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.

Python trading framework with AI agents that actually place the trade. Backtest, paper and live trade on 12 brokers: stocks, options, futures, forex, crypto and prediction markets.

01Result

Lumiwealth/lumibot ↗

Lumiwealth/lumibot AI coding statistics: 6.6%

of 835 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate

6.6% agent · top contributor 100%1 contributor

individual

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

agent commits

780

other considered commits

agent contributors

100%

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

55assisted

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

Peak month: 44.4%. Bars are scaled to that peak, not to 100%.

Which agents

Agent	Vendor	Commits	Share
Claude Code	Anthropic	45	5.4%
Cursor Agent	Anysphere	10	1.2%

03Evidence

Inspect the matches

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

Matched commit samples

37469128 on GitHubfeat(agents): suppress LiteLLM cosmetic provider-lookup bannerClaude Code
76e9116f on GitHubchore(changelog): move LiteLLM entry from 4.5.3 to 4.5.4Claude Code
125cc947 on GitHubdocs(agents): note risk and drawdown discipline in base-prompt rundownClaude Code
e7a3eccb on GitHubHarden AI credit-spread close sides and one-position lock.Cursor Agent
785436df on GitHubHarden AI VWAP dip-buy prompt for fillable backtests.Cursor Agent
48bacc5d on GitHubAdd market_historical_prices batch history tool for AI agents.Cursor 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 window	1,080
Merge commits removed	−170
CI / dependency bots removed	−75
Considered	835

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 Lumiwealth/lumibot

Scan another repository

Try

Month	Agent share	Considered commits
2026-02	0%	66
2026-03	8.6%	58
2026-04	44.4%	90
2026-05	0%	242
2026-06	0%	97
2026-07	0%	121
2026-08	17.2%	58
2026-09	0%	103