Parse Server Engineering Benchmarks

Parse Server · GitHub · Updated June 3, 2026

Parse Server delivery benchmarks are based on 8 merged pull requests in the last 30 days (407 all-time), with 7.7 hours median cycle time, 0.1 hours median review time, and 1 active contributors. AI-related signals appear on 12.5% of recent work. PR volume is down -69% compared to the prior period.

Median Cycle Time
7.7h
PR open to merge
Median Review Time
0.1h
first review to approval
AI-Related Signals
12.5%
directional signal across recent PRs
Best Signal Fast Delivery
7.7h
Median cycle time of 7.7h
Watch Out Declining Cadence
-69%
PR volume down 69% vs prior period

Repo vs Parse Server Average

-36.4pp
AI Signals
+7.1h
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

6.3h
with signals
9.3h
baseline
-32.0%
difference

PR Breakdown

2 with signals / 8 total PRs

Top AI Tools

coderabbit 2

PR Type Breakdown

bugfix 7
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 16 hours, 22 minutes ago.

Updated daily from public GitHub pull requests.

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