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.
| Rank | Model | SWE-bench Verified | Terminal-Bench | Quality | Reported by | Blended $/1M |
|---|---|---|---|---|---|---|
| #1 | Claude Opus 5Anthropic | 96.0 | 86.1 | 92.0 | Unstated / mixed | $10.00 |
| #2 | Claude Opus 4.8Anthropic | 88.6 | 84.6 | 87.0 | Unstated / mixed | $10.00 |
| #3 | Claude Sonnet 5Anthropic· non-default tier | 85.2 | 80.5 | 83.3 | Unstated / mixed | $4.00 |
| #4 | Nex-N2-ProNex AGI | 80.8 | 67.8 | 75.6 | Unstated / mixed | $1.00 |
| #5 | MiMo-V2-ProXiaomi | 78.0 | not published | 78.0 | Unstated / mixed | $1.50 |
| #6 | Mistral Medium 3.5Mistral | 77.6 | 50.6 | 66.8 | Unstated / mixed | $3.00 |
| #7 | Muse Glimmer 30BMeta | 76.0 | 51.7 | 66.3 | Vendor-reported | $0.637 |
| #8 | Recursive FlintRecursive | 74.2 | 54.9 | 66.5 | Unstated / mixed | $0.00 |
| #9 | Nemotron 3 Ultra 550BNVIDIA | 71.9 | not published | 71.9 | Unstated / mixed | $1.00 |
| #10 | Qwen3 Coder NextAlibaba | 70.6 | 38.2 | 57.6 | Unstated / mixed | $0.290 |
Frequently asked
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The hub and the methodThe Best LLMs by Benchmark ScoreThe Best Value LLMs per DollarThe Best LLMs by Context WindowThe Cheapest LLMs With a 1M-Token Context WindowThe Best LLMs on Terminal-Bench 2.1The Best LLMs on Terminal-Bench HardThe Best LLMs on GPQA DiamondThe Best LLMs for Tool Use on tau2-bench