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

keras-team/keras ↗

keras-team/keras AI coding statistics: 2.9%

of 789 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
2.9% agent · top contributor 21.7%13 contributors
org-wide

Adoption is broad. Many contributors are committing agent-authored work, which is what a real organisational rollout looks like.

23
agent commits
766
other considered commits
13
agent contributors
21.7%
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

23assisted
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
2026-010%1
2026-024.3%116
2026-031.2%166
2026-041.6%126
2026-052.2%93
2026-065.3%76
2026-070%76
2026-089%67
2026-092.9%68

Peak month: 9%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
Gemini CLIGoogle222.8%
Claude CodeAnthropic10.1%

03Evidence

Inspect the matches

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

Matched commit samples

  • 3723b3fb on GitHubOptimize Numpy backend vectorized_map with zip (#23430)Gemini CLI
  • 37e91d59 on GitHubFix calibration memory, AWQ staging, and sampling reproducibility (#23514)Gemini CLI
  • 3422977a on GitHubBatch GPTQ calibration forwards and use Cholesky inverse-Hessian (#23481)Gemini CLI
  • 9501b953 on GitHubFix nextafter returning inf instead of the largest finite value (#23417)Claude 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 window802
Merge commits removed−0
CI / dependency bots removed−13
Considered789

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
keras-team/keras
Default branch
master
Resolved HEAD
32530b6edd98bfca5bcf6898bdbb0130e0306c3a ↗
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.

CohortPython · 247 eligible repositories · at least 100 considered commits2026-09-18-v3.0 · February–September 15, 2026 · 145 of 392 ecosystem repositories excluded
Agent-commit share position34th percentile

Midrank percentile; equal shares split the tied positions.

Repository
2.9%
Cohort median
6.3%
Share rank
164 / 247
0th50th100th

Percentile = (repositories below + half of 1 tied repository) ÷ 247.

Continue exploring

Claude Code commitsBrowse repositories with detected Claude Code signatures →Gemini CLI commitsBrowse repositories with detected Gemini CLI 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 keras-team/keras

Scan another repository

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