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.

TabICLv2: An open tabular foundation model

01Result

soda-inria/tabicl ↗

soda-inria/tabicl AI coding statistics: 8.1%

of 74 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
Too little recent activity to publish. Only 74 commits landed in this window, so the percentage is noisy. Repositories below 100 are excluded from the index for this reason.
8.1% agent · top contributor 50%4 contributors
team

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

6
agent commits
68
other considered commits
4
agent contributors
50%
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

6assisted
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%11
2026-032.7%37
2026-040%6
2026-050%1
2026-0620%5
2026-070%1
2026-0827.3%11
2026-0950%2

Peak month: 50%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
Claude CodeAnthropic34.1%
Cursor AgentAnysphere22.7%
GitHub CopilotGitHub11.4%

03Evidence

Inspect the matches

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

Matched commit samples

  • 8ac8ca8c on GitHubKeep one constant feature so all-constant X fits instead of raising (#150)Claude Code
  • bd030d47 on GitHubFix UnicodeEncodeError in fine-tuning tutorials on Windows (#141)Claude Code
  • b1604f82 on GitHubUse uv in to speed-up readthedocs (#57)Claude Code
  • 0dbff3ec on GitHubRespect cgroup memory limits when detecting available CPU memory (#152)Cursor Agent
  • 8f1aa209 on GitHubRefactor device handling to make it backend agnostic (#144)Cursor Agent
  • 8f665edb on GitHubn_threads is set to the maximum of n_logical_cores and n_jobs, rather thanGitHub 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 window78
Merge commits removed−4
CI / dependency bots removed−0
Considered74

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 →Cursor Agent commitsBrowse repositories with detected Cursor Agent 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 soda-inria/tabicl

Scan another repository

Try