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.

A self-organizing Obsidian vault that gives AI coding agents persistent memory.

01Result

breferrari/obsidian-mind ↗

breferrari/obsidian-mind AI coding statistics: 83.1%

of 177 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
83.1% agent · top contributor 59.2%5 contributors
team

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

147
agent commits
30
other considered commits
5
agent contributors
59.2%
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

147assisted
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%6
2026-0345.5%22
2026-0498.5%65
2026-05100%5
2026-0666.7%3
2026-0789.6%48
2026-0885.2%27
2026-090%1

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

Which agents

AgentVendorCommitsShare
Claude CodeAnthropic14783.1%
OpenAI CodexOpenAI10.6%

03Evidence

Inspect the matches

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

Matched commit samples

  • 1d367af3 on GitHubfix: the markup refusal's recovery is a different shape, not the one that Claude Code
  • 3022877d on GitHubtest: wait for the signal, and never fail a passing test on cleanup (#236)Claude Code
  • bd452174 on GitHubfix: the first search waits out qmd's model download, and health round-triClaude Code
  • 137c36ff on GitHubfix: emit the session-end checklist as JSON on every agent (#194)OpenAI Codex

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 window207
Merge commits removed−6
CI / dependency bots removed−24
Considered177

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 →OpenAI Codex commitsBrowse repositories with detected OpenAI Codex signatures →TypeScript AI coding statisticsCompare evidence across TypeScript 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 breferrari/obsidian-mind

Scan another repository

Try