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 firmware for Ingenic SoC IP cameras

01Result

themactep/thingino-firmware ↗

themactep/thingino-firmware AI coding statistics: 7.6%

of 2,435 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate

7.6% agent · top contributor 63.4%10 contributors

team

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

186

agent commits

2,249

other considered commits

agent contributors

63.4%

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

186assisted

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: 16.5%. Bars are scaled to that peak, not to 100%.

Which agents

Agent	Vendor	Commits	Share
GitHub Copilot	GitHub	119	4.9%
Claude Code	Anthropic	53	2.2%
Cursor Agent	Anysphere	14	0.6%

03Evidence

Inspect the matches

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

Matched commit samples

4d170cf8 on GitHubFix Raptor preview heartbeat fallbackGitHub Copilot
2e73ec11 on GitHubForce `thingino-mosquitto-20x` and `mosquitto` to C-only buildsGitHub Copilot
feaebb67 on GitHubReplace LED kernel prep scripts with shellGitHub Copilot
70a7e3be on GitHubtimps: silence shellcheck SC2012 in json-timelapse.cgiClaude Code
d20adcbf on GitHubtimps: shfmt-format timps-irprobe and json-timelapse.cgiClaude Code
b467eb35 on GitHubtimps-irprobe: nonce-stamp the illuminator failsafe watchdogClaude Code
87035dd6 on GitHubwebui/raptor: fix agent-era streamer page regressionsCursor Agent
56f9127f on GitHubthingino-agent: apply daynightd day/night on prudynt config importCursor Agent
d723c0a1 on GitHubthingino-agent: persist day/night via daynightd when presentCursor Agent

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	2,558
Merge commits removed	−106
CI / dependency bots removed	−17
Considered	2,435

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 →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 themactep/thingino-firmware

Scan another repository

Try

Month	Agent share	Considered commits
2026-02	0.5%	196
2026-03	11.8%	390
2026-04	14.1%	433
2026-05	6.2%	209
2026-06	0%	206
2026-07	7.9%	280
2026-08	4%	606
2026-09	16.5%	115