Methodology

Scores out of 100. Scores are evidence-based and use official pricing pages, docs, licenses and public adoption signals (GitHub stars, release cadence), last verified October 15, 2026. We have not run hands-on tests yet, so "Output quality" reflects public evidence for now. Every tool page shows its breakdown and rationale.

• Fit for the use case25
• Vibe-coder friendliness15
• Output quality & reliability15
• Pricing & free tier15
• Ecosystem & integrations10
• Momentum10
• Code ownership & lock-in10