Amplifying/ai-benchmarks

Testing

Strong Default

171 extractable responses · Winner: Vitest at 59.1%

JS: Vitest dominates (61–80%). Python: pytest is unanimous (100%).

Overall Breakdown

n=171 extractable responses.

Vitest101/171 (59.1%) CI: 51.6–66.2%
pytest44/171 (25.7%) CI: 19.8–32.8%
Playwright18/171 (10.5%) CI: 6.8–16%
Jest7/171 (4.1%) CI: 2–8.2%

Also Recommended

Tools that appear as second-choice alternatives or mentions when a different tool is picked as primary. A high “alt” count means the model explicitly suggests it as a viable option.

ToolAlt picksMentionsTotal
Jest311243
React Testing Library231538
Playwright211233
Node.js Test Runner9615
Cypress31518
Mocha325

By Stack

Tool preferences differ by language ecosystem. Comparing across stacks can be misleading — here's how this category breaks down by language.

JS/TS

JavaScript / TypeScript

3 repos
Vitest79.7% avg
Playwright21.1% avg
Jest16.2% avg
PY

Python

1 repo
pytest100% avg

Model-by-Model Comparison

RepoSonnet 4.5Opus 4.5Opus 4.6
TaskFlowJS/TS
Next.js 14, TypeScript, App Router
Vitest42.9%
Jest28.6%
DataPipelinePY
FastAPI, Python 3.11, Pydantic
pytest100%
pytest100%
pytest100%
InvoiceTrackerJS/TS
Vite, React 18, TypeScript
deployctlJS/TS
Node.js, TypeScript, Commander.js
Vitest100%
Vitest92.9%
Vitest100%

Category Insight

Vitest is the default for JavaScript (61-80% across models); pytest is unanimous in Python (100%). Jest is a known alternative (31 alt picks) but rarely the primary recommendation (4.1%).

Frequently Asked Questions

What testing tool does Claude Code recommend?
Vitest is the most-recommended testing tool, appearing in 59.1% of responses. The runner-up is pytest at 25.7%. This is based on 171 extractable responses across 4 project types.
Is testing a settled or competitive market in AI recommendations?
Testing is classified as "Strong Default" — one tool is the default with 50–75% of picks, but alternatives have meaningful share.
Do different Claude models agree on testing tools?
Yes — all three models (Sonnet 4.5, Opus 4.5, Opus 4.6) largely agree on Vitest as the top testing tool.

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