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

apache/flink ↗

apache/flink AI coding statistics: 1.1%

of 1,033 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
1.1% agent · top contributor 27.3%8 contributors
team

A small group is using agents. Adoption has spread beyond one person but is not project-wide.

11
agent commits
1,022
other considered commits
8
agent contributors
27.3%
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

11assisted
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
2026-021%104
2026-030.7%142
2026-041.6%123
2026-051.6%123
2026-060%136
2026-072.3%174
2026-080%129
2026-091%102

Peak month: 2.3%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
Claude CodeAnthropic111.1%

03Evidence

Inspect the matches

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

Matched commit samples

  • 7d194385 on GitHub[FLINK-40496][table-planner] Apply append-only column rules consistently wClaude Code
  • 07bcbd9f on GitHub[FLINK-39964][state] Fix unrestorable checkpoint after CLAIM restore from Claude Code
  • 1a2f4586 on GitHub[hotfix][tests] Fix SavepointDeepCopyTest checking the source directory twClaude 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 window1,035
Merge commits removed−0
CI / dependency bots removed−2
Considered1,033

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
apache/flink
Default branch
master
Resolved HEAD
6dec8b4af65211c71faa945683a4f816a7d5427c ↗
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 position57th percentile

Midrank percentile; equal shares split the tied positions.

Repository
1.1%
Cohort median
0.9%
Share rank
29 / 67
0th50th100th

Percentile = (repositories below + half of 2 tied repositories) ÷ 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 apache/flink

Scan another repository

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