- Dataset
- 2026-10-27-catalog-ai-v2
- Ruleset
- b2e8889c66f7
- Scanned
- 2026-10-27
- Window
- February–September 15, 2026
Ansible Playbook for setting up a Django app with Nginx, Gunicorn, PostgreSQL, Celery, RabbitMQ, Supervisor, Virtualenv, and Memcached. A Vagrantfile for provisioning a VirtualBox virtual machine is included as well.
01Result
YPCrumble/ansible-django-stack ↗YPCrumble/ansible-django-stack AI coding statistics: 100%
One person is driving this. The headline number reflects a single contributor's workflow, not a project-wide shift.
02Drivers
What shapes this result
Mode, timing, and detected signatures show whether the result reflects broad adoption or one concentrated workflow.
Assisted or autonomous
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.
Which agents
| Agent | Vendor | Commits | Share |
|---|---|---|---|
| Claude Code | Anthropic | 9 | 100% |
03Evidence
Inspect the matches
Public commit samples let you inspect the signatures behind the aggregate result.
Matched commit samples
04f97cd0on GitHubUpdate README to reflect that swap file creation is now enabled by defaultClaude Codec0ea6699on GitHubAdd TODO to simplify --break-system-packages once Python 3.10 is droppedClaude Codeeecafc0eon GitHubOnly pass --break-system-packages to pip when supportedClaude 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 | 10 |
| Merge commits removed | −1 |
| CI / dependency bots removed | −0 |
| Considered | 9 |
Bots are excluded from the denominator entirely. Agent attribution requires a literal supported signature; no code-style inference is used.
Continue exploring
Related coding-agent evidence
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 YPCrumble/ansible-django-stack