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.

Tensor library for machine learning

01Result

ggml-org/ggml ↗

ggml-org/ggml AI coding statistics: 1.5%

of 1,302 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
1.5% agent · top contributor 15.8%13 contributors
org-wide

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

19
agent commits
1,283
other considered commits
13
agent contributors
15.8%
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

19assisted
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%123
2026-033.8%159
2026-040.6%171
2026-052.7%187
2026-061.5%134
2026-070.5%185
2026-082%204
2026-090%139

Peak month: 3.8%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
Claude CodeAnthropic151.2%
GitHub CopilotGitHub40.3%

03Evidence

Inspect the matches

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

Matched commit samples

  • 4901e252 on GitHubvulkan: add TQ2_0 (ternary) support (llama/25850)Claude Code
  • dbe27be3 on GitHubExtended SYCL oneDNN SDPA to non-FP16 KV caches (Q4_0–Q8_0 and FP32) (#258Claude Code
  • ec1eb4f7 on GitHubSYCL: add oneMKL GEMM flash attention for XMX-accelerated prompt proc… (#2Claude Code
  • f8729a19 on GitHubOpenVINO: Qwen3.5, memory optimization, and test-recurrent-state-rollback GitHub Copilot
  • 2a701333 on GitHubopenvino: OV 2026.2, context-shift, Q5_1 support, gemma4 dense/embedding, GitHub Copilot
  • a2c8f043 on GitHubmmvq Optim: add MMVQ_PARAMETERS_TURING(mmvq_parameter_table_id) for … (#23GitHub 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 window1,302
Merge commits removed−0
CI / dependency bots removed−0
Considered1,302

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 →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 ggml-org/ggml

Scan another repository

Try