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Best AI coding tools for editors and browser-based app building

Quick answer: Compare editor workflows while keeping model benchmarks in their proper scope.

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Model benchmarks

Model leaderboard

Model scores measure a specific task. They do not rank complete SaaS products.

Open interactive source
#ModelAvailable throughTasks resolved
01
gpt-6-astra [xhigh]OpenAI
Codex
74%±3%
02
gemini-3.8-flash [high]Google
Gemini CLI
74%±1%
03
claude-opus-5 [max]Anthropic
Claude Code
74%±4%
04
gpt-5.6-sol [max]OpenAI
Codex
73%±3%
05
claude-fable-5 [xhigh]Anthropic
Claude Code
70%±3%

Updated 3 Sep 2026 · 113 tasks · Higher is better

Source snapshot

Benchmark charts

Datacurve · 2026-09-03

Score

Tasks resolved

gpt-6-astra [xhigh]OpenAI
74% ±3%
gemini-3.8-flash [high]Google
74% ±1%
claude-opus-5 [max]Anthropic
74% ±4%
gpt-5.6-sol [max]OpenAI
73% ±3%
claude-fable-5 [xhigh]Anthropic
70% ±3%

Cost / efficiency

Comparable figures reported by the publisher

gpt-6-astra [xhigh]OpenAI
$6.52 avg
gemini-3.8-flash [high]Google
$2.36 avg
claude-opus-5 [max]Anthropic
$11.84 avg
gpt-5.6-sol [max]OpenAI
$6.46 avg
claude-fable-5 [xhigh]Anthropic
$13.41 avg

Model access and apps

Available through

Model scores measure a specific task. They do not rank complete SaaS products.

Products
gpt-6-astra [xhigh]OpenAI
Codex
gemini-3.8-flash [high]Google
Gemini CLI
claude-opus-5 [max]Anthropic
Claude Code
gpt-5.6-sol [max]OpenAI
Codex
claude-fable-5 [xhigh]Anthropic
Claude Code

See every source

2 sources

Methodology
05LIVE

BigCodeBench

Practical coding task completion

Pass rateLibrary coverageModel capability
Source
BigCode project
Checked
2025-02-04
08LIVE

DeepSWE

Long-horizon engineering task success

113 original tasks91 repositoriesConfidence intervals
Source
Datacurve
Checked
2026-09-03

TapToMarket did not run these tools or benchmarks. We organize external evidence and state where it applies.