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The Best LLMs on SWE-bench Verified

Which model solves the most SWE-bench Verified issues?

Only 10 of the 155 buyable models publish a SWE-bench Verified number at all. The other 145 are named in full below, with whatever they publish instead.

Method: Published SWE-bench Verified pass@1, descending, exactly as reported. Every figure here comes from the provider's own announcement, because no independent lab publishes this suite across the catalogue. Pricing as of October 2026. 1 row below carries a score measured at a non-default reasoning tier and is marked as such; every affected model is named on the hub. Read the full method.

RankModelSWE-bench VerifiedTerminal-BenchQualityReported byBlended $/1M
#1Claude Opus 5Anthropic96.086.192.0Unstated / mixed$10.00
#2Claude Opus 4.8Anthropic88.684.687.0Unstated / mixed$10.00
#3Claude Sonnet 5Anthropic· non-default tier85.280.583.3Unstated / mixed$4.00
#4Nex-N2-ProNex AGI80.867.875.6Unstated / mixed$1.00
#5MiMo-V2-ProXiaomi78.0not published78.0Unstated / mixed$1.50
#6Mistral Medium 3.5Mistral77.650.666.8Unstated / mixed$3.00
#7Muse Glimmer 30BMeta76.051.766.3Vendor-reported$0.637
#8Recursive FlintRecursive74.254.966.5Unstated / mixed$0.00
#9Nemotron 3 Ultra 550BNVIDIA71.9not published71.9Unstated / mixed$1.00
#10Qwen3 Coder NextAlibaba70.638.257.6Unstated / mixed$0.290

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