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.

Model Context Protocol (MCP) server for Kubernetes and OpenShift

01Result

containers/kubernetes-mcp-server ↗

containers/kubernetes-mcp-server AI coding statistics: 20.6%

of 360 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
20.6% agent · top contributor 52.7%16 contributors
team

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

74
agent commits
286
other considered commits
16
agent contributors
52.7%
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

74assisted
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
2026-023.4%59
2026-0324.4%78
2026-0416.4%55
2026-0537%27
2026-0644.9%49
2026-0718.2%66
2026-080%19
2026-090%7

Peak month: 44.9%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
Claude CodeAnthropic6618.3%
Cursor AgentAnysphere92.5%
GitHub CopilotGitHub10.3%

03Evidence

Inspect the matches

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

Matched commit samples

  • a21073a0 on GitHubfeat(kubevirt): add vm_troubleshoot tool for automated VM diagnostics (#12Claude Code
  • 2a5c2063 on GitHub*: Expose Go process, HTTP & tool metrics + pprof + version/build_infoClaude Code
  • 6c930549 on GitHubfeat(tls): add TLS_MIN_VERSION and TLS_CIPHER_SUITES env var support (#127Claude Code
  • a21073a0 on GitHubfeat(kubevirt): add vm_troubleshoot tool for automated VM diagnostics (#12Cursor Agent
  • b8b661ee on GitHubfeat(kiali): add meshCluster parameter for multi-cluster support (#1224)Cursor Agent
  • aa16792c on GitHubfeat(kiali): update tool schemas for Gateway API and Inference API supportCursor Agent
  • 60594b16 on GitHubfix(core): replace unsafe type assertions with safe parameter helpers (#10GitHub 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 window530
Merge commits removed−39
CI / dependency bots removed−131
Considered360

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 →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 containers/kubernetes-mcp-server

Scan another repository

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