fast Delivery
4.5h
Median cycle time of 4.5h
Watch Out Declining Cadence
-31%
PR volume down 31% vs prior period

Repo vs Parse Server Average

-35.8pp
AI Signals
+3.8h
Cycle Time
+0.1h
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

167.0h
with signals
7.2h
baseline
2216.8%
difference

PR Breakdown

2 with signals / 9 total PRs

Top AI Tools

coderabbit 2

PR Type Breakdown

unknown 6
bugfix 2
chore 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 2 hours, 1 minute ago.

Updated daily from public GitHub pull requests.

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