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.

QuantMind is an open source agent-native knowledge extraction and retrieval framework for quantitative finance.

01Result

LLMQuant/quant-mind ↗

LLMQuant/quant-mind AI coding statistics: 47.1%

of 34 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
Too little recent activity to publish. Only 34 commits landed in this window, so the percentage is noisy. Repositories below 100 are excluded from the index for this reason.
47.1% agent · top contributor 93.8%2 contributors
individual

One person is driving this. The headline number reflects a single contributor's workflow, not a project-wide shift.

16
agent commits
18
other considered commits
2
agent contributors
93.8%
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

16assisted
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
2026-0475%4
2026-0550%2
2026-0744.4%27
2026-080%1

Peak month: 75%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
Claude CodeAnthropic1647.1%
OpenAI CodexOpenAI12.9%

03Evidence

Inspect the matches

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

Matched commit samples

  • 638d16a4 on GitHubdocs(positioning): agent-native narrative — canonical positioning page, REClaude Code
  • a061060e on GitHubrefactor(flows): wire the semantic shape through PaperFlow.build, rename tClaude Code
  • 1fdefdaa on GitHubchore(harness): add actions/stale workflow to auto-close inactive issues aClaude Code
  • a10eb2bb on GitHubfeat(mind): add PageIndex-style structure retrieval (#125)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 window34
Merge commits removed−0
CI / dependency bots removed−0
Considered34

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 →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 LLMQuant/quant-mind

Scan another repository

Try