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.

RF-DETR is a real-time object detection and segmentation model architecture developed by Roboflow, SOTA on COCO, designed for fine-tuning. [ICLR 2026]

01Result

roboflow/rf-detr ↗

roboflow/rf-detr AI coding statistics: 74.9%

of 693 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
74.9% agent · top contributor 38%65 contributors
org-wide

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

519
agent commits
174
other considered commits
65
agent contributors
38%
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

518assisted
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.

Agent share by month

Agent-attributed commit share by month
MonthAgent shareConsidered commits
2026-0259.7%139
2026-0370.8%130
2026-0482.5%63
2026-0590.6%32
2026-0681.7%93
2026-0788.7%71
2026-0869.8%106
2026-0984.7%59

Peak month: 90.6%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
Claude CodeAnthropic34249.4%
GitHub CopilotGitHub21030.3%
OpenAI CodexOpenAI15722.7%
Cursor AgentAnysphere30.4%

03Evidence

Inspect the matches

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

Matched commit samples

  • a9c74700 on GitHubrefactor(config): amp_dtype as sole AMP authority (#1471)Claude Code
  • a255de4d on GitHubfix(export): build a real FP16 engine on TensorRT 11 (#1454)Claude Code
  • 69860ce7 on GitHubtest: drop Base models, bump convergence epochs (#1462)Claude Code
  • a9c74700 on GitHubrefactor(config): amp_dtype as sole AMP authority (#1471)GitHub Copilot
  • 990f5d96 on GitHubAdd Papers with Code leaderboard badges (#1466)GitHub Copilot
  • a724844b on GitHubrefactor(export): make each format an Exporter class (#1448)GitHub Copilot
  • a9c74700 on GitHubrefactor(config): amp_dtype as sole AMP authority (#1471)OpenAI Codex
  • bd2664c3 on GitHubfeat(training): scale progress bar memory values to GB (#1470)OpenAI Codex
  • e3337782 on GitHubperf(xla): materialize evaluation outputs before host metrics (#1467)OpenAI Codex
  • 554575aa on GitHubfeat: Add CoreML export support and enhance related documentation (#1235)Cursor Agent
  • 79c1f339 on GitHubfix(ms_deform_attn): expand singleton level dim in export path (#1229)Cursor Agent
  • 454b2423 on GitHubchore(config): accept pathlib.Path for path parameters (#1124)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 window707
Merge commits removed−2
CI / dependency bots removed−12
Considered693

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 →OpenAI Codex commitsBrowse repositories with detected OpenAI Codex 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 roboflow/rf-detr

Scan another repository

Try