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.

Standardized Distributed Generative and Predictive AI Inference Platform for Scalable, Multi-Framework Deployment on Kubernetes

kserve/kserve ↗

kserve/kserve AI coding statistics: 9.1%

of 573 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
9.1% agent · top contributor 36.5%16 contributors
org-wide

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

52
agent commits
521
other considered commits
16
agent contributors
36.5%
largest contributor

What shapes this result

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

Assisted or autonomous

52assisted
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
2026-024.9%61
2026-030%94
2026-043%66
2026-0512.5%56
2026-0616.4%67
2026-076.8%103
2026-0820.8%72
2026-0913%54

Peak month: 20.8%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
Claude CodeAnthropic274.7%
GitHub CopilotGitHub213.7%
Cursor AgentAnysphere30.5%
OpenAI CodexOpenAI10.2%

Inspect the matches

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

Matched commit samples

  • d00170bd on GitHubfix(validation): apply HPA scale target bounds per metric (#6140)Claude Code
  • 7809b650 on GitHubfix(llmisvc): grant events create/patch to the scheduler Role (#6142)Claude Code
  • 2bc9b9dc on GitHubchore(deps): upgrade Envoy AI Gateway to v1.1.0 (#6122)Claude Code
  • ccdf120c on GitHubfix(deps): update aiohttp to 3.14.3 (#6200)GitHub Copilot
  • 52c044a7 on GitHubfix(deps): update starlette to mitigate form parsing DoS (#6186)GitHub Copilot
  • df27ea56 on GitHubfix(deps): bump pytest to 9.x to resolve CVE-2025-71176 (tmpdir handling) GitHub Copilot
  • 41f1bb41 on GitHubrefactor: kustomize image overrides and add deploy-dev-kind-localmodel. (#Cursor Agent
  • c713608a on GitHubfeat(llmisvc): add --scaling flag to kserve-install.sh (#5497)Cursor Agent
  • 38536cbc on GitHubfix: improve storage-initializer error messages (#5016)Cursor Agent
  • 24d8ca57 on GitHubfeat(llmisvc): inject --root-path so vLLM /docs works through the gateway OpenAI Codex

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 window573
Merge commits removed−0
CI / dependency bots removed−0
Considered573

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

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 kserve/kserve

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