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.

This custom component for Home Assistant will add crucial features to your climate-controlling TRV (Thermostatic Radiator Valves) to save you the work of creating automations to make it smart. It combines a room-temperature sensor, window/door sensors, weather forecasts, or an ambient temperature probe to decide when it should call for heat and automatically calibrate your TRVs to fix the imprecise measurements taken in the radiator's vicinity.

01Result

KartoffelToby/better_thermostat ↗

KartoffelToby/better_thermostat AI coding statistics: 2.3%

of 389 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate

2.3% agent · top contributor 44.4%4 contributors

team

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

agent commits

380

other considered commits

agent contributors

44.4%

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

9assisted

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: 3.4%. Bars are scaled to that peak, not to 100%.

Which agents

Agent	Vendor	Commits	Share
Claude Code	Anthropic	9	2.3%

03Evidence

Inspect the matches

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

Matched commit samples

5b4496de on GitHub1.9.0 (#2070)Claude Code
8cbf7b1d on GitHubfix(blueprints): do not resume while another pause switch is still onClaude Code
6d49e568 on GitHubfix(blueprints): evaluate every selected presence and pause entityClaude 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 window	445
Merge commits removed	−55
CI / dependency bots removed	−1
Considered	389

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 KartoffelToby/better_thermostat

Scan another repository

Try

Month	Agent share	Considered commits
2026-02	1.4%	71
2026-03	0%	12
2026-04	0%	5
2026-05	0%	18
2026-06	3.4%	59
2026-07	1.7%	58
2026-08	3%	166