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.

Open Machine Learning Compiler Framework

01Result

apache/tvm ↗

apache/tvm AI coding statistics: 2.9%

of 856 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
2.9% agent · top contributor 12%18 contributors
org-wide

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

25
agent commits
831
other considered commits
18
agent contributors
12%
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

25assisted
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
2026-020.9%117
2026-035.8%69
2026-043.9%128
2026-052.2%91
2026-062%196
2026-070%91
2026-085.3%94
2026-095.7%70

Peak month: 5.8%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
Claude CodeAnthropic131.5%
Gemini CLIGoogle111.3%
GitHub CopilotGitHub20.2%

03Evidence

Inspect the matches

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

Matched commit samples

  • f986a663 on GitHub[Fix][Relax][Frontend][Torch] Keep zero-sized dims when reshaping (#20255)Claude Code
  • fc013fd5 on GitHub[Fix][Relax][Frontend][Torch] Emit int64 indices for sort and argsort (#20Claude Code
  • e4e489b7 on GitHub[TOPI] Use branchless boundary index for reflect/replicate pad (#19928)Claude Code
  • 99e1c2cd on GitHub[Relax][Test] Cover default GPU pipeline scheduling for R.power/elementwisGemini CLI
  • 27406a91 on GitHub[Web] Destroy GPUDevice once on buffer creation error (#19790)Gemini CLI
  • 949be814 on GitHub[Docs] Modernize test-gating documentation (#19788)Gemini CLI
  • dcbebe7b on GitHub[Relax][Frontend][TFLite] Add UNIDIRECTIONAL_SEQUENCE_RNN converter (#1960GitHub Copilot
  • 3788e99b on GitHub[Relax][PyTorch] Add torch.cond support to ExportedProgram frontend (#1890GitHub 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 window857
Merge commits removed−0
CI / dependency bots removed−1
Considered856

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 →Gemini CLI commitsBrowse repositories with detected Gemini CLI 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 apache/tvm

Scan another repository

Try