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（量化大脑）开源版是一款面向个人开发者与投研团队的 AI 原生多市场量化交易平台。深度集成微软 Qlib、RD-Agent 因子演化与 QuantBot全能工作台，提供从 300+ 维因子挖掘、13 种机器学习与深度学习模型工场、Qlib 高性能回测、截面批量推理、7x24 实时舆情情绪分析，到通达信深度联动（板块推送/预警雷达/闪电下单）与实盘模拟交易的完整闭环。支持 A股、港股、美股、期货及区块链。可免费商用，系统采用 Docker Compose 一键私有化部署，数据与模型完全本地化，保障策略隐私，功能零门槛无限制。

01Result

qusong0627/QuantMind ↗

qusong0627/QuantMind AI coding statistics: 13.1%

of 1,304 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
13.1% agent · top contributor 62.6%3 contributors
individual

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

171
agent commits
1,133
other considered commits
3
agent contributors
62.6%
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

171assisted
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
2026-0511.9%42
2026-066.2%113
2026-070%8
2026-0813%731
2026-0915.6%410

Peak month: 15.6%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
Claude CodeAnthropic15211.7%
Cursor AgentAnysphere191.5%

03Evidence

Inspect the matches

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

Matched commit samples

  • 29858744 on GitHubfix(training): sync only the requested factor_source on native AutoDL jobsClaude Code
  • 7ebeb54d on GitHubfix(training): trim native direct-read sync to last-3-years via --sinceClaude Code
  • baa4a187 on GitHubfix(training): inject QUANTDB_API_KEY into native direct-read data syncClaude Code
  • 3bcbff8d on GitHubfix simulation EOD startup and settlement watchdogCursor Agent
  • 25691ad4 on GitHubfix simulated trading execution safetyCursor Agent
  • 915226aa on GitHubfix(trading): import active-strategy helpers so /status does not 500Cursor 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 window1,328
Merge commits removed−24
CI / dependency bots removed−0
Considered1,304

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 →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 qusong0627/QuantMind

Scan another repository

Try