Pulse
2026-09-18-v3.0
Dataset
2026-10-27-catalog-ai-v2
Ruleset
b2e8889c66f7
Scanned
2026-10-27
Window
February–September 15, 2026
Catalog tracking observation. This repository is measured with the same fixed window and ruleset, but it is not part of the published benchmark or its aggregate claims.

Kubernetes operator for managing the lifecycle of Apache Spark applications on Kubernetes.

01Result

kubeflow/spark-operator ↗

kubeflow/spark-operator AI coding statistics: 10.1%

of 99 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
Too little recent activity to publish. Only 99 commits landed in this window, so the percentage is noisy. Repositories below 100 are excluded from the index for this reason.
10.1% agent · top contributor 30%7 contributors
team

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

10
agent commits
89
other considered commits
7
agent contributors
30%
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

10assisted
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.

Agent share by month

Agent-attributed commit share by month
MonthAgent shareConsidered commits
2026-020%9
2026-030%11
2026-040%5
2026-0516.7%12
2026-0625.9%27
2026-070%8
2026-085.3%19
2026-090%8

Peak month: 25.9%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
Claude CodeAnthropic44%
GitHub CopilotGitHub44%
Cursor AgentAnysphere22%

03Evidence

Inspect the matches

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

Matched commit samples

  • 5b173082 on GitHubfix: remove unused Provider.TLSConfig() method (#3062)Claude Code
  • 2078e740 on GitHubfeat: add per-application driver PodDisruptionBudget (#2949) (#2954)Claude Code
  • 26a0cfad on GitHubfix: always set NextProtos regardless of enableHTTP2 flag (#2990)Claude Code
  • dd8f85c2 on GitHubdocs: Add dedicated Spark Operator documentation website (#2988)GitHub Copilot
  • bd770768 on GitHubAdd labels and annotations support for upgrade hook (#2940)GitHub Copilot
  • 4c063fe3 on GitHubPromote nabuskey to approver (#2944)GitHub Copilot
  • 968912a6 on GitHubfeat(controller): log when SparkApplication is marked Failing after driverCursor Agent
  • 4b886892 on GitHubfix(controller): avoid invalidating apps on TTL updates (#2956)Cursor Agent

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 window114
Merge commits removed−0
CI / dependency bots removed−15
Considered99

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

Continue exploring

Claude Code commitsBrowse repositories with detected Claude Code signatures →GitHub Copilot commitsBrowse repositories with detected GitHub Copilot signatures →Cursor Agent commitsBrowse repositories with detected Cursor Agent signatures →Python AI coding statisticsCompare evidence across Python repositories →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 kubeflow/spark-operator

Scan another repository

Try