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SWE Marathonofficial site ↗

3 models scored · metric: resolve rate. Prices are the cheapest listed across all serving providers. Cost/run and Pts/$ are priced for the chat token profile — short turns, light history, little caching — an assistant in a product.

This benchmark has not been calibrated to a token profile, so the figures use the site default. Treat the ordering as indicative rather than tuned to SWE Marathon. Profile: 1.5k in · 500 out · 20% cache hit · 8k context.

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

Best value · top 3 by pts per dollar · chat profile
  1. 1.GLM-5.214,092
  2. 2.Kimi K36,340
  3. 3.Grok 4.55,142
3 models
#
🥇Kimi K3moonshotai
42
$2$80.662¢6,3401.05M
🥈Grok 4.5xai
29
$2$60.564¢5,1421M
🥉GLM-5.2zhipuai
13
$0.3$1.050.092¢14,0921.05M

Score reports: kimi.com · x.ai · z.ai — full source URLs are linked on each model page.

Cheapest scorer: GLM-5.2 at $0.3 input /M.