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.

High-level library to help with training and evaluating neural networks in PyTorch flexibly and transparently.

01Result

pytorch/ignite ↗

pytorch/ignite AI coding statistics: 13.3%

of 158 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
13.3% agent · top contributor 66.7%7 contributors
team

A small group is using agents. Adoption has spread beyond one person but is not project-wide.

21
agent commits
137
other considered commits
7
agent contributors
66.7%
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

21assisted
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
2026-0216.7%60
2026-0310%50
2026-0427.3%11
2026-050%4
2026-0610.5%19
2026-070%6
2026-080%2
2026-0916.7%6

Peak month: 27.3%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
GitHub CopilotGitHub1912%
Cursor AgentAnysphere10.6%
Claude CodeAnthropic10.6%

03Evidence

Inspect the matches

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

Matched commit samples

  • 90b4f3c7 on GitHubFix pyrefly group typing errors in native distributed model (#3835)GitHub Copilot
  • c2149519 on GitHubFeat: implement get_sequence_transform for Accuracy metric (#3637)GitHub Copilot
  • c830a061 on GitHubfeat(early_stopping): rename min_delta→threshold, min_delta_mode→thre… (#3GitHub Copilot
  • 8b66f257 on GitHubfeat(metrics): add Perplexity metric to ignite.metrics.nlp (#3743)Cursor Agent
  • dc7e856f on GitHubreplace typing hints in ignite/handlers/tqdm_logger.py (#3591)Claude 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 window162
Merge commits removed−0
CI / dependency bots removed−4
Considered158

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 →Cursor Agent commitsBrowse repositories with detected Cursor Agent 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 pytorch/ignite

Scan another repository

Try