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.

Official git repository of Elmer FEM software

01Result

ElmerCSC/elmerfem ↗

ElmerCSC/elmerfem AI coding statistics: 1.6%

of 580 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
1.6% agent · top contributor 44.4%4 contributors
team

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

9
agent commits
571
other considered commits
4
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%23
2026-030%31
2026-040%66
2026-050%58
2026-063.1%127
2026-070%47
2026-083.3%122
2026-090.9%106

Peak month: 3.3%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
Claude CodeAnthropic91.6%

03Evidence

Inspect the matches

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

Matched commit samples

  • 13af4442 on GitHubAdd a transient IncompressibleNSVec test on p:2 b:1 with a slip-wall BC.Claude Code
  • 899b65d3 on GitHubAdvectionDiffusion: add regression tests for the migration and Soret termsClaude Code
  • 58ec84dc on GitHubAdvectionDiffusion: fix the Density scaling of the migration and Soret terClaude 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 window727
Merge commits removed−141
CI / dependency bots removed−6
Considered580

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 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 ElmerCSC/elmerfem

Scan another repository

Try