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

kestra-io/kestra ↗

kestra-io/kestra AI coding statistics: 7.7%

of 2,560 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
7.7% agent · top contributor 50%20 contributors
team

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

198
agent commits
2,362
other considered commits
20
agent contributors
50%
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

191assisted
7autonomous

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%295
2026-030.8%259
2026-041.1%262
2026-052.6%231
2026-069.2%426
2026-0717.3%369
2026-0811.6%476
2026-0912%242

Peak month: 17.3%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
Claude CodeAnthropic1947.6%
GitHub CopilotGitHub60.2%

03Evidence

Inspect the matches

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

Matched commit samples

  • 0c3ee534 on GitHubtest(executions): exercise the real guardEvent flow, and close the menu onClaude Code
  • 0ee5dfbf on GitHubfeat(ai): show a diff before applying a Copilot proposed change (#19330)Claude Code
  • a3dc5330 on GitHubtest(flows): type the read-only-keys editor double instead of casting it tClaude Code
  • 83074512 on GitHubtest: Vitest sharded test coverage reporting and merge mode (#17221)GitHub Copilot
  • 59e9c036 on GitHubfeat: add topology hook for task details (#15400)GitHub Copilot
  • 8b03ed8b on GitHubfix(workflow): remove redundant dash in npm publish command (#15861)GitHub Copilot

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 window3,100
Merge commits removed−7
CI / dependency bots removed−533
Considered2,560

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
kestra-io/kestra
Default branch
develop
Resolved HEAD
808495e395e2257f05c694d64f18138040296c68 ↗
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 position89th percentile

Midrank percentile; equal shares split the tied positions.

Repository
7.7%
Cohort median
0.9%
Share rank
8 / 67
0th50th100th

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

Continue exploring

Claude Code commitsBrowse repositories with detected Claude Code signatures →GitHub Copilot commitsBrowse repositories with detected GitHub Copilot 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 kestra-io/kestra

Scan another repository

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