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.

MNN: A blazing-fast, lightweight inference engine battle-tested by Alibaba, powering high-performance on-device LLMs and Edge AI.

01Result

alibaba/MNN ↗

alibaba/MNN AI coding statistics: 2.3%

of 390 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
2.3% agent · top contributor 44.4%6 contributors
team

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

9
agent commits
381
other considered commits
6
agent contributors
44.4%
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

9assisted
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%24
2026-037.6%79
2026-040%33
2026-054.4%45
2026-062.2%46
2026-070%55
2026-080%69
2026-090%39

Peak month: 7.6%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
Claude CodeAnthropic92.3%

03Evidence

Inspect the matches

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

Matched commit samples

  • 0cfd2190 on GitHub[Android:Bugfix] Add missing diffusion_session and sana_session sources toClaude Code
  • 39be21c5 on GitHub[Infra:Feature] Add test_ci.sh and fix Vulkan/OpenCL op bugs (#4422)Claude Code
  • 42dc804a on GitHub[Converter:Bugfix] Fix Einsum 4D fast-path for non-aligned batch dims (#44Claude 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 window393
Merge commits removed−3
CI / dependency bots removed−0
Considered390

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 →C++ AI coding statisticsCompare evidence across C++ 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 alibaba/MNN

Scan another repository

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