Pulse
2026-09-18-v3.0
Dataset
2026-09-18-v3.0
Ruleset
b2e8889c66f7
Scanned
2026-09-16
Window
February–September 15, 2026
Local to this browser

01Result

itwanger/toBeBetterJavaer ↗

itwanger/toBeBetterJavaer AI coding statistics: 3.7%

of 134 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
3.7% agent · top contributor 100%1 contributor
individual

One person is driving this. The headline number reflects a single contributor's workflow, not a project-wide shift.

5
agent commits
129
other considered commits
1
agent contributors
100%
largest contributor

02Drivers

What shapes this result

Mode, timing, and detected signatures show whether the result reflects broad adoption or one concentrated workflow.

Assisted or autonomous

5assisted
0autonomous

Assisted — a developer’s identity authored the commit and the agent added itself as co-author. Autonomous — a bot identity authored the commit without a human identity attached. Across the whole index, 96% of agent commits are assisted.

Agent share by month

Agent-attributed commit share by month
MonthAgent shareConsidered commits
2026-020%7
2026-030%18
2026-040%10
2026-050%10
2026-069.1%33
2026-078.3%24
2026-080%8
2026-090%24

Peak month: 9.1%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
Claude CodeAnthropic53.7%

03Evidence

Inspect the matches

Public commit samples let you inspect the signatures behind the aggregate result.

Matched commit samples

  • 10638ad2 on GitHub✨ feat(skills): add zsxq-reply workflow skill for planet Q&AClaude Code
  • eb7707f2 on GitHub🔧 chore(skills): install official zsxq-cli skills for ZSXQ accessClaude Code
  • 4958b77e on GitHubSEO: 双发文章 canonical 自动让权给 paicodingClaude Code

04Method

What entered the denominator

The result begins with commit history, removes merges and routine automation, and reports literal agent signatures as a lower bound.

Exclusion ledger

Commits in window135
Merge commits removed−1
CI / dependency bots removed−0
Considered134

Bots are excluded from the denominator entirely. Agent attribution requires a literal supported signature; no code-style inference is used.

05Provenance

Pinned to a source state

This observation names the repository state, release, and detector that produced it. Use these identifiers when reproducing or citing the result.

Dataset release
2026-09-18-v3.0
Scan date
2026-09-16
Ruleset
sha256:b2e8889c66f72c18a61839f0bf1a9f77b5481ba2def044dba33c797b2f2bdcae
Canonical repository
itwanger/toBeBetterJavaer
Default branch
master
Resolved HEAD
19276d83053b80578512bb6e7c93bcc1db66affd ↗
Resolved
2026-09-16
Measurement window
February–September 15, 2026
Download observation JSONDeterministic export · same values as this page

06Peer context

Position among comparable repositories

The cohort uses the same release and measurement window, then narrows to the repository’s ecosystem and removes low-activity observations.

CohortJava/Kotlin · 67 eligible repositories · at least 100 considered commits2026-09-18-v3.0 · February–September 15, 2026 · 34 of 101 ecosystem repositories excluded
Agent-commit share position75th percentile

Midrank percentile; equal shares split the tied positions.

Repository
3.7%
Cohort median
0.9%
Share rank
17 / 67
0th50th100th

Percentile = (repositories below + half of 1 tied repository) ÷ 67.

Continue exploring

Claude Code commitsBrowse repositories with detected Claude Code signatures →GitHub AI commit analyzerInspect another repository with the same evidence model →
Reproduce this observation

Run the same detector locally.

Deterministic signature matching; no code-style inference. Squash merges can remove trailers, so this result remains a measured floor.

npx qmmit-cli itwanger/toBeBetterJavaer

Scan another repository

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