Pulse
2026-09-18-v3.0
Dataset
2026-09-18-v3.0
Ruleset
b2e8889c66f7
Scanned
2026-09-16
Window
February–September 15, 2026
Local to this browser

01Result

HKUDS/Vibe-Trading ↗

HKUDS/Vibe-Trading AI coding statistics: 3.6%

of 1,654 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
3.6% agent · top contributor 23.7%23 contributors
org-wide

Adoption is broad. Many contributors are committing agent-authored work, which is what a real organisational rollout looks like.

59
agent commits
1,595
other considered commits
23
agent contributors
23.7%
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

59assisted
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. Across the whole index, 96% of agent commits are assisted.

Agent share by month

Agent-attributed commit share by month
MonthAgent shareConsidered commits
2026-040%85
2026-054%124
2026-061.7%173
2026-073.8%502
2026-081.8%564
2026-0910.7%206

Peak month: 10.7%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
Claude CodeAnthropic533.2%
Cursor AgentAnysphere40.2%
GitHub CopilotGitHub20.1%

03Evidence

Inspect the matches

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

Matched commit samples

  • 22bd63a2 on GitHubfix(toss): page CLOSED order history to completion, fail loud past the capClaude Code
  • 03972104 on GitHubfix(toss): match the real /orders and /holdings schemas from the specClaude Code
  • 0b8c6bfc on GitHubfix(toss): correct the read paths, response envelope, and candle param on Claude Code
  • c8688f56 on GitHubfix(api): return empty Response for scheduled-runs DELETE 204Cursor Agent
  • e9f79ca5 on GitHubfix(runtime): eToro SDK connector UI parityCursor Agent
  • 187ca273 on GitHubfix(etoro): add runtime verify envelope to check_statusCursor Agent
  • ced2108c on GitHubfix: support IBKR public MCP OAuthGitHub Copilot
  • d77f6b33 on GitHubfeat: publish pre-built image to GHCR on release (closes #183) (#1) (#187)GitHub 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 window2,262
Merge commits removed−572
CI / dependency bots removed−36
Considered1,654

Bots are excluded from the denominator entirely. Agent attribution requires a literal supported signature; no code-style inference is used.

05Provenance

Pinned to a source state

This observation names the repository state, release, and detector that produced it. Use these identifiers when reproducing or citing the result.

Dataset release
2026-09-18-v3.0
Scan date
2026-09-16
Ruleset
sha256:b2e8889c66f72c18a61839f0bf1a9f77b5481ba2def044dba33c797b2f2bdcae
Canonical repository
HKUDS/Vibe-Trading
Default branch
main
Resolved HEAD
269d8ce3d1b9ba80c4306585b813cb58520dca9a ↗
Resolved
2026-09-16
Measurement window
February–September 15, 2026
Download observation JSONDeterministic export · same values as this page

06Peer context

Position among comparable repositories

The cohort uses the same release and measurement window, then narrows to the repository’s ecosystem and removes low-activity observations.

CohortPython · 247 eligible repositories · at least 100 considered commits2026-09-18-v3.0 · February–September 15, 2026 · 145 of 392 ecosystem repositories excluded
Agent-commit share position37th percentile

Midrank percentile; equal shares split the tied positions.

Repository
3.6%
Cohort median
6.3%
Share rank
154 / 247
0th50th100th

Percentile = (repositories below + half of 3 tied repositories) ÷ 247.

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 →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 HKUDS/Vibe-Trading

Scan another repository

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