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.

Open-source AI Trading OS, agent trading, and vibe trading, with Jev System One integration. Research, build Python strategies, backtest, and paper/live trade across crypto, stocks, and forex. Launch your own multi-tenant trading SaaS with built-in user management, billing, payments, and settlement.

01Result

OpenByteInc/QuantDinger ↗

OpenByteInc/QuantDinger AI coding statistics: 4.6%

of 392 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
4.6% agent · top contributor 50%6 contributors
team

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

18
agent commits
374
other considered commits
6
agent contributors
50%
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

18assisted
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%21
2026-030%21
2026-045.8%69
2026-0516.3%86
2026-060%50
2026-070%52
2026-080%33
2026-090%60

Peak month: 16.3%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
Cursor AgentAnysphere92.3%
Claude CodeAnthropic61.5%
GitHub CopilotGitHub30.8%

03Evidence

Inspect the matches

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

Matched commit samples

  • da8636cf on GitHubdocs(env): clarify PROXY_URL required for CCXT in Docker/CNCursor Agent
  • 6b779f2f on GitHubfix(config): default CCXT market data exchange to binanceCursor Agent
  • 4e8b2d78 on GitHubdocs: lightweight Docker quick start without full --buildCursor Agent
  • b3526125 on GitHubdocs: add QuantDinger feature usage logClaude Code
  • 160cc6c0 on GitHubfeat(broker): add Alpaca Markets adapter for US stocks, ETFs, and cryptoClaude Code
  • 93baa92c on GitHubci: update nginx config check to match template renameClaude Code
  • 9caa3aca on GitHubPotential fix for code scanning alert no. 253: Clear-text logging of sensiGitHub Copilot
  • ecce15b7 on GitHubPotential fix for pull request finding 'CodeQL / Information exposure throGitHub Copilot
  • fe105d11 on GitHubPotential fix for code scanning alert no. 254: Code injectionGitHub Copilot

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 window419
Merge commits removed−22
CI / dependency bots removed−5
Considered392

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 →GitHub Copilot commitsBrowse repositories with detected GitHub Copilot 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 OpenByteInc/QuantDinger

Scan another repository

Try