Best AI models for agents for a 32GB Mac
A leaderboard of the best AI models for agents for a Mac with 32GB of memory. The best one that runs on it right now is Qwen3.8 27B, followed by Muse Glimmer 30B and Qwen3.6 27B. Models are ranked on agent tests like SWE-bench and Terminal-Bench, where they use tools, write code and work in a terminal. Models that run on it show the download that fits and the command to run it.
279 models · scores combine 76 benchmarks · updated how it works · find a leaderboard · benchmark your machine
Scores use reviewed agent tasks evaluations only. Compare scores within this task. Models without task measurements are excluded.
Models for 32GB RAM · Apple Silicon → ~21GB fast · reset
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Score vs API price
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● open weights ◆ API only ─┘ best score for the price · x: USD per 1M tokens, 3 input : 1 output (log)
| # | model | task score↓ | where↓ | speed↓ | sources |
|---|
| # | model | task score↓ | where↓ | speed↓ | sources |
|---|---|---|---|---|---|
| 1 |  Claude Opus 5.5 | 88±1 | api $8.00/M |     | |
| 2 | Claude Sonnet 5.5 | 86±1 | api $4.00/M | | |
| 3 | Claude Fable 5.1 | 85±1 | api $20.00/M | | |
| 4 |  GPT-6.1 Sol | 85±1* | api $4.00/M | | |
| 5 | GPT-6 Astra | 84±1 | api $20.00/M |  | |
| 6 | Claude Opus 5 | 83±1 | api $10.00/M | +3 | |
| 7 | GPT-6 Sol | 83±1 | api $4.00/M | | |
| 8 | Claude Fable 5 | 82±1 | api $20.00/M | | |
| 9 |  Gemini 4 Argon (limited preview) | 81±2* | limited preview |  | |
| 10 | Claude Mythos Preview (limited preview) | 81±2† | limited preview | | |
| 11 | GPT-5.6 Sol | 80±1 | api $8.00/M | +4 | |
| 12 |  DeepSeek V4.1 Flash | 79±1 | api $0.26/M |  | |
| 13 | Claude Haiku 5.5 | 79±1† | api $0.20/M | | |
| 14 |  GLM-5.3 | 79±1* | api $2.15/M | | |
| 15 | GPT-5.5 Pro | 79±3*† | api $67.50/M | | |
| 16 | GPT-5.4 Pro | 79±3*† | api $67.50/M | | |
| 17 |  MiMo-V2.6-Pro | 78±2 | api $0.54/M | | |
| 18 |  Qwen3.8 Max (2.4T-A95B) | 77±2 | api $3.00/M | | |
| 19 | Claude Opus 4.8 | 77±1 | api $10.00/M | +3 | |
| 20 |  Grok 4.7 | 77±2* | api $3.00/M | | |
| 21 |  Hy4 preview (770B-A49B) | 77±2 | api $1.25/M | | |
| 22 | Qwen3.8 Max (0902) | 76±2* | api $3.00/M | | |
| 23 |  Kimi K3 | 76±1 | api $6.00/M | | |
| 24 | GLM-5.3-Flash | 76±1 | api $0.24/M | | |
| 25 | GPT-5.5 | 76±1 | api $11.25/M | +6 | |
| 26 | GPT-5.6 Terra | 76±1 | api $4.50/M | | |
| 27 | Gemini 3.8 Flash | 75±1 | api $1.50/M |  +1 | |
| 28 | MiMo-V2.6-Flash (309B-A15B) | 75±2 | api $0.17/M | | |
| 29 |  Muse Spark 1.3 | 75±1 | api $2.00/M | | |
| 30 | Grok 4.6 | 74±1 | api $3.00/M | | |
| 31 | DeepSeek V4 Pro (0813) | 74±1 | api $1.63/M | | |
| 33 | GPT-5.4 | 74±1 | api $5.63/M | +4 | |
| 34 | Claude Opus 4.7 | 74±2 | api $10.00/M |  +1 | |
| 35 | GPT-6 Luna | 74±1 | api $0.20/M | | |
| 36 | Claude Sonnet 5 | 74±1 | api $4.00/M | | |
| 37 | GPT-5.6 Luna | 74±1 | api $0.45/M | | |
| 38 | Grok 4.5 | 73±1 | api $3.00/M | | |
| 40 | GLM-5.2 | 73±1 | api $2.15/M | +3 | |
| 42 | Gemini 3.7 Flash | 72±1 | api $1.50/M | | |
| 43 | Qwen3.8-Omni-Flash | 72±3† | api $0.23/M |  | |
| 44 | DeepSeek V4 Flash (0731) | 71±2 | api $0.11/M | | |
| 45 | Claude Sonnet 4.6 | 71±1 | api $6.00/M | +1 | |
| 46 | Qwen3.8 27B · 4-bit | 71±1 | local | | |
| 47 | GPT-5.3-Codex | 71±2 | api $4.81/M | | |
| 48 | Claude Opus 4.6 | 70±1 | api $10.00/M | +6 | |
| 49 | Hunyuan Hy3 (295B-A21B) | 70±1 | api $0.23/M | | |
| 50 | Gemini 3.5 Flash | 70±3 | api $3.38/M | | |
| 51 | Muse Spark 1.2 | 69±2* | api $2.00/M | | |
| 52 | Muse Spark 1.1 | 69±2* | api $2.00/M | | |
| 53 | Kimi K2.6 | 68±1 | api $1.71/M | +2 | |
| 54 | Qwen3.7 Max | 68±2 | api $3.75/M | | |
| 55 | Claude Opus 4.5 | 68±1 | api $10.00/M | +4 | |
| 56 | GLM-5.1 | 67±1 | api $2.15/M | +5 | |
| 58 |  MiniMax-M3 | 67±2 | api $0.48/M | | |
| 59 | GPT-5.2 | 67±1 | api $4.81/M | +6 | |
| 60 | Gemini 3.1 Pro (Preview) | 66±1 | api $4.50/M | +4 | |
| 61 | Qwen3.7 Plus | 66±2 | api $0.70/M | | |
| 62 | GPT-5.4 mini | 66±2 | api $1.69/M | | |
| 64 |  Mistral Large 4 (public preview) | 66±2* | api $2.06/M | | |
| 66 | MiMo-V2.5 (310B-A15B) | 65±2 | api $0.21/M | | |
| 68 | Qwen3.5 397B-A17B | 65±1 | api $1.09/M | | |
| 70 | Qwen3.6 Max Preview | 65±5* | api $2.92/M | | |
| 72 | Muse Glimmer 30B · 4-bit | 65±2 | local | | |
| 73 | Gemini 3.6 Flash | 64±2 | api $1.50/M | | |
| 74 |  LongCat 2.0 (1.6T-A48B) | 64±6* | api $1.30/M | | |
| 75 | GLM-5 | 64±1 | api $1.55/M | +1 | |
| 76 | Qwen3.6 27B · 4-bit | 64±1 | local | | |
| 77 | GPT-5 Pro | 64±5*† | api $41.25/M | | |
| 78 | MiMo-V2.5-Pro (1T-A42B) | 64±1 | api $0.65/M | | |
| 80 |  Inkling Small (266B-A12B) | 64±2 | api $0.64/M | | |
| 81 | MiniMax-M2.7 | 64±2 | api $0.53/M | | |
| 82 | Gemini 3 Flash (Preview) | 64±2 | api $1.13/M | | |
| 83 | Inkling (975B-A41B) | 63±2 | api $1.73/M | | |
| 84 |  Step 3.5 Flash (196B-A11B) | 63±2† | api $0.15/M | | |
| 85 | GPT-5 | 63±2 | api $3.44/M | +2 | |
| 87 |  Nemotron 3 Ultra 550B-A55B | 63±2† | api $1.35/M | | |
| 89 | Qwen3.5 27B · 4-bit | 62±1 | local | | |
| 90 | Qwen3.5 122B-A10B | 62±2 | api $1.10/M | | |
| 92 | Kimi K2.5 | 62±1 | api $1.20/M | +2 | |
| 93 | Qwen3.6 35B-A3B | 61±1 | api $0.31/M | | |
| 94 | Claude Sonnet 4.5 | 61±1 | api $6.00/M | +3 | |
| 95 | GLM-4.7 | 61±1† | api $1.00/M | | |
| 96 | GPT-5.4 nano | 61±2 | api $0.46/M | | |
| 97 | GPT-5.1 | 61±2 | api $3.44/M | | |
| 99 |  Nova 2 Pro (Preview) | 60±8*† | api $3.78/M | | |
| 100 | Qwen3.5 35B-A3B | 60±1 | api $0.35/M | | |
| 103 |  SmolLM3 3B · 8-bit | 59±11*† | local | | |
| 105 | DeepSeek V3.2 | 59±2 | api $0.29/M | | |
| 106 | MiniMax-M2.5 | 59±2 | api $0.53/M | | |
| 109 | Mistral Medium 3.5 (128B) | 58±2 | api $3.00/M | | |
| 110 | MiniMax-M2 | 58±2 | api $0.53/M | | |
| 111 | Qwen3.5 Plus | 58±4* | api $0.90/M | | |
| 112 | Grok 4.20 (0309 reasoning) | 58±6* | api $1.56/M | | |
| 114 |  Gemma 4 31B · 4-bit | 57±1 | local | +4 | |
| 115 | Grok 4.3 | 57±3 | api $1.56/M | | |
| 116 | GLM-4.6 | 57±1 | api $1.00/M | | |
| 117 | Grok 4.1 Fast (Reasoning) | 57±2 | api $0.28/M | | |
| 119 |  Spark-X2.5 4B · 16-bit | 56±2† | local | | |
| 120 | Qwen3.6 Plus | 56±4* | api $1.13/M | | |
| 121 | Qwen3-Max (2025-09-23) | 56±3† | api $2.40/M | | |
| 122 | Kimi K2 Thinking | 56±2 | api $1.07/M | | |
| 124 | Kimi K2 Instruct (0711) | 56±1 | api $1.00/M | | |
| 125 |  Solar Pro 4 | 56±2* | api $0.53/M | | |
| 127 | MiMo-V2.6-Distill-Qwen-9B · 8-bit | 56±3† | local | | |
| 129 | o3-pro | 56±5* | api $35.00/M | | |
| 130 | GPT-5 mini | 55±1 | api $0.69/M | +5 | |
| 134 | Claude Haiku 4.5 | 55±2 | api $2.00/M | +1 | |
| 136 | GLM-4.5 | 55±2 | api $1.00/M | | |
| 137 |  MiniCPM5 2B · 4-bit | 55±3† | local | | |
| 139 | Nemotron 3 Super 120B-A12B | 54±2† | api $0.28/M | | |
| 140 | GPT-4o (2024-05-13) | 54±11* | api $7.50/M | | |
| 141 | Gemini 3.1 Flash-Lite | 54±6* | api $0.56/M | | |
| 142 |  Granite 4.2 30B · 4-bit | 54±2† | local | | |
| 144 | Qwen3-Coder 480B-A35B Instruct | 53±2 | api $0.67/M | | |
| 146 | o3 | 53±1 | api $3.50/M | +1 | |
| 147 | Gemini 2.5 Pro | 53±2 | api $3.44/M | +3 | |
| 151 | Mistral Small 4 (119B-A6.5B) | 52±3* | api $0.26/M | | |
| 153 |  Command A+ (05-2026) | 52±2 | api price unknown |  | |
| 155 | GLM-4.5-Air | 51±2 | api $0.42/M | | |
| 157 | Qwen3.5 9B · 4-bit | 51±1 | local | +3 | |
| 158 | DeepSeek V3.1 | 51±1 | api $0.42/M | | |
| 159 |  Mellum2.1 12B-A2.5B Thinking · 8-bit | 50±3† | local | | |
| 160 | Qwen3 235B-A22B Thinking 2507 | 50±1 | api $0.97/M | | |
| 161 | gpt-oss-120b | 49±2 | api $0.26/M | +1 | |
| 162 | Qwen3-Next 80B-A3B Thinking | 49±2† | api $0.41/M | | |
| 164 | Granite 4.1 30B · 4-bit | 49±5*† | local | | |
| 165 | o4-mini | 49±1 | api $1.93/M | | |
| 166 | Gemma 4 12B · 8-bit | 48±2 | local | | |
| 168 | Gemma 4 26B-A4B · 4-bit | 48±1 | local | +1 | |
| 169 | GPT-4.1 | 48±1 | api $3.50/M | +4 | |
| 170 | Qwen3-VL 32B Thinking | 48±1 | api $0.28/M | | |
| 171 | Granite 4.2 8B · 8-bit | 48±2† | local | | |
| 172 | Nova Premier | 47±3*† | api $5.00/M |  | |
| 174 | Qwen3.5 4B · 4-bit | 47±1 | local | +1 | |
| 175 | Qwen3 235B-A22B Instruct 2507 | 47±1 | api $0.20/M | +1 | |
| 177 | Qwen3-VL 32B Instruct | 46±3*† | api $0.28/M | | |
| 181 | GPT-4o (2024-11-20) | 46±1 | api $4.38/M | +1 | |
| 182 |  LFM2.5 2.6B · 4-bit | 46±2 | local | | |
| 184 | GPT-4.1 mini | 46±1 | api $0.70/M | +1 | |
| 185 | Qwen3 4B Thinking 2507 · 8-bit | 46±2† | local | | |
| 187 | GPT-4 Turbo (2024-04-09) | 46±1* | api $15.00/M | | |
| 188 | Nemotron-Cascade-14B-Thinking · 8-bit | 46±4*† | local | | |
| 189 | Qwen3 14B · 8-bit | 46±1 | local | | |
| 191 | Qwen3 Coder 30B-A3B Instruct · 4-bit | 45±2 | local | | |
| 192 | GPT-5 nano | 45±2 | api $0.14/M | | |
| 194 | Qwen3 30B-A3B Thinking 2507 · 4-bit | 45±1 | local | | |
| 195 | Nemotron 3 Nano 30B-A3B · 4-bit | 45±3*† | local | | |
| 196 | Granite 4.2 3B · 8-bit | 45±2 | local | | |
| 197 | Mellum2 12B-A2.5B Instruct · 8-bit | 45±4*† | local | | |
| 198 | Nemotron Nano 9B v2 · 8-bit | 45±4*† | local | | |
| 200 | Qwen3-VL 4B Thinking · 8-bit | 45±3*† | local | | |
| 201 | Gemini 2.5 Flash | 45±1 | api $0.85/M | | |
| 202 |  EXAONE 4.0 32B · 4-bit | 45±1 | local | | |
| 203 | Qwen3-VL 30B-A3B Thinking · 4-bit | 44±2*† | local | | |
| 204 | Qwen3-VL 30B-A3B Instruct · 4-bit | 44±3*† | local | | |
| 205 | Qwen3 32B · 4-bit | 44±1 | local | +1 | |
| 206 | Command A (03-2025) | 44±1 | api $4.38/M | | |
| 207 |  Falcon-H1R 7B · 8-bit | 44±2*† | local | | |
| 208 | Qwen3 235B-A22B (Apr 2025, hybrid) | 44±1 | api $1.23/M | +1 | |
| 209 | Qwen3 8B · 8-bit | 44±1 | local | +1 | |
| 210 | GPT-4o (2024-08-06) | 44±2 | api $4.38/M | | |
| 211 | Gemini 2.5 Flash-Lite | 43±3* | api $0.17/M | | |
| 212 | Qwen3-Next 80B-A3B Instruct | 43±2† | api $0.34/M | | |
| 213 | Qwen3-VL 8B Instruct · 4-bit | 43±3* | local | | |
| 214 | DeepSeek R1 0528 | 43±1 | api $0.91/M | | |
| 215 | Nemotron-Cascade-8B · 8-bit | 43±4*† | local | | |
| 217 |  Apriel 1.6 15B Thinker · 8-bit | 43±4† | local | | |
| 218 | Spark-X2.5 1.7B · 16-bit | 43±2† | local | | |
| 219 | Qwen2.5 72B Instruct | 43±1 | api $0.37/M | | |
| 220 | Qwen2.5 32B Instruct · 4-bit | 43±1* | local | | |
| 222 | Qwen3-VL 4B Instruct · 8-bit | 42±3*† | local | | |
| 223 | Qwen3 30B-A3B Instruct 2507 · 4-bit | 42±1 | local | | |
| 226 | Qwen3-VL 8B Thinking · 4-bit | 42±3*† | local | | |
| 227 | gpt-oss-20b · MXFP4 | 42±2 | local | | |
| 229 | Llama 3.1 405B Instruct | 42±2 | api $2.40/M | | |
| 230 | Ministral 3 14B · 8-bit | 42±3 | local | | |
| 231 | Qwen3 30B-A3B (Apr 2025, hybrid) · 4-bit | 42±1 | local | | |
| 233 | Granite 4.1 8B · 4-bit | 41±2*† | local | | |
| 234 | GPT-4o mini (2024-07-18) | 41±1 | api $0.26/M | | |
| 235 | Granite 4.1 3B · 4-bit | 41±5*† | local | | |
| 237 | Mistral Large 3 (675B-A41B) | 41±8* | api $0.75/M | | |
| 239 | Ministral 3 8B · 8-bit | 41±4* | local | | |
| 240 | Mistral Small 3.2 24B · 4-bit | 41±3* | local | | |
| 241 | Nova Pro | 41±1 | api $1.40/M | | |
| 242 | LFM2.5 8B-A1B · 8-bit | 41±2 | local | | |
| 243 | Qwen3 4B · 8-bit | 41±1 | local | | |
| 244 | Qwen2.5 14B Instruct · 8-bit | 40±1* | local | | |
| 245 | LFM2.5 1.2B Thinking · 8-bit | 40±4*† | local | | |
| 247 | DeepSeek V3 (Dec '24) | 40±1 | api $0.46/M | | |
| 248 | DeepSeek R1 (Jan '25) | 40±1 | api $4.00/M | | |
| 249 | Mistral Small 3.1 24B (2503) · 4-bit | 40±1 | local | | |
| 252 | QwQ-32B · 4-bit | 40±1* | local | | |
| 253 | Qwen3 4B Instruct 2507 · 8-bit | 40±1 | local | | |
| 254 | o1 (2024-12-17) | 40±1 | api $26.25/M | | |
| 259 | Gemma 4 E4B · 4-bit | 39±1 | local | +3 | |
| 260 |  Phi-3.5-mini-instruct · 8-bit | 39±11*† | local | | |
| 261 | Qwen3-VL 2B Thinking · 8-bit | 39±3*† | local | | |
| 262 | Nova 2 Lite | 39±3* | api $0.94/M | | |
| 263 | Nova Lite | 39±1 | api $0.10/M | | |
| 264 | Qwen2.5 7B Instruct · 8-bit | 38±1 | local | | |
| 265 | Granite 4.0 1B · 16-bit | 38±3* | local | | |
| 268 | Qwen3 1.7B · 8-bit | 38±1 | local | | |
| 269 | Qwen3-VL 2B Instruct · 8-bit | 38±3*† | local | | |
| 271 | Gemma 3 27B · 4-bit | 38±1 | local | | |
| 272 | Ministral 3 14B Reasoning 2512 · 4-bit | 38±5* | local | | |
| 273 | o3-mini | 37±1 | api $1.93/M | | |
| 274 | Llama 4 Maverick (402B-A17B) | 37±1 | api $0.42/M | | |
| 275 | GPT-4.1 nano | 37±1 | api $0.17/M | | |
| 277 | Llama 3.1 70B Instruct | 37±1 | api $0.72/M | | |
| 278 | Nemotron 3 Nano 4B · 8-bit | 37±2 | local | | |
| 279 | GPT-3.5 Turbo (0125) | 37±1* | api $0.75/M | | |
| 280 |  Sky-T1 32B Preview · 4-bit | 37±1* | local | | |
| 281 | Granite 4.0 H 1B · 8-bit | 37±3* | local | | |
| 282 | Llama 3.3 70B Instruct | 36±1 | api $0.72/M | | |
| 284 | LFM2.5 1.2B Instruct · 4-bit | 36±4*† | local | | |
| 285 | Command R7B (12-2024) · 8-bit | 36±1 | local | | |
| 286 | Mellum2 12B-A2.5B Thinking · 8-bit | 36±3† | local | | |
| 287 | Gemma 3 12B · 8-bit | 36±1* | local | | |
| 289 | Nova Micro | 36±1 | api $0.061/M | | |
| 290 | Ministral 8B (2410) · 8-bit | 36±1* | local | | |
| 291 | Qwen2.5 3B Instruct · 8-bit | 36±1* | local | | |
| 292 | Mistral Small Instruct 22B (2409) · 4-bit | 36±4* | local | | |
| 293 | Mistral NeMo Instruct (2407) · 8-bit | 35±1 | local | | |
| 294 | Granite 3.1 8B Instruct · 8-bit | 35±4* | local | | |
| 295 | MiniCPM3-4B · 4-bit | 35±1* | local | | |
| 296 | Granite 3.2 8B Instruct · 8-bit | 35±4* | local | | |
| 297 | Llama 3.1 8B Instruct · 8-bit | 35±1 | local | | |
| 299 | DeepSeek R1 0528 Qwen3 8B · 8-bit | 34±5* | local | | |
| 300 | Qwen2.5 1.5B Instruct · 8-bit | 34±1* | local | | |
| 301 | Phi-4 14B · 8-bit | 34±1* | local | | |
| 302 | Command R Plus (08-2024) | 34±7*† | api $4.38/M | | |
| 303 | Qwen3 0.6B · 8-bit | 34±1* | local | | |
| 304 |  Hermes 2 Pro Llama 3 8B · 4-bit | 34±1* | local | | |
| 305 | Granite 4.0 H 350M · 4-bit | 34±5*† | local | | |
| 307 | EXAONE 4.0 1.2B · 8-bit | 33±3† | local | | |
| 308 | Falcon3 10B Instruct · 8-bit | 33±1* | local | | |
| 309 | Llama 4 Scout (109B-A17B) | 33±1 | api $0.15/M | | |
| 310 | Llama 3.2 3B Instruct · 8-bit | 33±1 | local | | |
| 312 | Gemma 4 E2B · 4-bit | 32±2 | local | +2 | |
| 313 | Falcon3 7B Instruct · 8-bit | 32±1* | local | | |
| 314 | Qwen3.5 2B · 8-bit | 32±2 | local | | |
| 315 | Magistral Small 1.0 (2506) · 4-bit | 31±7* | local | | |
| 318 | Qwen2 7B Instruct · 8-bit | 31±1* | local | | |
| 319 |  Bielik 11B v2.3 Instruct · 4-bit | 30±1* | local | | |
| 320 | Command R (08-2024) · 4-bit | 30±8*† | local | | |
| 321 | Ministral 3 3B · 8-bit | 30±6* | local | | |
| 322 |  ChatGLM3-6B · 8-bit | 30±10*† | local | | |
| 323 | GLM-4 9B Chat · 8-bit | 30±1 | local | | |
| 324 | Gemma 3 4B · 8-bit | 30±1* | local | | |
| 326 | Granite 4.0 350M · 16-bit | 30±3* | local | | |
| 327 |  Olmo 3 7B Instruct · 8-bit | 29±4 | local | | |
| 329 |  NexusRaven V2 13B · 8-bit | 28±1* | local | | |
| 330 | Qwen2.5 0.5B Instruct · 8-bit | 28±1* | local | | |
| 331 | Qwen3.5 0.8B · 8-bit | 27±5*† | local | | |
| 332 | Llama 3 8B Instruct · 8-bit | 26±1* | local | | |
| 333 | Falcon3 3B Instruct · 8-bit | 26±1* | local | | |
| 334 | Phi-4-mini 3.8B · 8-bit | 23±1 | local | | |
| 335 | Qwen2 1.5B Instruct · 8-bit | 23±2* | local | | |
| 336 | Llama 3.2 1B Instruct · 4-bit | 18±1 | local | | |
| 337 | DeepSeek-Coder-V2 Lite Instruct (16B-A2.4B) · 8-bit | 18±2* | local | | |
| 338 | QwQ-32B-Preview · 4-bit | 17±2* | local | | |
| 339 | Falcon3 1B Instruct · 8-bit | 17±2* | local | | |
| 340 | Gemma 3 1B · 4-bit | 13±2 | local | | |
| — | Devstral Small 2 24B · mlx-4bit | not yet calibrated | local | | |
| — | GLM-4.7-Flash · Q4_K_M | not scored yet | local | ||
| — | Granite 4.0 H Micro 3B · mlx-8bit | not yet calibrated | local | | |
| — | Granite 4.0 H Small (32B-A9B) · mlx-4bit | not yet calibrated | local | | |
| — | Granite 4.0 H Tiny (7B-A1B) · mlx-8bit | not yet calibrated | local | | |
| — | Granite 4.0 Micro 3B · Q8_0 | not yet calibrated | local | | |
| — |  K2 Horizon 7B · gguf-q8_0 | not scored yet | local | ||
| — |  Laguna M.1 | not yet calibrated | api price unknown | | |
| — | Laguna XS 2.1 (33B-A3B) · mlx-4bit | not yet calibrated | local | | |
| — | Laguna XS.2 · mlx-4bit | not yet calibrated | local | | |
| — |  Ling 3.0 Flash (124B-A5B) | not yet calibrated | api $0.090/M | | |
| — | MiniMax-M1 (80k) | not yet calibrated | api $0.96/M | | |
| — | Nemotron Cascade 2 30B-A3B · mlx-4bit | not scored yet | local | ||
| — | Qwen3-Coder-Next (80B-A3B) | not scored yet | api $0.60/M | ||
| — | Step 3.7 Flash (198B-A11B) | not scored yet | api $0.44/M | ||
| — |  Trinity-Large-Thinking | not scored yet | api $0.39/M |
+ 83 more don't fit your machine or budget · show them
+ 27 models with fewer than 3 results left off, since one or two tests say little about overall ability · show them
362 of 398 catalogue models listed here · sources and licences
* new or thinly tested: ranked on too few benchmark results · † only the maker’s own numbers so far · ~RAM is estimated; full context may need more memory