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股多Agent投研框架 — 适配A股数据源(龙虎榜/游资/解禁等)，7位分析师基于A股规则的辩论决策，基于TradingAgents深度改造，适配大A。A-share multi-agent investment research framework — 7 AI analysts, bull/bear debate, risk assessment。

01Result

simonlin1212/TradingAgents-astock ↗

simonlin1212/TradingAgents-astock AI coding statistics: 5.2%

of 97 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
Too little recent activity to publish. Only 97 commits landed in this window, so the percentage is noisy. Repositories below 100 are excluded from the index for this reason.
5.2% agent · top contributor 40%4 contributors
team

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

5
agent commits
92
other considered commits
4
agent contributors
40%
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

5assisted
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
2026-050%22
2026-0610%10
2026-070%34
2026-084.8%21
2026-0930%10

Peak month: 30%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
Claude CodeAnthropic44.1%
OpenAI CodexOpenAI11%

03Evidence

Inspect the matches

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

Matched commit samples

  • f1bd10f9 on GitHubchore: release v0.5.17 — LLM 配置持久化落到 ~/.tradingagents 并修订阅覆盖的恢复（#96 补修）Claude Code
  • 4b9d16f1 on GitHubchore: release v0.5.16Claude Code
  • dc737a09 on GitHubfix: 只传部分 config 时 TradingAgentsGraph 直接 KeyError（#101）Claude Code
  • 7f4431fd on GitHubfix(web): stabilize Chinese PDF export (#56)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 window102
Merge commits removed−5
CI / dependency bots removed−0
Considered97

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 simonlin1212/TradingAgents-astock

Scan another repository

Try