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.

OpenSquilla — Token-Efficient AI Agent with same budget, higher intelligence density

01Result

TokenRhythm/opensquilla ↗

TokenRhythm/opensquilla AI coding statistics: 5.8%

of 1,482 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
5.8% agent · top contributor 34.9%15 contributors
org-wide

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

86
agent commits
1,396
other considered commits
15
agent contributors
34.9%
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

86assisted
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
2026-052.2%325
2026-0615.8%336
2026-072.9%414
2026-084.2%312
2026-091.1%95

Peak month: 15.8%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
Claude CodeAnthropic845.7%
OpenAI CodexOpenAI20.1%

03Evidence

Inspect the matches

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

Matched commit samples

  • 26d03a42 on GitHubfix: match sessions list --channel against the projected source fields (#1Claude Code
  • 8e118db9 on GitHubfix(cli): resolve the reset and mcp-server gateway instead of assuming it Claude Code
  • 44795256 on GitHubfix(webui): turn the Router off instead of surfacing router_provider_conflClaude Code
  • 258a1b42 on GitHubAlign managed sandbox elevation, Full Host propagation, and workspace sessOpenAI Codex
  • f8f474f8 on GitHubfix: align CodeTask with sandbox-off host access (#669)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 window1,508
Merge commits removed−25
CI / dependency bots removed−1
Considered1,482

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 TokenRhythm/opensquilla

Scan another repository

Try