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.

A developer toolkit to implement Serverless best practices and increase developer velocity.

01Result

aws-powertools/powertools-lambda-python ↗

aws-powertools/powertools-lambda-python AI coding statistics: 8.8%

of 102 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
8.8% agent · top contributor 66.7%4 contributors
team

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

9
agent commits
93
other considered commits
4
agent contributors
66.7%
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

9assisted
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%6
2026-0310%10
2026-049.1%33
2026-0522.2%9
2026-0620%10
2026-070%8
2026-080%6
2026-095%20

Peak month: 22.2%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
Claude CodeAnthropic98.8%

03Evidence

Inspect the matches

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

Matched commit samples

  • 51c89a3d on GitHubperf(parser): lazy-load envelopes to reduce Lambda cold start latency by ~Claude Code
  • f7239b82 on GitHubfeat(event_handler): allow custom serializer on BedrockAgentResolver (#827Claude Code
  • e0e2b4bb on GitHubchore(deps): consolidate Dependabot dependency updates (#8285)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 window264
Merge commits removed−0
CI / dependency bots removed−162
Considered102

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 →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 aws-powertools/powertools-lambda-python

Scan another repository

Try