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.

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besscroft/PicImpact ↗

besscroft/PicImpact AI coding statistics: 80.9%

of 194 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
80.9% 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.

157
agent commits
37
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

157assisted
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
2026-0377.4%93
2026-040%3
2026-05100%61
2026-0675%32
2026-070%5

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

Which agents

AgentVendorCommitsShare
Claude CodeAnthropic15780.9%

Inspect the matches

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

Matched commit samples

  • 36db1593 on GitHubdocs: correct multi-replica task-cancellation section (§5)Claude Code
  • ce43d5e1 on GitHubdocs: address review notes on cache handler connection count + tag sweepClaude Code
  • 156024d6 on GitHubfeat: PostgreSQL-backed cross-replica Data Cache handler (P2)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 window313
Merge commits removed−119
CI / dependency bots removed−0
Considered194

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 besscroft/PicImpact

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