Pulse
2026-09-18-v3.0
Dataset
2026-09-18-v3.0
Ruleset
b2e8889c66f7
Scanned
2026-09-16
Window
February–September 15, 2026
Local to this browser

01Result

ggml-org/llama.cpp ↗

ggml-org/llama.cpp AI coding statistics: 0.9%

of 3,092 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
0.9% agent · top contributor 10.7%22 contributors
org-wide

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

28
agent commits
3,064
other considered commits
22
agent contributors
10.7%
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

28assisted
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. Across the whole index, 96% of agent commits are assisted.

Agent share by month

Agent-attributed commit share by month
MonthAgent shareConsidered commits
2026-020.7%283
2026-031.7%424
2026-040.5%388
2026-051.1%450
2026-060.7%408
2026-070.8%364
2026-080.8%513
2026-090.8%262

Peak month: 1.7%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
Claude CodeAnthropic220.7%
GitHub CopilotGitHub50.2%
Other / generic agentVarious10%

03Evidence

Inspect the matches

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

Matched commit samples

  • 76098465 on GitHubrpc : hash-cache only weights (#28789)Claude Code
  • 9a757058 on GitHubconvert : write explicit recurrent_layers for Qwen3-Next / Qwen3.5 (#28208Claude Code
  • ad1de39e on GitHubmodel: add Kimi-K3 text model (#26185)Claude Code
  • aee56b3a on GitHubOpenVINO: Qwen3.5, memory optimization, and test-recurrent-state-rollback GitHub Copilot
  • ef9c13d4 on GitHubui: New Logo + Navigation cleanup & Mobile UI/UX improvements (#24897)GitHub Copilot
  • 890f1a27 on GitHubopenvino: OV 2026.2, context-shift, Q5_1 support, gemma4 dense/embedding, GitHub Copilot
  • ed483789 on GitHubcommon : fix improper trimming in XML parser on complete message (#19805)Other / generic 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 window3,092
Merge commits removed−0
CI / dependency bots removed−0
Considered3,092

Bots are excluded from the denominator entirely. Agent attribution requires a literal supported signature; no code-style inference is used.

05Provenance

Pinned to a source state

This observation names the repository state, release, and detector that produced it. Use these identifiers when reproducing or citing the result.

Dataset release
2026-09-18-v3.0
Scan date
2026-09-16
Ruleset
sha256:b2e8889c66f72c18a61839f0bf1a9f77b5481ba2def044dba33c797b2f2bdcae
Canonical repository
ggml-org/llama.cpp
Default branch
master
Resolved HEAD
83078fec0db82d6b5a00d9599062c38c39145755 ↗
Resolved
2026-09-16
Measurement window
February–September 15, 2026
Download observation JSONDeterministic export · same values as this page

06Peer context

Position among comparable repositories

The cohort uses the same release and measurement window, then narrows to the repository’s ecosystem and removes low-activity observations.

CohortC/C++ · 127 eligible repositories · at least 100 considered commits2026-09-18-v3.0 · February–September 15, 2026 · 51 of 178 ecosystem repositories excluded
Agent-commit share position60th percentile

Midrank percentile; equal shares split the tied positions.

Repository
0.9%
Cohort median
0.4%
Share rank
50 / 127
0th50th100th

Percentile = (repositories below + half of 4 tied repositories) ÷ 127.

Continue exploring

Claude Code commitsBrowse repositories with detected Claude Code signatures →GitHub Copilot commitsBrowse repositories with detected GitHub Copilot signatures →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/llama.cpp

Scan another repository

Try