Your rig
CPU only · DDR5 8-channel server · 256 GB
DDR5-4800 ×8 · 307 GB/s · 204.8 GB usable of 256 GB system RAM
Which one should I actually run?
Best models for your CPU only · DDR5 8-channel server
What do you want to do? Each row is the best-ranked model on that use case's shortlist that fits at Q2_K and 32K. The ordering is editorial; the sizes and speeds are computed. How the shortlists work.
All
General assistantCodingReasoning & mathsWritingVisionAgents & tool useTranslationLow latencyLong context
| Recommendation | Model | Why | Quant · total | Tok/s est. | |
|---|---|---|---|---|---|
| Best overall | DeepSeek V4 Flash 284B-A13B New DeepSeek · MIT |
Frontier-adjacent at 13B active; the largest model a 128–192 GB machine runs at a useful speed. | Q2_K · 112.9 GB | 11 | Runs great |
| Best for coding | DeepSeek V4 Flash 284B-A13B New DeepSeek · MIT |
Frontier coding at 13B active for 128 GB+ machines. | Q2_K · 112.9 GB | 11 | Runs great |
| Best reasoning | DeepSeek V4 Flash 284B-A13B New DeepSeek · MIT |
Most of V4 Pro's reasoning at 13B active. | Q2_K · 112.9 GB | 11 | Runs great |
| Best for writing | Llama 3.3 70B Instruct Meta · Llama 3.3 Community |
The creative-writing favourite: consistent voice, takes direction, handles fiction framing. | Q2_K · 38.1 GB | 4.7 | Runs great |
| Best vision | Qwen3.8 27B New this week Alibaba · Apache 2.0 |
Image and video in, OSWorld 84 — the strongest local vision-language model at 24 GB. | Q2_K · 13.4 GB | 12 | Runs great |
| Best for agents | DeepSeek V4 Flash 284B-A13B New DeepSeek · MIT |
Long agent trajectories at 13B active. | Q2_K · 112.9 GB | 11 | Runs great |
| Best translation | Qwen3.8 27B New this week Alibaba · Apache 2.0 |
119 languages, and Qwen translations read as idiomatic rather than literal. | Q2_K · 13.4 GB | 12 | Runs great |
| Fastest good model | Qwen3.6 35B-A3B Alibaba · Apache 2.0 |
3.3B active per token: the fastest model that still competes with dense 27Bs. | Q2_K · 15.2 GB | 44 | Runs great |
| Best long context | DeepSeek V4 Flash 284B-A13B New DeepSeek · MIT |
A 1M-token window with a compressed latent cache. | Q2_K · 117.4 GB at 128K context |
11 | Runs great |
Everything that fits
Runs great
70 of 76 · fits with headroom for a longer prompt| Model | Params | Quant | Weights | +KV 32K | Total | VRAM headroom | Tok/s | Runtime | |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3.5 397B-A17B | 403B MoE / 17B act | Q2_K | 157.2 GB | 0.94 GB | 158.7 GB |
46.1 GB free
|
8.6 | llama.cpp | Run |
| Ornith 1.5 397B-A17B New this week | 397B MoE / 17B act | Q2_K | 154.8 GB | 0.94 GB | 156.4 GB |
48.4 GB free
|
8.6 | llama.cpp | Run |
| DeepSeek V4 Flash 284B-A13B New | 284B MoE / 13B act | Q2_K | 110.8 GB | 1.51 GB | 112.9 GB |
91.9 GB free
|
11 | llama.cpp | Run |
| Qwen3 235B-A22B | 235B MoE / 22B act | Q2_K | 91.6 GB | 5.88 GB | 98.1 GB |
106.7 GB free
|
6.7 | llama.cpp | Run |
| Qwen3.5 122B-A10B | 125B MoE / 10B act | Q2_K | 48.7 GB | 0.75 GB | 50.1 GB |
154.7 GB free
|
15 | llama.cpp | Run |
| Nemotron 3 Super 120B-A12B | 124B MoE / 12B act | Q2_K | 48.4 GB | 0.25 GB | 49.2 GB |
155.6 GB free
|
12 | llama.cpp | Run |
| Ling 3.0 Flash 124B-A5B New | 124B MoE / 5.1B act | Q2_K | 48.4 GB | 0.25 GB | 49.2 GB |
155.6 GB free
|
29 | llama.cpp | Run |
| Mistral Small 4 119B-A6B | 119B MoE / 6.5B act | Q2_K | 46.4 GB | 0.70 GB | 47.7 GB |
157.1 GB free
|
23 | llama.cpp | Run |
| gpt-oss 120B | 117B MoE / 5.1B act | MXFP4 | 60.5 GB | 1.13 GB | 62.2 GB |
142.6 GB free
|
22 | llama.cpp | Run |
| Llama 4 Scout 109B-A17B | 109B MoE / 17B act | Q2_K | 42.5 GB | 2.63 GB | 45.7 GB |
159.1 GB free
|
8.6 | llama.cpp | Run |
| Llama 3.3 70B Instruct | 70.6B | Q2_K | 27.5 GB | 10.00 GB | 38.1 GB |
166.7 GB free
|
4.7 | llama.cpp | Run |
| DeepSeek-R1-Distill-Llama 70B | 70.6B | Q2_K | 27.5 GB | 10.00 GB | 38.1 GB |
166.7 GB free
|
4.7 | llama.cpp | Run |
| Qwen3.6 35B-A3B | 35.9B MoE / 3.3B act | Q2_K | 14.0 GB | 0.63 GB | 15.2 GB |
189.6 GB free
|
44 | llama.cpp | Run |
| Ornith 1.5 35B-A3B New this week | 35.9B MoE / 3.3B act | Q2_K | 14.0 GB | 0.63 GB | 15.2 GB |
189.6 GB free
|
44 | llama.cpp | Run |
| LLM-jp 4 33B Thinking New this week | 33.2B | Q2_K | 12.9 GB | 8.00 GB | 21.5 GB |
183.3 GB free
|
9.9 | llama.cpp | Run |
| Qwen3 32B | 32.8B | Q2_K | 12.8 GB | 8.00 GB | 21.4 GB |
183.4 GB free
|
10 | llama.cpp | Run |
| DeepSeek-R1-Distill-Qwen 32B | 32.8B | Q2_K | 12.8 GB | 8.00 GB | 21.4 GB |
183.4 GB free
|
10 | llama.cpp | Run |
| Qwen2.5-Coder 32B | 32.8B | Q2_K | 12.8 GB | 8.00 GB | 21.4 GB |
183.4 GB free
|
10 | llama.cpp | Run |
| Olmo 3.1 32B Instruct | 32.2B | Q2_K | 12.6 GB | 2.75 GB | 15.9 GB |
188.9 GB free
|
10 | llama.cpp | Run |
| Nemotron 3.5 Lightning 30B-A3B New | 31.6B MoE / 3.2B act | Q2_K | 12.3 GB | 0.19 GB | 13.1 GB |
191.7 GB free
|
46 | llama.cpp | Run |
| Gemma 4 31B | 31.3B | Q2_K | 12.2 GB | 5.78 GB | 18.6 GB |
186.2 GB free
|
11 | llama.cpp | Run |
| GLM-4.7-Flash 30B-A3B | 31.2B MoE / 3B act | Q2_K | 12.2 GB | 1.65 GB | 14.4 GB |
190.4 GB free
|
49 | llama.cpp | Run |
| Qwen3 30B-A3B | 30.5B MoE / 3.3B act | Q2_K | 11.9 GB | 3.00 GB | 15.5 GB |
189.3 GB free
|
44 | llama.cpp | Run |
| Qwen3 Coder 30B-A3B | 30.5B MoE / 3.3B act | Q2_K | 11.9 GB | 3.00 GB | 15.5 GB |
189.3 GB free
|
44 | llama.cpp | Run |
| Muse Glimmer 30B New | 29.8B | Q2_K | 11.6 GB | 0.48 GB | 12.7 GB |
192.1 GB free
|
11 | llama.cpp | Run |
| Granite 4.1 30B | 28.9B | Q2_K | 11.3 GB | 8.00 GB | 19.9 GB |
184.9 GB free
|
11 | llama.cpp | Run |
| Qwen3.8 27B New this week | 27.8B | Q2_K | 10.8 GB | 2.00 GB | 13.4 GB |
191.4 GB free
|
12 | llama.cpp | Run |
| Qwen3.6 27B | 27.8B | Q2_K | 10.8 GB | 2.00 GB | 13.4 GB |
191.4 GB free
|
12 | llama.cpp | Run |
| Gemma 3 27B | 27.4B | Q2_K | 10.7 GB | 2.91 GB | 14.2 GB |
190.6 GB free
|
12 | llama.cpp | Run |
| Gemma 4 26B-A4B | 26.5B MoE / 3.8B act | Q2_K | 10.3 GB | 1.45 GB | 12.4 GB |
192.4 GB free
|
39 | llama.cpp | Run |
| Devstral Small 2 24B | 24B | Q2_K | 9.4 GB | 5.00 GB | 15.0 GB |
189.8 GB free
|
14 | llama.cpp | Run |
| Mistral Small 3.2 24B | 23.6B | Q2_K | 9.2 GB | 5.00 GB | 14.8 GB |
190.0 GB free
|
14 | llama.cpp | Run |
| gpt-oss 20B | 20.9B MoE / 3.6B act | MXFP4 | 10.8 GB | 0.75 GB | 12.2 GB |
192.6 GB free
|
31 | llama.cpp | Run |
| Qwen3 14B | 14.8B | Q2_K | 5.8 GB | 5.00 GB | 11.4 GB |
193.4 GB free
|
22 | llama.cpp | Run |
| DeepSeek-R1-Distill-Qwen 14B | 14.8B | Q2_K | 5.8 GB | 6.00 GB | 12.4 GB |
192.4 GB free
|
22 | llama.cpp | Run |
| Qwen2.5-Coder 14B | 14.8B | Q2_K | 5.8 GB | 6.00 GB | 12.4 GB |
192.4 GB free
|
22 | llama.cpp | Run |
| Phi-4 14B | 14.7B | Q2_K | 5.7 GB | 3.13 GB | 9.5 GB |
195.3 GB free
|
22 | llama.cpp | Run |
| Ministral 3 14B | 13.9B | Q2_K | 5.4 GB | 5.00 GB | 11.0 GB |
193.8 GB free
|
24 | llama.cpp | Run |
| Gemma 3 12B | 12.2B | Q2_K | 4.8 GB | 2.31 GB | 7.7 GB |
197.1 GB free
|
27 | llama.cpp | Run |
| Mistral NeMo 12B | 12.2B | Q2_K | 4.8 GB | 5.00 GB | 10.4 GB |
194.4 GB free
|
27 | llama.cpp | Run |
| Gemma 4 12B | 12B | Q2_K | 4.7 GB | 2.31 GB | 7.6 GB |
197.2 GB free
|
27 | llama.cpp | Run |
| Qwen3.5 9B | 9.65B | Q2_K | 3.8 GB | 1.00 GB | 5.4 GB |
199.4 GB free
|
34 | llama.cpp | Run |
| Ornith 1.5 9B New this week | 9.41B | Q2_K | 3.7 GB | 1.00 GB | 5.3 GB |
199.5 GB free
|
35 | llama.cpp | Run |
| Ministral 3 8B | 8.92B | Q2_K | 3.5 GB | 4.25 GB | 8.3 GB |
196.5 GB free
|
37 | llama.cpp | Run |
| Granite 4.1 8B | 8.79B | Q2_K | 3.4 GB | 5.00 GB | 9.0 GB |
195.8 GB free
|
38 | llama.cpp | Run |
| LFM2.5 8B-A1B | 8.47B MoE / 1.5B act | Q2_K | 3.3 GB | 0.38 GB | 4.3 GB |
200.5 GB free
|
98 | llama.cpp | Run |
| Fara 7B | 8.29B | Q2_K | 3.2 GB | 1.75 GB | 5.6 GB |
199.2 GB free
|
40 | llama.cpp | Run |
| Qwen3 8B | 8.19B | Q2_K | 3.2 GB | 4.50 GB | 8.3 GB |
196.5 GB free
|
40 | llama.cpp | Run |
| Llama 3.1 8B Instruct | 8.03B | Q2_K | 3.1 GB | 4.00 GB | 7.7 GB |
197.1 GB free
|
41 | llama.cpp | Run |
| Gemma 4 E4B | 8.0B | Q2_K | 3.1 GB | 0.47 GB | 4.2 GB |
200.6 GB free
|
41 | llama.cpp | Run |
| Ling 3.0 Tiny 7.9B-A1.3B New | 7.9B MoE / 1.3B act | Q2_K | 3.1 GB | 0.21 GB | 3.9 GB |
200.9 GB free
|
113 | llama.cpp | Run |
| DeepSeek-R1-Distill-Qwen 7B | 7.62B | Q2_K | 3.0 GB | 1.75 GB | 5.3 GB |
199.5 GB free
|
43 | llama.cpp | Run |
| Qwen2.5-Coder 7B | 7.62B | Q2_K | 3.0 GB | 1.75 GB | 5.3 GB |
199.5 GB free
|
43 | llama.cpp | Run |
| Olmo 3 7B Instruct | 7.3B | Q2_K | 2.8 GB | 5.50 GB | 8.9 GB |
195.9 GB free
|
45 | llama.cpp | Run |
| Mistral 7B Instruct v0.3 | 7.25B | Q2_K | 2.8 GB | 4.00 GB | 7.4 GB |
197.4 GB free
|
46 | llama.cpp | Run |
| Gemma 4 E2B | 5.1B | Q2_K | 2.0 GB | 0.23 GB | 2.8 GB |
202.0 GB free
|
65 | llama.cpp | Run |
| Qwen3.5 4B | 4.66B | Q2_K | 1.8 GB | 1.00 GB | 3.4 GB |
201.4 GB free
|
71 | llama.cpp | Run |
| Gemma 3 4B | 4.3B | Q2_K | 1.7 GB | 0.86 GB | 3.1 GB |
201.7 GB free
|
77 | llama.cpp | Run |
| Qwen3 4B | 4.02B | Q2_K | 1.6 GB | 4.50 GB | 6.7 GB |
198.1 GB free
|
82 | llama.cpp | Run |
| Ministral 3 3B | 3.85B | Q2_K | 1.5 GB | 3.25 GB | 5.4 GB |
199.4 GB free
|
86 | llama.cpp | Run |
| Phi-4-mini 3.8B | 3.84B | Q2_K | 1.5 GB | 4.00 GB | 6.1 GB |
198.7 GB free
|
86 | llama.cpp | Run |
| Granite 4.1 3B | 3.4B | Q2_K | 1.3 GB | 2.50 GB | 4.4 GB |
200.4 GB free
|
97 | llama.cpp | Run |
| Llama 3.2 3B Instruct | 3.21B | Q2_K | 1.3 GB | 3.50 GB | 5.4 GB |
199.4 GB free
|
103 | llama.cpp | Run |
| LFM2.5 2.6B New | 2.7B | Q2_K | 1.1 GB | 0.50 GB | 2.2 GB |
202.6 GB free
|
122 | llama.cpp | Run |
| Qwen3.5 2B | 2.27B | Q2_K | 0.9 GB | 0.38 GB | 1.9 GB |
202.9 GB free
|
145 | llama.cpp | Run |
| Qwen3 1.7B | 1.72B | Q2_K | 0.7 GB | 3.50 GB | 4.8 GB |
200.0 GB free
|
192 | llama.cpp | Run |
| Llama 3.2 1B Instruct | 1.24B | Q2_K | 0.5 GB | 1.00 GB | 2.1 GB |
202.7 GB free
|
266 | llama.cpp | Run |
| Gemma 3 1B | 1.0B | Q2_K | 0.4 GB | 0.14 GB | 1.1 GB |
203.7 GB free
|
330 | llama.cpp | Run |
| Qwen3.5 0.8B | 0.87B | Q2_K | 0.3 GB | 0.38 GB | 1.3 GB |
203.5 GB free
|
379 | llama.cpp | Run |
| Qwen3 0.6B | 0.6B | Q2_K | 0.2 GB | 3.50 GB | 4.3 GB |
200.5 GB free
|
550 | llama.cpp | Run |
Won't fit in VRAM
6 models · some are possible with CPU offload| Model | Params | Quant | Weights | +KV 32K | Total | Over budget | Tok/s | Runtime | |
|---|---|---|---|---|---|---|---|---|---|
| Kimi K3 2.8T-A104B New | 2780B MoE / 104B act | Q2_K | 1084.2 GB | 0.84 GB | 1085.6 GB | +880.8 GB | ~1.4 | llama.cpp | Why |
| Qwen3.8 2.4T-A95B New | 2446B MoE / 95B act | Q2_K | 953.9 GB | 2.88 GB | 957.4 GB | +752.6 GB | ~1.5 | llama.cpp | Why |
| DeepSeek V4 Pro 1.6T-A49B New | 1650B MoE / 49B act | Q2_K | 643.5 GB | 2.14 GB | 646.2 GB | +441.4 GB | ~3.0 | llama.cpp | Why |
| Kimi K2.6 1T-A32B | 1027B MoE / 32B act | Q2_K | 400.5 GB | 2.14 GB | 403.3 GB | +198.5 GB | ~4.6 | llama.cpp | Why |
| GLM-5.2 744B-A40B | 753B MoE / 40B act | Q2_K | 293.7 GB | 2.74 GB | 297.0 GB | +92.2 GB | ~3.7 | llama.cpp | Why |
| DeepSeek-R1 671B | 671B MoE / 37B act | Q2_K | 261.7 GB | 2.14 GB | 264.4 GB | +59.6 GB | ~4.0 | llama.cpp | Why |
Totals = quantised weights + f16 KV cache at 32K tokens + 0.6 GB runtime overhead, against 204.8 GB usable system RAM. Tokens per second are estimated from 307 GB/s peak memory bandwidth at batch 1 — not measured. Read the method.