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.

An open source DevOps tool from the CNCF for packaging and versioning AI/ML models, datasets, code, and configuration into an OCI Artifact.

01Result

kitops-ml/kitops ↗

kitops-ml/kitops AI coding statistics: 10%

of 130 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
10% agent · top contributor 38.5%4 contributors
team

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

13
agent commits
117
other considered commits
4
agent contributors
38.5%
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

8assisted
5autonomous

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
2026-0223.8%21
2026-034%25
2026-0415%20
2026-055.6%18
2026-0611.1%27
2026-070%14
2026-080%2
2026-090%3

Peak month: 23.8%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
GitHub CopilotGitHub107.7%
Claude CodeAnthropic32.3%

03Evidence

Inspect the matches

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

Matched commit samples

  • e339bbe1 on GitHubdocs: Update documentation for PR #1214 – mcpServers and .mcpb bundle suppGitHub Copilot
  • 33507f0b on GitHubfix(dev-mode): use animationend for modal scroll lock (#1220)GitHub Copilot
  • 861ba126 on GitHubdocs: Add documentation for the --as-skill flag (kit unpack) (#1173)GitHub Copilot
  • 1feb3a4b on GitHubdocs(home): make the homepage agent-, skill-, and MCP-first (#1201)Claude Code
  • 78e6433c on GitHubUpdated KitOps home page to include MCP and Skills packaged as OCIClaude Code
  • a44998c2 on GitHubUpdate blog feed with recent KitOps content (Nov 2025 - Feb 2026) (#1107)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 window173
Merge commits removed−0
CI / dependency bots removed−43
Considered130

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 →Go AI coding statisticsCompare evidence across Go 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 kitops-ml/kitops

Scan another repository

Try