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.

Distributed object store

01Result

linkedin/ambry ↗

linkedin/ambry AI coding statistics: 74.1%

of 81 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
Too little recent activity to publish. Only 81 commits landed in this window, so the percentage is noisy. Repositories below 100 are excluded from the index for this reason.
74.1% agent · top contributor 15%16 contributors
org-wide

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

60
agent commits
21
other considered commits
16
agent contributors
15%
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

60assisted
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
2026-0225%8
2026-0381.8%11
2026-0481.3%16
2026-0565%20
2026-06100%4
2026-0780%5
2026-0886.7%15
2026-09100%2

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

Which agents

AgentVendorCommitsShare
Claude CodeAnthropic4353.1%
GitHub CopilotGitHub1721%

03Evidence

Inspect the matches

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

Matched commit samples

  • 8c4d6fa4 on GitHubFix NPE in NettyResponseChannel when root cause exception has null messageClaude Code
  • 0b8ee4dd on GitHubFix option-4 LIST_ALL (empty-prefix S3 LIST) timeout / HTTP 500 on large cClaude Code
  • 2abed574 on GitHubHost-level fair-share throttling at the frontend (#3267)Claude Code
  • 92d5e159 on GitHubSeparate object-read 404 monitoring from HEAD and LIST traffic (#3299)GitHub Copilot
  • 4823a334 on GitHubAdd state transition latency metrics for Helix participant (#3283)GitHub Copilot
  • 65a26795 on GitHubSplit internalServerErrorCount by wire-visibility (#3297)GitHub 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 window81
Merge commits removed−0
CI / dependency bots removed−0
Considered81

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 →Java AI coding statisticsCompare evidence across Java 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 linkedin/ambry

Scan another repository

Try