Pulse
2026-09-18-v3.0
Dataset
2026-09-18-v3.0
Ruleset
b2e8889c66f7
Scanned
2026-09-16
Window
February–September 15, 2026
Local to this browser

01Result

huggingface/transformers ↗

huggingface/transformers AI coding statistics: 5.6%

of 2,101 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
5.6% agent · top contributor 16.1%57 contributors
org-wide

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

118
agent commits
1,983
other considered commits
57
agent contributors
16.1%
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

117assisted
1autonomous

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. Across the whole index, 96% of agent commits are assisted.

Agent share by month

Agent-attributed commit share by month
MonthAgent shareConsidered commits
2026-021.7%303
2026-034.9%329
2026-044.1%267
2026-056.1%212
2026-064.5%287
2026-077.4%282
2026-089.7%269
2026-098.6%152

Peak month: 9.7%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
Claude CodeAnthropic1105.2%
GitHub CopilotGitHub70.3%
Cursor AgentAnysphere40.2%

03Evidence

Inspect the matches

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

Matched commit samples

  • cc269e76 on GitHubDetect nested rope_parameters without relying on layer_types (#48798)Claude Code
  • 3f162ca5 on GitHubPin utf-8 in test_can_init_all_missing_weights source read (Windows non-UTClaude Code
  • 39f81b04 on GitHubAdd integration tests for MuseGlimmerAssistantModel (#48796)Claude Code
  • 463f684a on GitHubPotential fix for code scanning alert no. 267: Artifact poisoning (#47949)GitHub Copilot
  • eee480d5 on GitHubdocs-fix: IMDb dataset link in sequence classification guide (#47062)GitHub Copilot
  • fa6c8308 on GitHubDeepGEMM BF16 + mixed FP8/FP4 + MegaMoE + refactor (#45634)GitHub Copilot
  • 86a6c97c on GitHubPass kwargs to the Mamba2 mixer in Nemotron-H, Falcon-H1 and Mamba2 (#4849Cursor Agent
  • f93eb6db on GitHubAdd CohereCompass modeling (#47878)Cursor Agent
  • 9188b5e1 on GitHubAdd new cohere2_moe model (#46115)Cursor Agent

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 window2,128
Merge commits removed−1
CI / dependency bots removed−26
Considered2,101

Bots are excluded from the denominator entirely. Agent attribution requires a literal supported signature; no code-style inference is used.

05Provenance

Pinned to a source state

This observation names the repository state, release, and detector that produced it. Use these identifiers when reproducing or citing the result.

Dataset release
2026-09-18-v3.0
Scan date
2026-09-16
Ruleset
sha256:b2e8889c66f72c18a61839f0bf1a9f77b5481ba2def044dba33c797b2f2bdcae
Canonical repository
huggingface/transformers
Default branch
main
Resolved HEAD
c9d531ddefbf3ea7cfb6b1d70704edd644b9b013 ↗
Resolved
2026-09-16
Measurement window
February–September 15, 2026
Download observation JSONDeterministic export · same values as this page

06Peer context

Position among comparable repositories

The cohort uses the same release and measurement window, then narrows to the repository’s ecosystem and removes low-activity observations.

CohortPython · 247 eligible repositories · at least 100 considered commits2026-09-18-v3.0 · February–September 15, 2026 · 145 of 392 ecosystem repositories excluded
Agent-commit share position46th percentile

Midrank percentile; equal shares split the tied positions.

Repository
5.6%
Cohort median
6.3%
Share rank
132 / 247
0th50th100th

Percentile = (repositories below + half of 5 tied repositories) ÷ 247.

Continue exploring

Claude Code commitsBrowse repositories with detected Claude Code signatures →GitHub Copilot commitsBrowse repositories with detected GitHub Copilot signatures →Cursor Agent commitsBrowse repositories with detected Cursor Agent signatures →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 huggingface/transformers

Scan another repository

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