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.

RamaLama is an open-source developer tool that simplifies the local serving of AI models from any source and facilitates their use for inference in production, all through the familiar language of containers.

01Result

containers/ramalama ↗

containers/ramalama AI coding statistics: 19.7%

of 299 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate

19.7% agent · top contributor 50.8%10 contributors

team

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

agent commits

240

other considered commits

agent contributors

50.8%

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.

Agent share by month

Peak month: 57.1%. Bars are scaled to that peak, not to 100%.

Which agents

Agent	Vendor	Commits	Share
Claude Code	Anthropic	46	15.4%
Cursor Agent	Anysphere	12	4%
Gemini CLI	Google	2	0.7%

03Evidence

Inspect the matches

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

Matched commit samples

5c02af83 on GitHubProxy host detection tooling to the host in toolbox environmentsClaude Code
da6f64bf on GitHubAdd CI job to run tests inside a Fedora toolboxClaude Code
059540a8 on GitHubSupport container engines via flatpak-spawn in toolbox environmentsClaude Code
306aad0e on GitHubrefactor: consolidate bind host formatting into host_utils (#2835)Cursor Agent
040fb4ad on GitHubtell users to install nvidia-container-toolkit when CDI is absentCursor Agent
e9ecde4c on GitHubfeat: add global --engine-args for podman/docker (discussion #2703) (#2728Cursor Agent
9c2c5d4a on GitHubAdd stack-image parameter for serve command when using llama-stack apiGemini CLI
99a49374 on GitHubUpdate install.shGemini CLI

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	758
Merge commits removed	−323
CI / dependency bots removed	−136
Considered	299

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 →Cursor Agent commitsBrowse repositories with detected Cursor Agent signatures →Gemini CLI commitsBrowse repositories with detected Gemini CLI 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 containers/ramalama

Scan another repository

Try

Month	Agent share	Considered commits
2026-02	6.8%	59
2026-03	6.1%	49
2026-04	12.2%	74
2026-05	20.6%	34
2026-06	52%	25
2026-07	44.1%	34
2026-08	23.5%	17
2026-09	57.1%	7