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SWE-Bench Verifiedofficial site ↗

37 models scored · metric: resolved. Prices are the cheapest listed across all serving providers. Cost/run and Pts/$ are priced for the agentic token profile — tool loops re-send a growing transcript and think between calls.

A benchmark is priced for the workload it exercises, not a fixed input:output blend: an agent loop and a single hard question bill very differently on the same rate card. Profile: 12k in · 2k out · 3k reasoning · 70% cache hit · 32k context.

Scores are facts as publicly reported by labs (see report links below and on each model page) and aggregated via models.dev. SWE-Bench Verified is maintained by its own project — Model Pulse is not affiliated with or endorsed by it.

Best value · top 5 by pts per dollar · agentic profile
  1. 1.DeepSeek V4 Flash132,151
  2. 2.Laguna XS 2.160,289
  3. 3.Hy341,053
  4. 4.Hy3 preview39,158
  5. 5.Nemotron 3 Ultra 550B A55B37,606
37 models
#
🥇Claude Opus 5anthropic
96
$5$25$0.1586061M
🥈Claude Fable 5anthropic
95
$3$18.50$0.1118541M
🥉Claude Opus 4.8anthropic
88.6
$0.425$2.13$0.0165,3731.05M
4Claude Sonnet 5anthropic
85.2
$1.44$7.20$0.0561,5251M
5DeepSeek V4 Prodeepseek
80.6
$0.35$0.80.592¢13,6261.05M
6MiniMax-M3minimax
80.5
$0.225$0.90.609¢13,2121.05M
7Qwen3.7 Maxalibaba
80.4
$0.825$2.48$0.0184,4131.06M
8Kimi K2.6moonshotai
80.2
$0.275$1.100.930¢8,628262K
9MiniMax-M2.7minimax
79.9
$0.08$0.320.217¢36,739262K
10DeepSeek V4 Flashdeepseek
79
$0.035$0.070.060¢132,1511.05M
11MiMo-V2.5-Proxiaomi
78.9
$0.4$0.80.619¢12,7561.05M
12Hy3tencent
78
$0.066$0.260.190¢41,053262K
13Mistral Medium 3.5mistral
77.6
$1.50$7.50$0.0471,656262K
14Mistral Medium (latest)mistral
77.6
$0.4$2$0.0165,000262K
15Qwen3.6 27Balibaba
77.2
$0.2$1.500.892¢8,659262K
16Step 3.7 Flashstepfun
76.5
$0.185$1.110.686¢11,152262K
17Qwen3.5 397B-A17Balibaba
76.4
$0.172$1.030.638¢11,979262K
18Muse Glimmer 30Bmeta
76
$0.2$0.80.550¢13,818131K
19MiniMax-M2.5minimax
75.8
$0.22$0.880.744¢10,194229K
20Step 3.5 Flashstepfun
74.4
$0.09$0.30.215¢34,540262K

Score reports: anthropic.com · benchlm.ai · anthropic.com · huggingface.co · minimax.io · qwen.ai — full source URLs are linked on each model page.

Cheapest scorer: DeepSeek V4 Flash at $0.035 input /M.