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.

Create web-based user interfaces with Python. The nice way.

01Result

zauberzeug/nicegui ↗

zauberzeug/nicegui AI coding statistics: 75.9%

of 382 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
75.9% agent · top contributor 44.8%29 contributors
org-wide

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

290
agent commits
92
other considered commits
29
agent contributors
44.8%
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

290assisted
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
2026-0250%64
2026-0352.9%51
2026-0480.7%57
2026-0564.1%39
2026-0692.2%51
2026-0796.6%59
2026-0888.4%43
2026-09100%18

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

Which agents

AgentVendorCommitsShare
Claude CodeAnthropic28875.4%
GitHub CopilotGitHub112.9%

03Evidence

Inspect the matches

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

Matched commit samples

  • 30d60bff on GitHubWarn when `NICEGUI_PORT` is set but ignored (#6337)Claude Code
  • 94d12501 on GitHubFix nicegui_reset_globals not clearing Slot.stacks (#6334)Claude Code
  • 0f3ca65b on GitHubSkip the page re-render when a global event is registered late (#6249)Claude Code
  • b04670c9 on GitHubFix silent page reload on every reconnect after first ack (#6019)GitHub Copilot
  • 1a9f282b on GitHubImplement ui.sub_pages navigation for user simulated tests (#5193)GitHub Copilot
  • b523fbde on GitHubFix URL formatting for IPv6 hosts and default ports (#5996)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 window389
Merge commits removed−0
CI / dependency bots removed−7
Considered382

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 →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 zauberzeug/nicegui

Scan another repository

Try