▮▮▮ RigBench

New local LLMs that fit your GPU · week of Oct 21, 2026

16 open models were published as GGUF in the last 7 days. Here is where each one fits. Sizes are real file sizes from Hugging Face; speeds marked est. are estimates scaled from measured runs.

Fits 8 GB cards (RTX 4060, RX 7600, 16 GB Macs)

Orbit-3.2-Nano
2.7B · Q4_K_M · needs ~2.6 GB
~108 tok/s est.
Spark-X2.6-4B
4.11B · Q4_K_M · needs ~3.5 GB
~71.9 tok/s est.

Fits 12 GB cards (RTX 3060 12 GB, RTX 4070)

HybridAgent-14B-Agentic
14.77B · Q4_K_M · needs ~10.5 GB
~33.1 tok/s est.

Fits 24 GB cards (RTX 3090, RTX 4090, RX 7900 XTX)

Tess-4.5-27B
27.32B · Q4_K_M · needs ~18.9 GB
~37.6 tok/s est.
Tessera-27B-B-CJK
27.32B · Q4_K_M · needs ~18.9 GB
~37.6 tok/s est.
jebadiah-27b-v2-1
27.32B · Q4_K_M · needs ~18.9 GB
~37.6 tok/s est.
basal-omni-1.0-ultra
30.7B · Q4_K_M · needs ~21.1 GB
~33.6 tok/s est.

Fits 48 GB (RTX 6000 Ada, two 24 GB cards, 64 GB Macs)

MLExpert
34.66B MoE · Q4_K_M · needs ~24.0 GB
~30.7 tok/s est.
MiniCPM-V-4.7-35B-A3B
34.66B MoE · Q4_K_M · needs ~24.0 GB
~179 tok/s est.

Fits 96 GB+ (RTX PRO 6000, 128 GB Macs, Ryzen AI Max+ 395)

NVIDIA-Nemotron-3.5-Bolt-74B-A9B
74.04B MoE · UD-Q4_K_XL · needs ~52.9 GB
~88.0 tok/s est.
Kolibri-1
78.1B · Q4_K_M · needs ~52.5 GB
~21.6 tok/s est.
NVIDIA-Nemotron-3.5-Super-VL-120B-A12B
120.0B MoE · UD-Q4_K_XL · needs ~89.9 GB
~61.8 tok/s est.
Ornith-1.5-122B
124.64B MoE · UD-Q4_K_XL · needs ~82.7 GB
~13.5 tok/s est.

Needs more than 96 GB

Agnes-3.0-Qwen (~130 GB), Beam-1.0-501B-A23B (~310 GB), DeepSeek-V4.1-Flash-1017 (~504 GB)

New measured benchmarks

This is the first issue, so the whole leaderboard is new: 1,127 measured results from 8 public sources.

Fastest consumer hardware, Llama 2 7B Q4_0 (tg128):

1. NVIDIA RTX 5090 CUDA300 tok/s · source
2. NVIDIA RTX 5080 Vulkan192 tok/s · source
3. NVIDIA RTX 4090 D CUDA192 tok/s · source
4. AMD Radeon RX 7900 XTX Vulkan191 tok/s · source
5. NVIDIA RTX 4090 Vulkan190 tok/s · source
6. NVIDIA RTX 5070 Ti CUDA182 tok/s · source
7. Apple M5 Ultra (80-core GPU) Metal179 tok/s · source
8. NVIDIA RTX 3090 Ti CUDA172 tok/s · source

Llama 3.1 8B Q4_K_M on LocalScore (averaged over long prompts):

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