Hardware · Clusters

What your 2 devices can run together

Add the computers, Macs, mini PCs and boards you own, and how they’re connected. We work out which models they can run together, how fast, and which free tool to use.

Device 1
Device 2
Device 3

230 GBusable memory together (the largest device has 115 GB)

29models only the cluster can run

372run better or faster than on any one device

501B (23.4B active)biggest model it adds: Beam 1.0 (501B-A23B)

Connected by 200 Gb ConnectX link (DGX Spark). The wait for the first word is worked out for a 1,000-token prompt (a short chat).

The devices

Tool to use

llama.cpp RPC best estimate for 367 of the 401 models the cluster adds

Mixed devices you already own, a Mac, a gaming PC, a mini PC or a Jetson, when one GGUF model won't fit on any of them alone.

ggml-rpc-server --host 0.0.0.0 --port 50052 -c   # on each worker
llama-server -hf <model-GGUF> -ngl 99 --rpc 192.168.1.10:50052,192.168.1.11:50052   # on the main machine

576 LLMs your devices can run

Models the cluster adds come first, best match first, then the ones a single device already runs as well. Filter vs one device to pick. Speeds are estimates for one person chatting.

Quality Model Quant Memory Speed Runs Devices Tool vs one device
91Excellent quality (A+) · 91 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 94/100 (quality, fit, speed and memory use) sets the ranking. MiMo V2.6 Flash (310B-A15B)Xiaomi · 311B (15.0B active) Q4_K_M 209 GB 36.1 tok/s Runs welltight fit Spark / Jetson 1 + Spark / Jetson 2Tensor split llama.cpp RPC Needs the clusterWon’t run on any one of them
92Excellent quality (A+) · 92 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 93/100 (quality, fit, speed and memory use) sets the ranking. GLM-5.3 Flash (320B-A18B)Zhipu AI · 321B (18.0B active) Q4_K_M 216 GB 30.9 tok/s Runs welltight fit Spark / Jetson 1 + Spark / Jetson 2Tensor split llama.cpp RPC Needs the clusterWon’t run on any one of them
90Excellent quality (A+) · 90 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 93/100 (quality, fit, speed and memory use) sets the ranking. Naive N0.5 Flash (309B-A15.5B)Naive AI · 309B (15.5B active) Q4_K_M 208 GB 34.5 tok/s Runs welltight fit Spark / Jetson 1 + Spark / Jetson 2Tensor split MLX distributed Needs the clusterWon’t run on any one of them
89Excellent quality (A+) · 89 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 93/100 (quality, fit, speed and memory use) sets the ranking. MiMo V2.5 (310B-A15B)Xiaomi · 311B (15.0B active) Q4_K_M 209 GB 36.1 tok/s Runs welltight fit Spark / Jetson 1 + Spark / Jetson 2Tensor split llama.cpp RPC Needs the clusterWon’t run on any one of them
89Excellent quality (A+) · 89 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 92/100 (quality, fit, speed and memory use) sets the ranking. DeepSeek V4 Flash (284B-A13B)DeepSeek · 304B (13.0B active) Q4_K_M 206 GB 33.8 tok/s Runs welltight fit Spark / Jetson 1 + Spark / Jetson 2Tensor split llama.cpp RPC Needs the clusterWon’t run on any one of them
87Excellent quality (A+) · 87 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 92/100 (quality, fit, speed and memory use) sets the ranking. DeepSeek V4 Flash (April 2026)DeepSeek · 291B (13.0B active) Q4_K_M 197 GB 33.8 tok/s Runs welltight fit Spark / Jetson 1 + Spark / Jetson 2Tensor split llama.cpp RPC Needs the clusterWon’t run on any one of them
86Excellent quality (A+) · 86 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 92/100 (quality, fit, speed and memory use) sets the ranking. MiMo V2 Flash (309B-A15B)Xiaomi · 310B (15.0B active) Q4_K_M 209 GB 36.1 tok/s Runs welltight fit Spark / Jetson 1 + Spark / Jetson 2Tensor split llama.cpp RPC Needs the clusterWon’t run on any one of them
89Excellent quality (A+) · 89 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 90/100 (quality, fit, speed and memory use) sets the ranking. Hunyuan Hy3 (295B-A21B)Tencent · 299B (21.0B active) Q4_K_M 205 GB 21.3 tok/s Runs welltight fit Spark / Jetson 1 + Spark / Jetson 2Tensor split llama.cpp RPC Needs the clusterWon’t run on any one of them
80Great quality (A) · 80 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 89/100 (quality, fit, speed and memory use) sets the ranking. Intern-S2 (397B-A17B)Shanghai AI Lab · 403B (17.0B active) Q3_K_M 218 GB 39.2 tok/s Runs welltight fit Spark / Jetson 1 + Spark / Jetson 2Tensor split llama.cpp RPC Needs the clusterWon’t run on any one of them
79Great quality (A) · 79 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 89/100 (quality, fit, speed and memory use) sets the ranking. Nex N2 Pro (397B-A17B)Nex-AGI · 397B (17.0B active) Q3_K_M 214 GB 39.2 tok/s Runs welltight fit Spark / Jetson 1 + Spark / Jetson 2Tensor split llama.cpp RPC Needs the clusterWon’t run on any one of them
79Great quality (A) · 79 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 89/100 (quality, fit, speed and memory use) sets the ranking. Qwen3.5 397B-A17BAlibaba · 403B (17.0B active) Q3_K_M 218 GB 39.2 tok/s Runs welltight fit Spark / Jetson 1 + Spark / Jetson 2Tensor split llama.cpp RPC Needs the clusterWon’t run on any one of them
78Great quality (A) · 78 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 89/100 (quality, fit, speed and memory use) sets the ranking. Ornith 1.5 397B-A17BDeepReinforce · 403B (17.0B active) Q3_K_M 218 GB 39.2 tok/s Runs welltight fit Spark / Jetson 1 + Spark / Jetson 2Tensor split llama.cpp RPC Needs the clusterWon’t run on any one of them
79Great quality (A) · 79 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 86/100 (quality, fit, speed and memory use) sets the ranking. K2-Horizon (375B-A23B)Institute of Foundation Models · 379B (23.0B active) Q3_K_M 207 GB 25.7 tok/s Runs welltight fit Spark / Jetson 1 + Spark / Jetson 2Tensor split llama.cpp RPC Needs the clusterWon’t run on any one of them
79Great quality (A) · 79 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 86/100 (quality, fit, speed and memory use) sets the ranking. MiniMax M3 (427B)MiniMax · 427B (25.0B active) Q3_K_M 230 GB 24.3 tok/s Runs welltight fit Spark / Jetson 1 + Spark / Jetson 2Tensor split llama.cpp RPC Needs the clusterWon’t run on any one of them
78Great quality (A) · 78 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 84/100 (quality, fit, speed and memory use) sets the ranking. GLM-4.7 (355B-A32B)Zhipu AI · 358B (32.0B active) Q3_K_M 198 GB 18.6 tok/s Runs welltight fit Spark / Jetson 1 + Spark / Jetson 2Tensor split llama.cpp RPC Needs the clusterWon’t run on any one of them
67Good quality (B) · 67 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 84/100 (quality, fit, speed and memory use) sets the ranking. Trinity Large Thinking (400B-A13B)Arcee AI · 399B (13.0B active) Q3_K_M 216 GB 46.0 tok/s Runs welltight fit Spark / Jetson 1 + Spark / Jetson 2Tensor split llama.cpp RPC Needs the clusterWon’t run on any one of them
67Good quality (B) · 67 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 83/100 (quality, fit, speed and memory use) sets the ranking. MiniMax M3.1 Flash (428B-A23B)MiniMax · 429B (23.0B active) Q2_K 192 GB 30.6 tok/s Runs great Spark / Jetson 1 + Spark / Jetson 2Tensor split llama.cpp RPC Needs the clusterWon’t run on any one of them
66Good quality (B) · 66 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 83/100 (quality, fit, speed and memory use) sets the ranking. Beam 1.0 (501B-A23B)Reflection AI · 501B (23.4B active) Q2_K 220 GB 38.3 tok/s Runs welltight fit Spark / Jetson 1 + Spark / Jetson 2Tensor split llama.cpp RPC Needs the clusterWon’t run on any one of them
65Good quality (B) · 65 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 83/100 (quality, fit, speed and memory use) sets the ranking. NorthCUA Probeipo-ai · 397B (17.0B active) Q3_K_M 214 GB 38.1 tok/s Runs welltight fit Spark / Jetson 1 + Spark / Jetson 2Tensor split MLX distributed Needs the clusterWon’t run on any one of them
76Great quality (A) · 76 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 81/100 (quality, fit, speed and memory use) sets the ranking. ERNIE 4.5 300B-A47BBaidu · 300B (47.0B active) Q4_K_M 205 GB 12.2 tok/s Runs welltight fit Spark / Jetson 1 + Spark / Jetson 2Tensor split llama.cpp RPC Needs the clusterWon’t run on any one of them
70Great quality (A) · 70 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 80/100 (quality, fit, speed and memory use) sets the ranking. GLM-4.6 (355B-A32B)Zhipu AI · 357B (32.0B active) Q3_K_M 198 GB 18.6 tok/s Runs welltight fit Spark / Jetson 1 + Spark / Jetson 2Tensor split llama.cpp RPC Needs the clusterWon’t run on any one of them
68Good quality (B) · 68 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 80/100 (quality, fit, speed and memory use) sets the ranking. GLM-4.5 (355B-A32B)Zhipu AI · 358B (32.0B active) Q3_K_M 198 GB 18.6 tok/s Runs welltight fit Spark / Jetson 1 + Spark / Jetson 2Tensor split llama.cpp RPC Needs the clusterWon’t run on any one of them
60Good quality (B) · 60 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 79/100 (quality, fit, speed and memory use) sets the ranking. Llama 4 Maverick (17B x 128E)Meta · 402B (17.0B active) Q3_K_M 218 GB 33.1 tok/s Runs welltight fit Spark / Jetson 1 + Spark / Jetson 2Tensor split llama.cpp RPC Needs the clusterWon’t run on any one of them
63Good quality (B) · 63 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 78/100 (quality, fit, speed and memory use) sets the ranking. Qwen3 Coder 480B-A35BAlibaba · 480B (35.0B active) Q2_K 214 GB 22.8 tok/s Runs welltight fit Spark / Jetson 1 + Spark / Jetson 2Tensor split llama.cpp RPC Needs the clusterWon’t run on any one of them
58Good quality (B) · 58 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 72/100 (quality, fit, speed and memory use) sets the ranking. Jamba 1.5 LargeAI21 Labs · 399B (94.0B active) Q3_K_M 215 GB 8.8 tok/s Slowtight fit Spark / Jetson 1 + Spark / Jetson 2Tensor split MLX distributed Needs the clusterWon’t run on any one of them
67Good quality (B) · 67 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 70/100 (quality, fit, speed and memory use) sets the ranking. Hermes 4 405BNous Research · 406B Q3_K_M 223 GB 0.5 tok/s Very slowtight fit Spark / Jetson 1 + Spark / Jetson 2Pipeline split EXO Needs the clusterWon’t run on any one of them
63Good quality (B) · 63 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 69/100 (quality, fit, speed and memory use) sets the ranking. Tülu 3 405BAi2 · 406B Q3_K_M 223 GB 0.5 tok/s Very slowtight fit Spark / Jetson 1 + Spark / Jetson 2Pipeline split EXO Needs the clusterWon’t run on any one of them
60Good quality (B) · 60 of 100: how capable the model is at Q3_K_M, whatever it runs on. Match score 67/100 (quality, fit, speed and memory use) sets the ranking. Llama 3.1 405B InstructMeta · 406B Q3_K_M 223 GB 0.5 tok/s Very slowtight fit Spark / Jetson 1 + Spark / Jetson 2Pipeline split EXO Needs the clusterWon’t run on any one of them
35Basic quality (D) · 35 of 100: how capable the model is at Q2_K, whatever it runs on. Match score 63/100 (quality, fit, speed and memory use) sets the ranking. Grok-1 (314B)xAI · 314B (86.0B active) Q2_K 147 GB 11.0 tok/s Runs well Spark / Jetson 1 + Spark / Jetson 2Tensor split llama.cpp RPC Needs the clusterWon’t run on any one of them
95Excellent quality (A+) · 95 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 97/100 (quality, fit, speed and memory use) sets the ranking. Qwen3.8 Flash Next (125B-A6B)Alibaba · 180B (6.0B active) Q6_K 167 GB 52.8 tok/s Runs great Spark / Jetson 1 + Spark / Jetson 2Tensor split llama.cpp RPC Better on the clusterAlone: Runs well on Spark / Jetson 1, 58.5 tok/s
90Excellent quality (A+) · 90 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 95/100 (quality, fit, speed and memory use) sets the ranking. Step 3.7 Flash (198B-A11B)StepFun · 201B (11.0B active) Q5_K_M 163 GB 38.6 tok/s Runs great Spark / Jetson 1 + Spark / Jetson 2Tensor split llama.cpp RPC Better on the clusterAlone: Runs well on Spark / Jetson 1, 34.9 tok/s
89Excellent quality (A+) · 89 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 95/100 (quality, fit, speed and memory use) sets the ranking. Inkling Small (276B-A12B)Thinking Machines Lab · 266B (12.0B active) Q4_K_M 182 GB 43.6 tok/s Runs great Spark / Jetson 1 + Spark / Jetson 2Tensor split llama.cpp RPC Better on the clusterAlone: Runs well on Spark / Jetson 1, 34.1 tok/s
89Excellent quality (A+) · 89 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 94/100 (quality, fit, speed and memory use) sets the ranking. Step 3.5 Flash (196B-A11B)StepFun · 199B (11.0B active) Q5_K_M 162 GB 38.6 tok/s Runs great Spark / Jetson 1 + Spark / Jetson 2Tensor split llama.cpp RPC Better on the clusterAlone: Runs well on Spark / Jetson 1, 34.9 tok/s
88Excellent quality (A+) · 88 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 94/100 (quality, fit, speed and memory use) sets the ranking. MiniMax M2.7 (230B-A10B)MiniMax · 229B (10.0B active) Q4_K_M 161 GB 35.8 tok/s Runs great Spark / Jetson 1 + Spark / Jetson 2Tensor split llama.cpp RPC Better on the clusterAlone: Runs well on Spark / Jetson 1, 47.0 tok/s
87Excellent quality (A+) · 87 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 93/100 (quality, fit, speed and memory use) sets the ranking. MiniMax M2.5 (230B-A10B)MiniMax · 229B (10.0B active) Q4_K_M 161 GB 35.8 tok/s Runs great Spark / Jetson 1 + Spark / Jetson 2Tensor split llama.cpp RPC Better on the clusterAlone: Runs well on Spark / Jetson 1, 47.0 tok/s
86Excellent quality (A+) · 86 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 93/100 (quality, fit, speed and memory use) sets the ranking. MiniMax M2.1 (230B-A10B)MiniMax · 229B (10.0B active) Q4_K_M 161 GB 35.8 tok/s Runs great Spark / Jetson 1 + Spark / Jetson 2Tensor split llama.cpp RPC Better on the clusterAlone: Runs well on Spark / Jetson 1, 47.0 tok/s
91Excellent quality (A+) · 91 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 92/100 (quality, fit, speed and memory use) sets the ranking. Ornith 1.5 122B-A10BDeepReinforce · 125B (10.0B active) Q6_K 122 GB 36.3 tok/s Runs great Spark / Jetson 1 + Spark / Jetson 2Tensor split llama.cpp RPC Better on the clusterAlone: Runs great on Spark / Jetson 1, 30.1 tok/s
91Excellent quality (A+) · 91 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 92/100 (quality, fit, speed and memory use) sets the ranking. Qwen3.5 122B-A10BAlibaba · 125B (10.0B active) Q6_K 122 GB 36.3 tok/s Runs great Spark / Jetson 1 + Spark / Jetson 2Tensor split llama.cpp RPC Better on the clusterAlone: Runs great on Spark / Jetson 1, 30.1 tok/s
84Great quality (A) · 84 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 92/100 (quality, fit, speed and memory use) sets the ranking. MiniMax M2 (230B-A10B)MiniMax · 229B (10.0B active) Q4_K_M 161 GB 35.8 tok/s Runs great Spark / Jetson 1 + Spark / Jetson 2Tensor split llama.cpp RPC Better on the clusterAlone: Runs well on Spark / Jetson 1, 47.0 tok/s
91Excellent quality (A+) · 91 of 100: how capable the model is at Q8_0, whatever it runs on. Match score 91/100 (quality, fit, speed and memory use) sets the ranking. Kolibri 1 (78B-A3.5B)Aleph Alpha · 78B (3.5B active) Q8_0 103 GB 61.9 tok/s Runs great Spark / Jetson 1 + Spark / Jetson 2Tensor split llama.cpp RPC Faster on the clusterAlone: Runs great on Spark / Jetson 1, 41.5 tok/s
90Excellent quality (A+) · 90 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 91/100 (quality, fit, speed and memory use) sets the ranking. Nemotron 3.5 Super VL 120B-A12BNVIDIA · 124B (12.0B active) Q5_K_M 108 GB 37.1 tok/s Runs great Spark / Jetson 1 + Spark / Jetson 2Tensor split llama.cpp RPC Better on the clusterAlone: Runs well on Spark / Jetson 1, 25.5 tok/s
85Excellent quality (A+) · 85 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 90/100 (quality, fit, speed and memory use) sets the ranking. Solar Open 2 250BUpstage · 250B (15.0B active) Q4_K_M 174 GB 27.8 tok/s Runs well Spark / Jetson 1 + Spark / Jetson 2Tensor split MLX distributed Better on the clusterAlone: Runs well on Spark / Jetson 1, 32.9 tok/s
88Excellent quality (A+) · 88 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 89/100 (quality, fit, speed and memory use) sets the ranking. Qwen3 235B-A22B Thinking 2507Alibaba · 235B (22.0B active) Q5_K_M 188 GB 17.2 tok/s Runs well Spark / Jetson 1 + Spark / Jetson 2Tensor split llama.cpp RPC Better on the clusterAlone: Runs well on Spark / Jetson 1, 23.2 tok/s
83Great quality (A) · 83 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 89/100 (quality, fit, speed and memory use) sets the ranking. K-EXAONE 236B-A23BLG AI Research · 237B (23.0B active) Q4_K_M 165 GB 24.9 tok/s Runs well Spark / Jetson 1 + Spark / Jetson 2Tensor split llama.cpp RPC Better on the clusterAlone: Runs well on Spark / Jetson 1, 22.3 tok/s
91Excellent quality (A+) · 91 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 89/100 (quality, fit, speed and memory use) sets the ranking. Nemotron 3.5 Bolt 74B-A9BNVIDIA · 75B (9.0B active) Q6_K 81.1 GB 40.4 tok/s Runs great Spark / Jetson 1 + Spark / Jetson 2Tensor split llama.cpp RPC Better on the clusterAlone: Runs great on Spark / Jetson 1, 33.1 tok/s
83Great quality (A) · 83 of 100: how capable the model is at Q4_K_M, whatever it runs on. Match score 89/100 (quality, fit, speed and memory use) sets the ranking. Command A+ (218B-A25B)Cohere · 219B (25.0B active) Q4_K_M 153 GB 23.6 tok/s Runs well Spark / Jetson 1 + Spark / Jetson 2Tensor split llama.cpp RPC Better on the clusterAlone: Runs well on Spark / Jetson 1, 20.6 tok/s
87Excellent quality (A+) · 87 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 89/100 (quality, fit, speed and memory use) sets the ranking. Qwen3 235B-A22B Instruct 2507Alibaba · 235B (22.0B active) Q5_K_M 188 GB 17.2 tok/s Runs well Spark / Jetson 1 + Spark / Jetson 2Tensor split llama.cpp RPC Better on the clusterAlone: Runs well on Spark / Jetson 1, 23.2 tok/s
81Great quality (A) · 81 of 100: how capable the model is at Q6_K, whatever it runs on. Match score 89/100 (quality, fit, speed and memory use) sets the ranking. Ling 3.0 Flash (127B-A5B)Ant Group (inclusionAI) · 127B (5.1B active) Q6_K 125 GB 46.0 tok/s Runs great Spark / Jetson 1 + Spark / Jetson 2Tensor split llama.cpp RPC Faster on the clusterAlone: Runs well on Spark / Jetson 1, 39.2 tok/s
86Excellent quality (A+) · 86 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 88/100 (quality, fit, speed and memory use) sets the ranking. Qwen3-VL 235B-A22B InstructAlibaba · 236B (22.0B active) Q5_K_M 189 GB 17.2 tok/s Runs well Spark / Jetson 1 + Spark / Jetson 2Tensor split llama.cpp RPC Better on the clusterAlone: Runs well on Spark / Jetson 1, 23.2 tok/s
85Excellent quality (A+) · 85 of 100: how capable the model is at Q5_K_M, whatever it runs on. Match score 88/100 (quality, fit, speed and memory use) sets the ranking. Nemotron 3 Super 120B-A12BNVIDIA · 124B (12.0B active) Q5_K_M 107 GB 37.1 tok/s Runs great Spark / Jetson 1 + Spark / Jetson 2Tensor split llama.cpp RPC Better on the clusterAlone: Runs well on Spark / Jetson 1, 25.5 tok/s

Estimates come from published hardware specs and our open formulas, not from running the model on your machine. Real speed varies with runtime, drivers and settings. Numbers marked “Measured” come from a linked benchmark.

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