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.

Claude Code for Financial Market

01Result

ginlix-ai/LangAlpha ↗

ginlix-ai/LangAlpha AI coding statistics: 1.5%

of 1,788 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
1.5% agent · top contributor 88.5%3 contributors
individual

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

26
agent commits
1,762
other considered commits
3
agent contributors
88.5%
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

26assisted
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
2026-010%1
2026-020%364
2026-034.2%520
2026-042.4%166
2026-050%41
2026-060%42
2026-070%252
2026-080%243
2026-090%159

Peak month: 4.2%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
Claude CodeAnthropic261.5%

03Evidence

Inspect the matches

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

Matched commit samples

  • 496e3e3e on GitHubfix(web): prevent ChatView crash from non-array todo_update payloads (#153Claude Code
  • 310efd84 on GitHubfeat(tests): instrument hot path tests with session metrics (#141)Claude Code
  • 9ca4a6d1 on GitHubfix: prevent burst slot leaks causing false 429 errors (#132)Claude Code

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 window1,976
Merge commits removed−188
CI / dependency bots removed−0
Considered1,788

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 →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 ginlix-ai/LangAlpha

Scan another repository

Try