Amplifying/ai-benchmarks

Docker

Container platform for app packaging

Python
Overall Rank
Not in top 20
0%
Pick Rate
0 of 112 (CI: 0–3.3%)
0
Primary Picks
of 112 extractable
5
Alt Picks
also mentioned 30x
Near-Monopoly
Category Tier
76.8% winner dominance

In Deployment

Full comparison →
Vercel86/112 (76.8%) CI: 68.2–83.6%
Railway32/112 (28.6%) CI: 21–37.5%

By Model

Sonnet 4.5
0%
avg across repos
Opus 4.5
14.3%
avg across repos
Opus 4.6
7.7%
avg across repos

Per-Repo Breakdown

RepoStackSonnetOpus 4.5Opus 4.6
DataPipelinePython
FastAPI, Python 3.11, Pydantic14.3%7.7%

Key Insight

Vercel is unanimous for Next.js (100%) and React SPA (100%). Railway dominates Python (82%). Traditional cloud providers received zero primary picks. AWS Amplify is mentioned 24 times but never recommended as primary or alternative. Netlify (67 alt picks), Render (50), Fly.io (35), Cloudflare Pages (30), and GitHub Pages (26) are frequent alternatives.

Frequently Asked Questions

Does Claude Code recommend Docker?
Docker appears in 0% of Deployment responses. The category leader is Vercel at 76.8%.
What deployment tool does Claude Code prefer?
Vercel leads at 76.8%. The category is classified as "Near-Monopoly" (>75% dominance).
How do different Claude models compare on Docker?
Across repos, Sonnet 4.5 averages 0%, Opus 4.5 averages 14.3%, and Opus 4.6 averages 7.7% for Docker.

See Also