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.

PyGraphistry is a Python library to quickly load, shape, embed, and explore big graphs with the GPU-accelerated Graphistry visual graph analyzer

01Result

graphistry/pygraphistry ↗

graphistry/pygraphistry AI coding statistics: 57.4%

of 1,755 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
57.4% agent · top contributor 88%5 contributors
individual

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

1,007
agent commits
748
other considered commits
5
agent contributors
88%
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

1007assisted
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%2
2026-0329.3%92
2026-0424.7%251
2026-058.2%282
2026-0696.4%55
2026-0784.4%501
2026-0884.8%394
2026-0947.2%178

Peak month: 96.4%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
Claude CodeAnthropic100757.4%

03Evidence

Inspect the matches

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

Matched commit samples

  • 62e5b95a on GitHubdocs(changelog): drop the internal CI count from the #2082 entryClaude Code
  • 7c52f19a on GitHubtest(gfql/polars): #2082 static lock on the is_in routingClaude Code
  • 7d6ea95f on GitHubtest(gfql/polars): #2082 pin both id_set arms; drop the pragma the pin repClaude 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 window2,193
Merge commits removed−438
CI / dependency bots removed−0
Considered1,755

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 graphistry/pygraphistry

Scan another repository

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