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.

Google Cloud Knowledge Catalog Tools and Samples

GoogleCloudPlatform/knowledge-catalog ↗

GoogleCloudPlatform/knowledge-catalog AI coding statistics: 3.5%

of 172 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
3.5% agent · top contributor 100%1 contributor
individual

One person is driving this. The headline number reflects a single contributor's workflow, not a project-wide shift.

6
agent commits
166
other considered commits
1
agent contributors
100%
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

6assisted
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
2026-050%18
2026-064.3%23
2026-0750%2
2026-084.6%87
2026-090%42

Peak month: 50%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
Claude CodeAnthropic63.5%

Inspect the matches

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

Matched commit samples

  • c55b9b9e on GitHubokf: publish bundle documents under a custom okf-bundle entry type (#297)Claude Code
  • 15318a98 on GitHubokf: carry nested producer-defined keys, and stop leaking .staging (#296)Claude Code
  • 38c713fa on GitHubokf: write stackoverflow bundle tags as YAML lists (#293)Claude Code

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−1
CI / dependency bots removed−0
Considered172

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 GoogleCloudPlatform/knowledge-catalog

Scan another repository