Coding & Dev
Whole subtree ・ 0 votes
This is the combined evaluation of votes for Coding, AI IDEs & Autocomplete, App Builders, and Web Development.
A hub for developer-facing AI tools — coding agents, IDE autocomplete, no-code app builders, and web development. Drill into the subcategories to see how each performs in real projects.
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Rating criteria
※ Your tier is simply your own subjective judgment — that's fine. The following are rough guidelines when voting.
- SRecommendedExecutes tasks effortlessly.Produces the intended output with few prompts and turns.Excellent cost performance.Almost no hallucinations.
- AGoodExperienced users can accomplish most tasks.Eventually produces the intended output.Good cost performance.Few hallucinations.
- BAverageProduces the intended output only after many prompts and turns.Average cost performance.Errors and hallucinations occur.
- CSomewhat flawedFairly likely to never produce the intended output no matter how many turns you take.Frequent errors and hallucinations.
- ✗Nearly impossibleFails to produce the intended output in most cases.
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External benchmark composite (reference)
Papers, review sites, and hands-on media tests converted to tiers and averaged (as of 2026-10-16)
Simple average of per-source tiers (S=4 … C=1). Treat single-source tiers with caution (source count in parentheses).
Averaged from the subcategory benchmark tables and Arena tier tables, with tiers scored S=4 to C=1 (Coding (Arena), AI IDEs & Autocomplete, App Builders, Web Development (Arena)).
Sources:Arena (code)Stack Overflow Survey 2025G2CapterraCodeAnt 実測 (2026)BuilderProofG2Product HuntAqua Voice 実測 (2025)Digital Applied 比較 (2026)Arena (webdev)