Which AI models can I run on a Mac with 16 GB?

410 of the 829 LLMs analyzed on Model Anatomy fit on a Mac with 16 GB (10.7 GB usable) with at least 4K tokens of context. Each row shows the best file that fits and how much context the remaining memory holds.

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Model	Params	File that fits	Context that fits
Qwen/Qwen3-0.6BDense	752M596M active	As published1.50 GB of 10.7 GB available	Full 40K
Qwen/Qwen3-VL-8B-InstructDense + vision	8.77B7.57B active	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	≈ 38K tokensmax 256K
Qwen/Qwen3-8BDense	8.19B	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	Full 40K
unsloth/Qwen3-Coder-30B-A3B-Instruct-GGUFMoE	30.5B3.04B active	UD-IQ1_M9.63 GB of 10.7 GB availableunder 3 bits: noticeably lower quality	≈ 10K tokensmax 256K
Qwen/Qwen2.5-7B-InstructDense	7.62B	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	Full 32K
Qwen/Qwen3.5-9BDense + vision	9.65B8.18B active	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	≈ 155K tokensmax 256K
Qwen/Qwen2.5-0.5B-InstructDense	494M	As published988 MB of 10.7 GB available	Full 32K
Qwen/Qwen2.5-1.5B-InstructDense	1.54B	As published3.09 GB of 10.7 GB available	Full 32K
Qwen/Qwen3-4BDense	4.02B	As published8.04 GB of 10.7 GB available	≈ 17K tokensmax 40K
Qwen/Qwen3.5-4BDense + vision	4.66B	As published9.32 GB of 10.7 GB available	≈ 39K tokensmax 256K
Qwen/Qwen2.5-VL-7B-InstructDense + vision	8.29B7.07B active	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	≈ 102K tokensmax 125K
ornith-ai/Ornith-1.5-9B-GGUFDense	9.20B7.94B active	Q8_09.79 GB of 10.7 GB available	≈ 25K tokensmax 256K
Qwen/Qwen2.5-3B-InstructDense	3.09B	As published6.17 GB of 10.7 GB available	Full 32K
Qwen/Qwen3.5-2BDense + vision	2.27B1.94B active	As published4.55 GB of 10.7 GB available	Full 256K
Qwen/Qwen3-4B-Instruct-2507Dense	4.02B	As published8.04 GB of 10.7 GB available	≈ 17K tokensmax 256K
Qwen/Qwen3-1.7BDense	2.03B1.72B active	As published4.06 GB of 10.7 GB available	Full 40K
Qwen/Qwen3-VL-4B-InstructDense + vision	4.44B	As published8.88 GB of 10.7 GB available	≈ 12K tokensmax 256K
RadixArk/Kimi-K3-DSpark	2.25B	As published4.50 GB of 10.7 GB available	≈ 294K tokensmax 1M
Qwen/Qwen2.5-7B-Instruct-AWQDense	7.62B	As published5.57 GB of 10.7 GB available	Full 32K
nvidia/NVIDIA-Nemotron-3-Nano-4B-BF16	3.97B	As published7.95 GB of 10.7 GB available	Not knowncontext figures missing
ornith-ai/Ornith-1.0-9B-GGUFDense	8.95B7.94B active	Q8_09.53 GB of 10.7 GB available	≈ 32K tokensmax 256K
Qwen/Qwen3-VL-2B-InstructDense + vision	2.13B1.72B active	As published4.26 GB of 10.7 GB available	≈ 55K tokensmax 256K
datalab-to/chandra-ocr-2Dense + vision	5.30B4.33B active	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	≈ 228K tokensmax 256K
Qwen/Qwen2.5-Coder-7B-InstructDense	7.62B	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	Full 32K
Qwen/Qwen3-14B-AWQDense	14.8B	As published9.98 GB of 10.7 GB available	≈ 4K tokensmax 40K
Qwen/Qwen3-VL-8B-Instruct-FP8Dense + vision	8.77B7.57B active	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	≈ 38K tokensmax 256K
Qwen/Qwen2.5-VL-3B-InstructDense + vision	3.75B3.09B active	As published7.51 GB of 10.7 GB available	≈ 84K tokensmax 125K
Qwen/Qwen3.5-0.8BDense + vision	873M773M active	As published1.75 GB of 10.7 GB available	Full 256K
Qwen/Qwen2.5-14B-InstructDense	14.8B	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	≈ 12K tokensmax 32K
deepseek-ai/DeepSeek-OCRMoE + vision	3.34B672M active	As published6.67 GB of 10.7 GB available	Full 8K
JonathanColetti/Qwen3.8-27B-Uncensored-GGUFDense	27.3B	Qwen3.8-27B-Uncensored-noMTP-IQ2_M10.2 GB of 10.7 GB available	≈ 5K tokensmax 256K
huihui-ai/Huihui-Qwen3.8-27B-abliterated-GGUFDense	27.3B	Huihui-Qwen3.8-27B-abliterated-Swift-1.5-GSQ-RCO-IQ3_XXS10.1 GB of 10.7 GB available	≈ 6K tokensmax 256K
HuggingFaceTB/SmolLM2-135MDense	135M	As published269 MB of 10.7 GB available	Full 8K
DavidAU/Qwen3.5-9B-The-Defiant-Fable-Uncensored-Heretic-NEO-IMATRIX-MAX-MTP-GGUFDense	9.20B7.94B active	Qwen3.5-9B-The-Defiant-Fable-Uncnr-Heretic-plusIQ-TOOLS-NEO-MAX-MTP-Q6_K8.76 GB of 10.7 GB available	≈ 55K tokensmax 256K
Qwen/Qwen2.5-14B-Instruct-AWQDense	14.8B	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	≈ 12K tokensmax 32K
Qwen/Qwen2-VL-2B-InstructDense + vision	2.21B1.54B active	As published4.42 GB of 10.7 GB available	Full 32K
vikhyatk/moondream2Dense + vision	1.93B1.37B active	As published3.85 GB of 10.7 GB available	Not knowncontext figures missing
Qwen/Qwen2.5-VL-7B-Instruct-AWQDense + vision	8.29B7.07B active	As published6.92 GB of 10.7 GB available	≈ 64K tokensmax 125K
HauhauCS/Gemma-4-E4B-Uncensored-HauhauCS-Aggressive	7.52B	Q8_K8.13 GB of 10.7 GB available	≈ 84K tokensmax 128K
Qwen/Qwen3-14BDense	14.8B	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	≈ 14K tokensmax 40K
Qwen/Qwen2.5-Coder-14B-InstructDense	14.8B	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	≈ 12K tokensmax 32K
Qwen/Qwen3-8B-AWQDense	8.19B	As published6.10 GB of 10.7 GB available	≈ 30K tokensmax 40K
mistralai/Mistral-7B-Instruct-v0.2Dense	7.24B	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	Full 32K
0bserverx/Qwen3.8-27B-Heretic-Abliterated-Uncensored-GGUFDense	26.9B	RVN-IQ2_M-multilingual10.0 GB of 10.7 GB available	≈ 8K tokensmax 256K
prism-ml/Ternary-Bonsai-2-27B-ggufDense	26.9B	Ternary-Bonsai-2-27B-Q2_07.63 GB of 10.7 GB available	≈ 43K tokensmax 256K
llava-hf/llava-1.5-7b-hfDense + vision	7.06B	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	Not knowncontext figures missing
Qwen/Qwen2-VL-7B-Instruct-AWQDense + vision	8.29B7.07B active	As published6.92 GB of 10.7 GB available	Full 32K
Qwen/Qwen2.5-0.5BDense	494M	As published988 MB of 10.7 GB available	Full 32K
Qwen/Qwen3-4B-BaseDense	4.02B	As published8.04 GB of 10.7 GB available	≈ 17K tokensmax 32K
unsloth/Qwen3.5-9B-GGUFDense	8.95B7.94B active	Q8_09.53 GB of 10.7 GB available	≈ 32K tokensmax 256K
Qwen/Qwen3-1.7B-BaseDense	1.72B	As published3.44 GB of 10.7 GB available	Full 32K
HuggingFaceTB/SmolLM2-135M-InstructDense	135M	As published269 MB of 10.7 GB available	Full 8K
peculiar-ragdoll/Dirk-Qwen3.8-27B-GGUFDense	27.3B	UD-Q2_K_XL9.83 GB of 10.7 GB availableunder 3 bits: noticeably lower quality	≈ 10K tokensmax 256K
apple/OpenELM-1_1B-Instruct	1.08B	As published2.16 GB of 10.7 GB available	Not knowncontext figures missing
sahilchachra/Unlimited-OCR-AWQMoE + vision	3.34B672M active	As published2.82 GB of 10.7 GB available	Full 32K
ibm-research/PowerMoE-3b	3.37B	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	Full 4K
unsloth/Qwen3.6-35B-A3B-GGUFMoE	34.7B2.95B active	UD-IQ1_M10.0 GB of 10.7 GB availableunder 3 bits: noticeably lower quality	≈ 26K tokensmax 256K
HuggingFaceTB/SmolVLM2-500M-Video-InstructDense + vision	507M374M active	As published2.03 GB of 10.7 GB available	Full 8K
datalab-to/surya-ocr-2Dense + vision	686M586M active	As published1.37 GB of 10.7 GB available	Full 256K
LiquidAI/LFM2.5-2.6B-GGUF	2.70B	BF165.40 GB of 10.7 GB available	Full 128K
Qwen/Qwen2.5-Coder-14B-Instruct-AWQDense	14.8B	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	≈ 12K tokensmax 32K
ornith-ai/Ornith-1.0-9BDense + vision	9.41B7.94B active	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	≈ 159K tokensmax 256K
unsloth/Qwen3.6-27B-MTP-GGUFDense	27.3B	UD-IQ2_XXS9.57 GB of 10.7 GB availableunder 3 bits: noticeably lower quality	≈ 14K tokensmax 256K
ISTA-DASLab/Qwen3.8-27B-GSQ-RCO-GGUFDense	27.3B	Qwen3.8-27B-GSQ-RCO-IQ3_XXS10.1 GB of 10.7 GB available	≈ 6K tokensmax 256K
baidu/Unlimited-OCRMoE + vision	3.34B672M active	As published6.67 GB of 10.7 GB available	Full 32K
datalab-to/surya-ocr-2-ggufDense	632M565M active	surya-21.27 GB of 10.7 GB available	Full 256K
unsloth/Qwen3.6-27B-GGUFDense	26.9B	UD-IQ2_XXS9.39 GB of 10.7 GB availableunder 3 bits: noticeably lower quality	≈ 17K tokensmax 256K
openbmb/MiniCPM5-2BDense	2.52B2.25B active	As published5.03 GB of 10.7 GB available	≈ 128K tokensmax 128K
mlx-community/Llama-3.1-8B-Instruct-4bitDense	8.03B	As published4.52 GB of 10.7 GB available	≈ 46K tokensmax 128K
DavidAU/Qwen3.8-27B-Turbo-Brilliance-50X-Reasoning-Instruct-NEO-MAX-MTP-GGUFDense	27.3B	Qwen3.8-27B-Turbo-Brilliance-50X-RI-GSQ-RCO-IQ3_XXS10.1 GB of 10.7 GB available	≈ 6K tokensmax 256K
legraphista/glm-4-9b-chat-IMat-GGUFDense	9.40B	Q8_09.99 GB of 10.7 GB available	≈ 16K tokensmax 128K
QuantTrio/Qwen3.5-9B-AWQDense + vision	9.65B8.18B active	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	≈ 155K tokensmax 256K
bartowski/endless-frontier_BigBang-v1-GGUFMoE	35.5B2.95B active	IQ2_XXS10.3 GB of 10.7 GB availableunder 3 bits: noticeably lower quality	≈ 17K tokensmax 256K
Qwen/Qwen3-4B-Instruct-2507-FP8Dense	4.41B	As published5.19 GB of 10.7 GB available	≈ 36K tokensmax 256K
Qwen/Qwen2.5-Coder-7B-Instruct-AWQDense	7.62B	As published5.57 GB of 10.7 GB available	Full 32K
deepseek-ai/DeepSeek-Coder-V2-Lite-InstructMoE	15.7B2.45B active	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	≈ 58K tokensmax 160K
unsloth/Qwen3.5-4B-GGUFDense	4.21B	BF168.42 GB of 10.7 GB available	≈ 65K tokensmax 256K
CMSManhattan/JiRackUltra_1bDense	1.78B1.54B active	As published3.55 GB of 10.7 GB available	Full 128K
deepseek-ai/DeepSeek-OCR-2MoE	3.39B850M active	As published6.78 GB of 10.7 GB available	Full 8K
Qwen/Qwen2.5-1.5BDense	1.54B	As published3.09 GB of 10.7 GB available	Full 128K
bartowski/XYZAILab_XYZ-Aquila-mini-GGUFMoE	34.7B2.95B active	IQ2_XXS9.78 GB of 10.7 GB availableunder 3 bits: noticeably lower quality	≈ 39K tokensmax 256K
agentionai/Qwen3.8-27B-AP-GGUFDense	27.3B	IQ2_S9.61 GB of 10.7 GB availableunder 3 bits: noticeably lower quality	≈ 13K tokensmax 256K
deepseek-ai/DeepSeek-R1-0528-Qwen3-8BDense	8.19B	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	≈ 40K tokensmax 128K
peculiar-ragdoll/Sharp-Spark-X2.5-4B-GGUFDense	4.11B	Q6_K_XL3.61 GB of 10.7 GB available	≈ 185K tokensmax 1M
raxcore-dev/Rax-4.5Dense + vision	2.27B1.94B active	As published4.55 GB of 10.7 GB available	Full 256K
unsloth/gemma-4-12b-it-GGUFDense	11.9B	UD-Q5_K_XL8.61 GB of 10.7 GB available	≈ 10K tokensmax 256K
Qwen/Qwen2-VL-7B-InstructDense + vision	8.29B7.07B active	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	Full 32K
DavidAU/LFM2.5-24B-A2B-Turbo-Brilliance-50X-NEO-MAX-Imatrix-GGUFMoE	24.0B2.45B active	IQ3_M10.5 GB of 10.7 GB available	≈ 7K tokensmax 128K
prism-ml/Ternary-Bonsai-2-9B-gguf	1.47B	Ternary-Bonsai-2-9B-PQ2_0-MTP-Q8_02.68 GB of 10.7 GB available	Full 256K
dots-studio/dots.ocrDense + vision	3.04B1.54B active	As published6.08 GB of 10.7 GB available	Full 128K
allenai/OLMo-2-0425-1BDense	1.48B1.28B active	As published5.94 GB of 10.7 GB available	Full 4K
Qwen/Qwen3-0.6B-BaseDense	596M	As published1.19 GB of 10.7 GB available	Full 32K
empero-ai/Qwen3.8-4B-Distill-GGUFDense	4.33B	BF168.67 GB of 10.7 GB available	≈ 58K tokensmax 256K
Qwen/Qwen3-8B-FP8Dense	8.19B	As published9.44 GB of 10.7 GB available	≈ 8K tokensmax 40K
empero-ai/Qwen3.8-2B-Distill-GGUFDense	1.94B	BF163.90 GB of 10.7 GB available	Full 256K
FINAL-Bench/POCKET-35B-GGUFMoE	34.7B2.95B active	IQ1_M8.24 GB of 10.7 GB availableunder 3 bits: noticeably lower quality	≈ 113K tokensmax 256K
Infomaniak-AI/vllm-translategemma-4b-itDense + vision	4.30B	As published8.60 GB of 10.7 GB available	≈ 93K tokensmax 128K
ConwayResearch/Underdog-Saluki-27B-1.0Dense	26.9B	Underdog-Saluki-27B-1.0-IQ2-mix7.90 GB of 10.7 GB available	≈ 39K tokensmax 256K
Qwen/Qwen2-0.5BDense	494M	As published988 MB of 10.7 GB available	Full 128K
LGAI-EXAONE/EXAONE-3.5-7.8B-Instruct-AWQDense	7.82B	As published5.30 GB of 10.7 GB available	Full 32K
deepseek-ai/deepseek-coder-7b-instruct-v1.5Dense	6.91B	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	Full 4K
Qwen/Qwen2.5-Coder-7BDense	7.62B	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	Full 32K
yuxinlu1/gemma-4-12B-agentic-fable5-composer2.5-v2-3.5x-tau2-GGUFDense	11.9B	Q4_K_M7.38 GB of 10.7 GB available	≈ 19K tokensmax 256K
OpenGVLab/InternVL2-2B	2.21B	As published4.41 GB of 10.7 GB available	Full 32K
Qwen/Qwen1.5-MoE-A2.7BMoE	14.3B2.38B active	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	Full 8K
empero-ai/Qwen3.8-9B-Distill-GGUFDense	9.20B7.94B active	Q8_09.79 GB of 10.7 GB available	≈ 25K tokensmax 256K
z-lab/Qwen3.8-27B-DFlash2-GGUF	1.92B	BF163.86 GB of 10.7 GB available	Full 256K
Salesforce/blip2-opt-2.7b	3.74B	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	≈ 26K tokens
microsoft/Phi-3.5-vision-instructDense + vision	4.15B3.72B active	As published8.29 GB of 10.7 GB available	≈ 6K tokensmax 128K
jegreene/Swift-1.5-Qwen3.8-27B-heretic-GSQ-RCO-GGUFDense	27.3B	IQ2_S9.61 GB of 10.7 GB availableunder 3 bits: noticeably lower quality	≈ 13K tokensmax 256K
Qwen/Qwen2.5-7BDense	7.62B	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	≈ 109K tokensmax 128K
boboliu/bge-reranker-v2.5-gemma2-lightweight-gptqDense	9.24B	As published6.17 GB of 10.7 GB available	Full 8K
OpenGVLab/InternVL2-1BDense + vision	938M498M active	As published1.88 GB of 10.7 GB available	Full 32K
CMSManhattan/JiRackUltra_14bDense	14.8B	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	≈ 12K tokensmax 128K
Orion-zhen/Qwen2.5-Coder-7B-Instruct-AWQDense	7.62B	As published5.70 GB of 10.7 GB available	Full 32K
microsoft/phi-4Dense	14.7B	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	≈ 12K tokensmax 16K
openbmb/MiniCPM5-2B-DSpark	324M	As published648 MB of 10.7 GB available	Full 128K
tencent/HunyuanOCRDense + vision	1.12B950M active	As published2.24 GB of 10.7 GB available	≈ 84K tokensmax 128K
prism-ml/Ternary-Bonsai-27B-gguf	3.65B	Ternary-Bonsai-27B-Q2_g647.59 GB of 10.7 GB available	Full 4K
Qwen/Qwen2.5-VL-3B-Instruct-AWQDense + vision	3.75B3.09B active	As published3.40 GB of 10.7 GB available	Full 125K
OsaurusAI/Diplodocus-preview-GGUFDense	9.00B7.97B active	Q8_09.57 GB of 10.7 GB available	≈ 7K tokensmax 512K
Qwen/Qwen2.5-3B-Instruct-AWQDense	3.40B	As published2.69 GB of 10.7 GB available	Full 32K
lightonai/LightOnOCR-2-1BDense + vision	1.01B596M active	As published2.01 GB of 10.7 GB available	Full 16K
Qwen/Qwen2.5-7B-Instruct-GGUFDense	7.62B	Q8_08.10 GB of 10.7 GB available	≈ 44K tokensmax 128K
Qwen/Qwen2-1.5B-InstructDense	1.54B	As published3.09 GB of 10.7 GB available	Full 32K
unsloth/gemma-4-E2B-it-GGUF	4.65B	BF169.31 GB of 10.7 GB available	≈ 90K tokensmax 128K
hugging-quants/gemma-2-9b-it-AWQ-INT4Dense	9.24B	As published6.16 GB of 10.7 GB available	Full 8K
HuggingFaceTB/SmolLM3-3BDense	3.08B	As published6.15 GB of 10.7 GB available	≈ 60K tokensmax 64K
unsloth/Llama-3.2-1B-InstructDense	1.24B	As published2.47 GB of 10.7 GB available	Full 128K
bartowski/Qwen2.5-32B-Instruct-GGUFDense	32.8B	IQ2_XXS9.03 GB of 10.7 GB availableunder 3 bits: noticeably lower quality	≈ 6K tokensmax 32K
dealignai/Ornith-1.5-9B-UNCENSORED-GGUFDense	8.95B7.94B active	Q8_09.53 GB of 10.7 GB available	≈ 32K tokensmax 256K
lmstudio-community/Qwen3.5-9B-MLX-4bitDense + vision	9.41B7.94B active	As published5.95 GB of 10.7 GB available	≈ 139K tokensmax 256K
cyankiwi/MiniCPM-SALA-AWQ-8bitDense	9.48B	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	≈ 159K tokensmax 512K
ibm-granite/granite-4.1-3bDense	3.40B	As published6.81 GB of 10.7 GB available	≈ 46K tokensmax 128K
unsloth/gemma-4-E4B-it-GGUF	7.52B	UD-Q8_K_XL8.71 GB of 10.7 GB available	≈ 64K tokensmax 128K
PrimeIntellect/Qwen3-0.6BDense	752M596M active	As published1.50 GB of 10.7 GB available	Full 40K
Qwen/Qwen3-14B-BaseDense	14.8B	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	≈ 14K tokensmax 32K
lmstudio-community/Qwen3.5-9B-MLX-8bitDense + vision	9.41B7.94B active	As published10.4 GB of 10.7 GB available	≈ 6K tokensmax 256K
HauhauCS/Gemma4-12B-QAT-Uncensored-HauhauCS-BalancedDense	11.9B	Q4_K_M7.38 GB of 10.7 GB available	≈ 19K tokensmax 256K
empero-ai/Qwythos-9B-Claude-Mythos-5-1M-GGUFDense	9.20B7.94B active	Q8_09.79 GB of 10.7 GB available	≈ 25K tokensmax 1M
ornith-ai/Ornith-1.5-9BDense + vision	9.65B8.18B active	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	≈ 155K tokensmax 256K
Qwen/Qwen3.5-4B-BaseDense + vision	4.66B	As published9.32 GB of 10.7 GB available	≈ 39K tokensmax 256K
XHToken/Spark-X2.6-4B-GGUFDense	4.45B	Spark-X2.6-4B8.23 GB of 10.7 GB available	≈ 63K tokensmax 1M
Qwen/Qwen3-8B-BaseDense	8.19B	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	Full 32K
deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5BDense	1.78B1.54B active	As published3.55 GB of 10.7 GB available	Full 128K
Qwen/Qwen3-4B-GGUFDense	4.02B	Q8_04.28 GB of 10.7 GB available	Full 40K
Qwen/Qwen3-4B-Thinking-2507Dense	4.02B	As published8.04 GB of 10.7 GB available	≈ 17K tokensmax 256K
Qwen/Qwen3-8B-GGUFDense	8.19B	Q8_08.71 GB of 10.7 GB available	≈ 13K tokensmax 40K
prism-ml/Bonsai-27B-gguf	3.65B	BF167.29 GB of 10.7 GB available	Full 4K
Qwen/Qwen3.5-9B-BaseDense + vision	9.65B8.18B active	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	≈ 155K tokensmax 256K
Qwen/Qwen3-VL-4B-Instruct-FP8Dense + vision	4.83B4.02B active	As published6.02 GB of 10.7 GB available	≈ 31K tokensmax 256K
mistralai/Mistral-7B-v0.1Dense	7.24B	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	Full 32K
Qwen/Qwen3.5-2B-BaseDense + vision	2.27B1.94B active	As published4.55 GB of 10.7 GB available	Full 256K
deepseek-ai/DeepSeek-R1-Distill-Qwen-14BDense	14.8B	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	≈ 12K tokensmax 128K
Qwen/Qwen2.5-3BDense	3.09B	As published6.17 GB of 10.7 GB available	Full 32K
Qwen/Qwen2.5-Coder-7B-Instruct-GGUFDense	7.62B	Q8_08.10 GB of 10.7 GB available	≈ 44K tokensmax 128K
ukisai/Swift-Qwen3.8-27B-GGUFDense	27.3B	IQ2_S9.90 GB of 10.7 GB availableunder 3 bits: noticeably lower quality	≈ 9K tokensmax 256K
deepseek-ai/DeepSeek-R1-Distill-Qwen-7BDense	7.62B	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	≈ 109K tokensmax 128K
bartowski/Qwen3.8-27B-GGUFDense	27.3B	IQ2_S9.68 GB of 10.7 GB availableunder 3 bits: noticeably lower quality	≈ 12K tokensmax 256K
Qwen/Qwen3-0.6B-FP8Dense	752M596M active	As published1.06 GB of 10.7 GB available	Full 40K
Qwen/Qwen3.5-0.8B-BaseDense + vision	873M773M active	As published1.75 GB of 10.7 GB available	Full 256K
Qwen/Qwen3-4B-AWQDense	4.02B	As published2.67 GB of 10.7 GB available	Full 40K
XHToken/Spark-X2.5-4B-GGUFDense	4.11B	Spark-X2.5-4B8.23 GB of 10.7 GB available	≈ 63K tokensmax 1M
yuxinlu1/gemma-4-12B-coder-fable5-composer2.5-v1-GGUFDense	11.9B	Q4_K_M7.38 GB of 10.7 GB available	≈ 19K tokensmax 256K
Maximilian228/Qwen3.8-Flash-Next-NVFP4-GPTQ-StrataDense	636M	qwen-nvfp4-gptq-dense5.99 GB of 10.7 GB available	Not knowncontext figures missing
Qwen/Qwen3-0.6B-GGUFDense	596M	Q8_0639 MB of 10.7 GB available	Full 40K
Qwen/Qwen3-14B-GGUFDense	14.8B	Q4_K_M9.00 GB of 10.7 GB available	≈ 10K tokensmax 40K
deepseek-ai/DeepSeek-R1-Distill-Llama-8BDense	8.03B	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	≈ 46K tokensmax 128K
moonshotai/Kimi-VL-A3B-InstructMoE + vision	16.4B2.58B active	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	≈ 45K tokensmax 128K
LiquidAI/LFM3-1.7B-GGUF	1.73B	BF163.47 GB of 10.7 GB available	Full 256K
openbmb/MiniCPM-V-4.6Dense + vision	1.30B778M active	As published2.60 GB of 10.7 GB available	Full 256K
DavidAU/Qwen3.8-27B-TWIN-TURBO-Fable-Cold-Fusion-709-L-Uncensored-NM-DAU-NEO-MTP-GGUFDense	27.3B	Qwen3.8-27B-TTURBO-Fable-C-Fusion-709-L-Uncen-NM-DAU-NEO-MTP-IQ2_M10.2 GB of 10.7 GB available	≈ 4K tokensmax 256K
JetBrains/Mellum2.1-12B-A2.5B-Thinking-GGUFMoE	12.1B2.21B active	Mellum2.1-12B-A2.5B-Thinking-MTP-Q4_K_M8.33 GB of 10.7 GB available	Full 128K
openbmb/MiniCPM5-2B-GGUFDense	2.52B2.25B active	F165.04 GB of 10.7 GB available	≈ 128K tokensmax 128K
Jackrong/DeepSeek-V4-Pro-Qwen3.5-9B-MTP-GGUFDense	9.20B7.94B active	Q8_09.79 GB of 10.7 GB available	≈ 25K tokensmax 256K
Qwen/Qwen3-VL-8B-ThinkingDense + vision	8.77B7.57B active	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	≈ 38K tokensmax 256K
ReliquaryForge/qwen3-4b-base-dapo-v4Dense	4.02B	As published8.04 GB of 10.7 GB available	≈ 17K tokensmax 32K
baidu/Unlimited-OCR-2MoE + vision	3.34B680M active	As published6.69 GB of 10.7 GB available	≈ 63K tokensmax 128K
Qwen/Qwen3Guard-Gen-0.6BDense	752M596M active	As published1.50 GB of 10.7 GB available	Full 32K
Qwen/Qwen3-VL-8B-Instruct-GGUFDense	8.19B	Q8_08.71 GB of 10.7 GB available	≈ 13K tokensmax 256K
Qwen/Qwen3-VL-4B-Instruct-GGUFDense	4.02B	F168.05 GB of 10.7 GB available	≈ 17K tokensmax 256K
Qwen/Qwen3-14B-FP8Dense	14.8B	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	≈ 14K tokensmax 40K
Qwen/Qwen3-VL-2B-Instruct-GGUFDense	1.72B	F163.45 GB of 10.7 GB available	≈ 61K tokensmax 256K
LiquidAI/LFM2.5-2.6B	2.70B	As published5.39 GB of 10.7 GB available	Full 128K
cyankiwi/Qwen3-VL-8B-Instruct-AWQ-4bitDense + vision	8.77B7.57B active	As published7.55 GB of 10.7 GB available	≈ 21K tokensmax 256K
Qwen/Qwen3-VL-2B-ThinkingDense + vision	2.13B1.72B active	As published4.26 GB of 10.7 GB available	≈ 55K tokensmax 256K
Qwen/Qwen3-VL-2B-Instruct-FP8Dense + vision	2.44B1.72B active	As published3.47 GB of 10.7 GB available	≈ 61K tokensmax 256K
Qwen/Qwen3-4B-FP8Dense	4.41B	As published5.19 GB of 10.7 GB available	≈ 36K tokensmax 40K
nvidia/LocateAnything-3BDense + vision	3.83B3.10B active	As published7.66 GB of 10.7 GB available	Full 32K
ukisai/Swift-1.5-Qwen3.8-27B-GGUFDense	27.3B	IQ2_S9.68 GB of 10.7 GB availableunder 3 bits: noticeably lower quality	≈ 12K tokensmax 256K
Qwen/Qwen2.5-14BDense	14.8B	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	≈ 12K tokensmax 128K
LiquidAI/LFM3-1.7B	1.73B	As published3.46 GB of 10.7 GB available	Full 256K
Qwen/Qwen3-1.7B-GGUFDense	1.72B	Q8_01.83 GB of 10.7 GB available	Full 40K
LiquidAI/LFM3-VL-2B-GGUF	1.73B	BF163.47 GB of 10.7 GB available	Full 125K
jialinyyzz/humanizerDense + vision	12.0B	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	≈ 54K tokensmax 256K
Qwen/Qwen3Guard-Gen-4BDense	4.41B	As published8.82 GB of 10.7 GB available	≈ 12K tokensmax 32K
Qwen/Qwen3-VL-4B-ThinkingDense + vision	4.44B	As published8.88 GB of 10.7 GB available	≈ 12K tokensmax 256K
openbmb/MiniCPM-V-4.7-1B-ggufDense	1.01B752M active	F162.02 GB of 10.7 GB available	Full 256K
IFM/K2-Horizon-7B-UnoDense	349M	As published1.40 GB of 10.7 GB available	Not knowncontext figures missing
unsloth/LFM2.5-24B-A2B-GGUFMoE	24.0B2.45B active	UD-IQ3_XXS8.96 GB of 10.7 GB available	≈ 81K tokensmax 128K
huihui-ai/Huihui-DeepSeek-V4.1-Flash-1017-abliterated-GGUFDense	755M	Huihui-DeepSeek-V4.1-Flash-1017-patch-Q2-13.66 GB of 10.7 GB available	Not knowncontext figures missing
XingChen-AGI/TeleOCRDense + vision	1.42B596M active	As published2.83 GB of 10.7 GB available	≈ 67K tokensmax 125K
RavichandranJ/Dolphin3-Cyber-8B-GGUFDense	8.03B	Q8_08.54 GB of 10.7 GB available	≈ 16K tokensmax 128K
DavidAU/LFM2.5-2.6B-Qwen3.8-Turbo-Brilliance-Power-X12-NEO-MAX-GGUF	2.70B	BF165.40 GB of 10.7 GB available	Full 128K
Qwen/Qwen3Guard-Gen-8BDense	8.19B	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	Full 32K
nvidia/NVIDIA-Nemotron-Labs-Dory1.0-4B-GGUFDense	3.98B	Q5_K_M3.67 GB of 10.7 GB available	Not knowncontext figures missing
ggml-org/Clef-Flash-GGUFDense	9.08B8.06B active	Q8_09.66 GB of 10.7 GB available	≈ 29K tokensmax 256K
PaddlePaddle/PaddleOCR-VL-1.6Dense + vision	959M387M active	As published1.92 GB of 10.7 GB available	Full 128K
Cloudflare/clef-flashDense + vision	9.41B7.94B active	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	≈ 159K tokensmax 256K
openbmb/MiniCPM-V-4.7-1BDense + vision	1.55B778M active	As published3.11 GB of 10.7 GB available	Full 256K
EldanRing/Winnow-12BDense	11.9B	Winnow-12B-NVFP48.16 GB of 10.7 GB available	≈ 14K tokensmax 256K
moonshotai/Moonlight-16B-A3B-InstructMoE	16.0B2.58B active	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	Full 8K
StarDoc-AI/TeleOCRDense + vision	1.42B596M active	As published2.83 GB of 10.7 GB available	≈ 67K tokensmax 125K
XHToken/Spark-X2.5-4B	4.11B	As published8.22 GB of 10.7 GB available	≈ 63K tokensmax 1M
DavidAU/Qwen3.8-27B-Ultimate-Heretic-Uncensored-Turbo-Brilliance-50x-AGI-NEO-GGUFDense	27.3B	IQ2_M10.2 GB of 10.7 GB availableunder 3 bits: noticeably lower quality	≈ 4K tokensmax 256K
IFM/K2-Horizon-7BDense	9.00B7.97B active	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	≈ 37K tokensmax 512K
moonshotai/Kimi-VL-A3B-Thinking-2506MoE + vision	16.4B2.58B active	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	≈ 45K tokensmax 128K
byteshape/Qwen3.8-27B-GGUFDense	27.3B	IQ3_XXS9.92 GB of 10.7 GB available	≈ 9K tokensmax 256K
Qwen/Qwen3-VL-8B-Thinking-FP8Dense + vision	8.77B7.57B active	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	≈ 38K tokensmax 256K
TokenRhythm/NeoHorse-1-4BDense	4.21B	As published8.41 GB of 10.7 GB available	≈ 66K tokensmax 256K
bartowski/ukisai_Swift-Qwen3.8-27b-GGUFDense	27.3B	IQ2_S9.68 GB of 10.7 GB availableunder 3 bits: noticeably lower quality	≈ 12K tokensmax 256K
TokenRhythm/NeoHorse-1-4B-GGUFDense	4.21B	BF168.42 GB of 10.7 GB available	≈ 65K tokensmax 256K
IFM/K2-Horizon-7B-GGUFDense	9.00B7.97B active	Q8_09.57 GB of 10.7 GB available	≈ 7K tokensmax 512K
webAI-Official/TwIL-8BDense	8.79B	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	≈ 34K tokensmax 128K
Qwen/Qwen3-1.7B-FP8Dense	2.03B1.72B active	As published2.65 GB of 10.7 GB available	Full 40K
IFM/K2-Horizon-3.7BDense	5.06B4.42B active	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	≈ 52K tokensmax 512K
inclusionAI/Ling-3.0-tinyMoE	7.89B1.14B active	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	Not knowncontext figures missing
XHToken/Spark-X2.6-4B	4.11B	As published8.22 GB of 10.7 GB available	≈ 63K tokensmax 1M
Qwen/Qwen3-VL-2B-Thinking-FP8Dense + vision	2.44B1.72B active	As published3.47 GB of 10.7 GB available	≈ 61K tokensmax 256K
bartowski/FrogNano-4B-2609-GGUFDense	4.33B	BF168.67 GB of 10.7 GB available	≈ 58K tokensmax 256K
deepgrove/maple-preview-GGUFMoE	20.2B1.18B active	maple-preview-TQ2_0-head-F166.35 GB of 10.7 GB available	Full 128K
LiquidAI/d1-2B-GGUF	1.73B	BF163.47 GB of 10.7 GB available	Full 125K
XiaomiMiMo/MiMo-V2.6-Distill-Qwen-9BDense + vision	9.41B7.94B active	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	≈ 159K tokensmax 256K
openbmb/MiniCPM-OCR-1.0Dense + vision	1.30B778M active	As published2.60 GB of 10.7 GB available	Full 256K
paradigma-inc/limite-1b-violettoDense	1.04B	As published2.07 GB of 10.7 GB available	Full 128K
moonshotai/Kimi-VL-A3B-ThinkingMoE + vision	16.4B2.58B active	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	≈ 45K tokensmax 128K
xiaomi-research/Xiaomi-OCR-0Dense + vision	873M773M active	As published1.75 GB of 10.7 GB available	Full 256K
moonshotai/Moonlight-16B-A3BMoE	16.0B2.58B active	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	Full 8K
0bserverx/Qwen3.8-27B-Heretic-GSQ-RCO-GGUFDense	27.3B	RVN-Qwen3.8-27B-Heretic-GSQ-RCO-IQ3_XXS10.1 GB of 10.7 GB available	≈ 6K tokensmax 256K
SC117/Spark-X2.6-4B-abliterated-FIT-GGUFDense	4.11B	BF168.23 GB of 10.7 GB available	≈ 63K tokensmax 1M
IFM/K2-Horizon-0.9BDense	1.08B	As published2.16 GB of 10.7 GB available	Full 128K
bartowski/Cloudflare_clef-flash-GGUFDense	9.08B8.06B active	Q8_09.68 GB of 10.7 GB available	≈ 28K tokensmax 256K
deepseek-ai/DeepSeek-Coder-V2-Lite-BaseMoE	15.7B2.45B active	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	≈ 58K tokensmax 160K
ccore/Qwen3.5-4B-GLB-3D-CoderDense + vision	4.54B	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	≈ 240K tokensmax 256K
TokenRhythm/NeoHorse-1-9BDense	8.95B7.94B active	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	≈ 166K tokensmax 256K
LiquidAI/LFM3-VL-2B	1.92B	As published3.84 GB of 10.7 GB available	Full 125K
tencent/Hy-Memory-30B-A3B-GGUFMoE	30.1B3.20B active	Hy-Memory-30B-A3B-Q8_0-expsIQ2_XXS9.14 GB of 10.7 GB available	≈ 15K tokensmax 256K
Alissonerdx/Molmo2-8B-Minimax-H3Dense + vision	16.7B	As published9.29 GB of 10.7 GB available	≈ 9K tokensmax 36K
nvidia/NVIDIA-Nemotron-Labs-Dory1.0-4B-BF16	3.98B	As published7.95 GB of 10.7 GB available	≈ 14K tokensmax 256K
openbmb/MiniCPM-OCR-1.0-ggufDense	752M	F161.52 GB of 10.7 GB available	Full 256K
nvidia/Nemotron-3.5-Parse	631M	As published2.52 GB of 10.7 GB available	Full 16K
huihui-ai/Huihui-GLM-5.3-abliterated-GGUFDense	9.14B	Huihui-GLM-5.3-abliterated-GGUF-patch-Q2-16.45 GB of 10.7 GB available	Not knowncontext figures missing
Kujira/Underdog-Saluki-27B-1.0-MTP-Abliterated-GGUFDense	27.3B	Underdog-Saluki-27B-1.0-IQ2-mix-MTP-abliterated8.35 GB of 10.7 GB available	≈ 32K tokensmax 256K
Qwen/Qwen3-4B-Thinking-2507-FP8Dense	4.41B	As published5.19 GB of 10.7 GB available	≈ 36K tokensmax 256K
peculiar-ragdoll/Sharp-MiniCPM5-2B-GGUFDense	2.52B2.25B active	Q8_K_M2.93 GB of 10.7 GB available	Full 128K
bartowski/MiMo-V2.6-Distill-Qwen-9B-GGUFDense	8.95B7.94B active	Q8_09.55 GB of 10.7 GB available	≈ 32K tokensmax 256K
DavidAU/LFM2.5-8B-A1B-Qwen3.8-Turbo-Brilliance-Power-X12-NEO-MAX-GGUFMoE	8.47B1.69B active	Q8_09.26 GB of 10.7 GB available	≈ 112K tokensmax 125K
XHToken/Spark-X2.6-1.7B-GGUFDense	1.98B1.71B active	Spark-X2.6-1.7B3.42 GB of 10.7 GB available	≈ 492K tokensmax 1M
AtomicChat/LFM3-1.7B-GGUF	1.73B	Q8_01.85 GB of 10.7 GB available	Full 256K
Kujira/Underdog-Saluki-27B-1.0-MTP-GGUFDense	27.3B	Underdog-Saluki-27B-1.0-IQ2-mix-MTP8.35 GB of 10.7 GB available	≈ 32K tokensmax 256K
xtools-at/DeepSeek-V4-Pro-Qwen3.5-4B-UNCENSORED-hereticDense + vision	4.66B	As published9.32 GB of 10.7 GB available	≈ 39K tokensmax 256K
Edge0/Edge0-8B-A1B-previewMoE	7.95B1.20B active	As published4.56 GB of 10.7 GB available	Not knowncontext figures missing
LiquidAI/d1-2B	1.92B	As published3.84 GB of 10.7 GB available	Full 125K
ProCreations/Ternary-Bonsai-2-27B-MTP	425M	As published849 MB of 10.7 GB available	Not knowncontext figures missing
h2oai/h2o-lightning-4bDense + vision	4.66B	As published9.32 GB of 10.7 GB available	≈ 39K tokensmax 256K
Qwen/Qwen-Drive-1.0-4BDense + vision	4.54B	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	Not knowncontext figures missing
DeepHat/DeepHat-V1-7BDense	7.62B	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	Full 32K
bartowski/NousResearch_Arete-27B-GGUFDense	26.9B	IQ2_S9.45 GB of 10.7 GB availableunder 3 bits: noticeably lower quality	≈ 16K tokensmax 256K
saidutta69/Qwen3.5-4B-hereticDense + vision	4.54B	As published9.08 GB of 10.7 GB available	≈ 46K tokensmax 256K
LiquidAI/LFM3-1.7B-Base	1.73B	As published3.46 GB of 10.7 GB available	Full 256K
Qwen/Qwen3-VL-8B-Thinking-GGUFDense	8.19B	Q8_08.71 GB of 10.7 GB available	≈ 13K tokensmax 256K
ATH-MaaS/OvisOCR3Dense + vision	853M752M active	As published1.71 GB of 10.7 GB available	Full 256K
saidutta69/MiniCPM-V-4.7-1B-hereticDense + vision	1.55B778M active	As published3.11 GB of 10.7 GB available	Full 256K
Qwen/Qwen2-VL-2BDense + vision	2.21B1.54B active	As published4.42 GB of 10.7 GB available	Full 32K
bartowski/Altworld_Hemmingway-1-GGUFDense	27.3B	IQ2_S9.68 GB of 10.7 GB availableunder 3 bits: noticeably lower quality	≈ 12K tokensmax 256K
SeerRay-Lab/Xiaomi-OCR-0Dense + vision	873M773M active	As published1.75 GB of 10.7 GB available	Full 256K
Qwen/Qwen2.5-Coder-14BDense	14.8B	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	≈ 12K tokensmax 32K
openbmb/MiniCPM-SALADense	9.48B	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	≈ 159K tokensmax 512K
tencent/WeVisOne-VL-2BDense + vision	2.44B1.72B active	As published4.88 GB of 10.7 GB available	≈ 49K tokensmax 256K
webAI-Official/TwIL-LM3-ProDense	3.66B	As published7.32 GB of 10.7 GB available	≈ 40K tokensmax 128K
Jackrong/Qwopus3-5-9B-Coder-Flash-GGUFDense	9.20B7.94B active	Q8_09.79 GB of 10.7 GB available	≈ 25K tokensmax 256K
TaichuAI/ZDTaichu5.0-9BDense + vision	9.79B8.13B active	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	≈ 152K tokensmax 256K
Qwen/Qwen3-VL-4B-Thinking-GGUFDense	4.02B	F168.05 GB of 10.7 GB available	≈ 17K tokensmax 256K
tencent/Youtu-Parsing-OmniDense + vision	5.33B	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	≈ 162K tokensmax 1M
internlm/Intern-Decision-0.8BDense + vision	853M752M active	As published1.71 GB of 10.7 GB available	Full 256K
zgcagi/ZGCM-1-7BDense	7.39B	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	Full 256K
basecompute/Qwen3.8-27B-BaseQuant-V1Dense	26.9B	Qwen3.8-27B-BaseQuant-V1-XS8.36 GB of 10.7 GB available	≈ 32K tokensmax 256K
Hikari07jp/MiMo-V2.6-Distill-Qwen-9B-AblitratedDense + vision	9.41B7.94B active	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	≈ 159K tokensmax 256K
jialinyyzz/humanizer-GGUFDense	11.9B	Q4_K_M7.63 GB of 10.7 GB available	≈ 18K tokensmax 256K
XHToken/Spark-X2.6-1.7B	1.71B	As published3.42 GB of 10.7 GB available	≈ 492K tokensmax 1M
empero-ai/Qwen3.8-2B-DistillDense + vision	2.27B1.94B active	As published4.55 GB of 10.7 GB available	Full 256K
bytkim/Qwen3.8-27B-pi-GGUFDense	26.9B	IQ2_M10.0 GB of 10.7 GB availableunder 3 bits: noticeably lower quality	≈ 8K tokensmax 256K
HuggingFaceBio/Carbon-XDense	14.8B	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	≈ 14K tokensmax 40K
openbmb/MiniCPM-V-4.7-35B-A3B-DSpark	389M	As published778 MB of 10.7 GB available	Full 256K
tencent/WeVisOne-VL-4BDense + vision	4.83B4.02B active	As published9.66 GB of 10.7 GB available	≈ 7K tokensmax 256K
kaushikvira/DeepSeek-V4.1-Flash-1017-GSQ-agentic-strataDense + vision	14.7B	Q2_K5.66 GB of 10.7 GB availableunder 3 bits: noticeably lower quality	Not knowncontext figures missing
OrionLLM/OxCoder-9BDense + vision	9.41B7.94B active	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	≈ 159K tokensmax 256K
mohit67890/imajev-4bDense	123M	As published490 MB of 10.7 GB available	Not knowncontext figures missing
taobao-mnn/MNN-Pocket-0.3BDense	362M303M active	As published723 MB of 10.7 GB available	Full 40K
AtomicChat/LFM3-1.7B-Uncensored-GGUF	1.73B	Q6_K1.59 GB of 10.7 GB available	Full 256K
ggml-org/MiMo-V2.6-Distill-Qwen-9B-GGUFDense	8.95B7.94B active	Q8_09.53 GB of 10.7 GB available	≈ 32K tokensmax 256K
openbmb/MiniCPM-OCR-JevDense + vision	2.21B1.88B active	As published4.43 GB of 10.7 GB available	Full 256K
XHToken/Spark-X2.6-4B-Base	4.11B	As published8.22 GB of 10.7 GB available	≈ 63K tokensmax 1M
aj9o9/Qwen3.8-27B-DSpine-b16-GGUF	2.03B	BF164.06 GB of 10.7 GB available	Full 256K
Qwen/Qwen3-14B-MLX-4bitDense	14.8B	As published7.85 GB of 10.7 GB available	≈ 17K tokensmax 40K
emperorofrome/GmcoderDense + vision	9.41B7.94B active	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	≈ 159K tokensmax 256K
XHToken/Spark-X2.6-4B-DSpark-GGUF	624M	Spark-X2.6-4B-DSpark1.25 GB of 10.7 GB available	Full 1M
DavidAU/Qwen3.5-9B-The-Defiant-Fable-Uncensored-Heretic-NEO-IMATRIX-MAX-MTPDense + vision	9.65B8.18B active	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	≈ 155K tokensmax 256K
XHToken/Spark-X2.6-4B-FP8	4.11B	As published4.45 GB of 10.7 GB available	≈ 163K tokensmax 1M
Qwen/Qwen3-8B-MLX-4bitDense	8.19B	As published4.35 GB of 10.7 GB available	Full 40K
ceia-br/lumi-4b	3.97B	As published7.95 GB of 10.7 GB available	Not knowncontext figures missing
Qwen/Qwen3-VL-2B-Thinking-GGUFDense	1.72B	F163.45 GB of 10.7 GB available	≈ 61K tokensmax 256K
togethercomputer/Tev1-4B-experimentalDense + vision	4.66B	As published9.32 GB of 10.7 GB available	≈ 39K tokensmax 256K
divagr1925/Qwen3.5-4B-QwenputerDense	9.36B	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	≈ 159K tokensmax 256K
sensenova/SenseNova-Loop-9B-PreviewDense + vision	9.66B8.18B active	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	≈ 154K tokensmax 256K
tencent/Qwen3.8-27B-DSpine-b16	2.03B	As published4.05 GB of 10.7 GB available	Full 256K
jinaai/jina-ocr-v1MoE + vision	3.37B708M active	As published6.74 GB of 10.7 GB available	Full 32K
XHToken/Spark-X2.5-4B-Base	4.11B	As published8.22 GB of 10.7 GB available	≈ 63K tokensmax 1M
Qwen/Qwen3-4B-MLX-4bitDense	4.02B	As published2.14 GB of 10.7 GB available	≈ 56K tokensmax 64K
dealignai/Nanbeige4.3-33B-UNCENSORED-GGUFDense	33.1B	IQ2_XXS9.33 GB of 10.7 GB availableunder 3 bits: noticeably lower quality	≈ 6K tokensmax 512K
xtools-at/DeepSeek-V4-Pro-Qwen3.5-9B-UNCENSORED-hereticDense + vision	9.65B8.18B active	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	≈ 155K tokensmax 256K
Qwen/Qwen3-0.6B-MLX-4bitDense	596M	As published317 MB of 10.7 GB available	Full 38K
datalab-to/surya-ocr-2.5Dense + vision	689M589M active	As published1.38 GB of 10.7 GB available	Full 256K
Qwen/Qwen2-VL-7BDense + vision	8.29B7.07B active	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	Full 32K
Qwen/WebWorld-8BDense	8.19B	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	Full 40K
Qwen/Qwen3-4B-SafeRLDense	4.02B	As published8.04 GB of 10.7 GB available	≈ 17K tokensmax 40K
XHToken/Spark-X2.6-1.7B-Base	1.71B	As published3.42 GB of 10.7 GB available	≈ 492K tokensmax 1M
Jackrong/DeepSeek-V4-Pro-Qwen3.5-9BDense + vision	9.65B8.18B active	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	≈ 155K tokensmax 256K
IFM/K2-Type-0.9BDense	1.08B	As published2.16 GB of 10.7 GB available	Full 128K
Octen/Octen-WebGR-0.6BDense	730M	As published1.46 GB of 10.7 GB available	Full 32K
lukey03/Qwen3.5-9B-abliteratedDense	8.95B7.94B active	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	≈ 166K tokensmax 256K
microsoft/Sentiment-Analysis-7BDense	7.24B	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	Full 32K
Octen/Octen-WebGR-4BDense	4.36B	As published8.72 GB of 10.7 GB available	≈ 13K tokensmax 32K
p-e-w/Oc-e-Non-v1Dense	4.02B	As published8.04 GB of 10.7 GB available	≈ 17K tokensmax 256K
GroundingPI/GroundAnything-VLMDense + vision	4.84B4.02B active	As published9.69 GB of 10.7 GB available	≈ 6K tokensmax 256K
Qwen/Qwen3-VL-4B-Thinking-FP8Dense + vision	4.83B4.02B active	As published6.02 GB of 10.7 GB available	≈ 31K tokensmax 256K
google/DiarizationLM-Gemma-4-E4B-v1Dense + vision	8.00B	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	Full 128K
allenai/AstaBrief_8BDense	8.19B	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	Full 40K
Qwen/Qwen3-1.7B-MLX-4bitDense	1.72B	As published914 MB of 10.7 GB available	Full 64K
mlabonne/LFM2.5-230M-Chess	231M	As published461 MB of 10.7 GB available	Full 125K
Qwen/WebWorld-14BDense	14.8B	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	≈ 14K tokensmax 40K
Qwen/Qwen3-0.6B-GPTQ-Int8Dense	596M	As published763 MB of 10.7 GB available	Full 40K
LiquidAI/d1-omni-600M-GGUF	381M	BF16764 MB of 10.7 GB available	Full 125K
abacusai/Smaug-HumanizerDense + vision	12.0B	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	≈ 54K tokensmax 256K
Mapika/decider-2b-visionDense + vision	2.21B1.88B active	As published4.43 GB of 10.7 GB available	Full 256K
Cactus-Compute/mirage	54.1M	As published216 MB of 10.7 GB available	Not knowncontext figures missing
Qwen/Qwen3-1.7B-GPTQ-Int8Dense	1.72B	As published2.07 GB of 10.7 GB available	Full 40K
Qwen/Qwen3-8B-MLX-8bitDense	8.19B	As published8.45 GB of 10.7 GB available	≈ 15K tokensmax 40K
amazon/ALoDLM-8BDense	8.19B	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	Full 40K
Qwen/Qwen3-14B-MLX-6bitDense	14.8B	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	≈ 14K tokensmax 40K
LiquidAI/LFM2.5-VL-3B-DSpark	279M	As published559 MB of 10.7 GB available	Full 125K
scratchyone/anon-1bDense	1000M	As published2.60 GB of 10.7 GB available	Full 32K
maritaca-ai/S5-nanoDense + vision	4.66B	As published9.32 GB of 10.7 GB available	≈ 39K tokensmax 256K
ibm-granite/granite-switch-4.1-8b	8.78B	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	Not knowncontext figures missing
Qwen/Qwen3-14B-MLX-8bitDense	14.8B	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	≈ 14K tokensmax 40K
manuelgscom/dale-0.8b-GGUFDense	752M	Q4_K_M529 MB of 10.7 GB available	Full 256K
SeerRay-Lab/Xiaomi-Lens-0Dense + vision	4.62B	As published9.24 GB of 10.7 GB available	≈ 41K tokensmax 256K
Qwen/Qwen3-0.6B-MLX-8bitDense	596M	As published615 MB of 10.7 GB available	Full 40K
LastMachine/Qwen3-8B-ZeroZero-HereticDense	8.19B	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	Full 40K
Qwen/Qwen3-1.7B-MLX-8bitDense	1.72B	As published1.77 GB of 10.7 GB available	Full 40K
169Pi/Alpie_seedDense + vision	9.41B7.94B active	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	≈ 159K tokensmax 256K
Qwen/Qwen3-8B-MLX-6bitDense	8.19B	As published6.40 GB of 10.7 GB available	≈ 28K tokensmax 40K
Qwen/Qwen3-4B-MLX-8bitDense	4.02B	As published4.15 GB of 10.7 GB available	Full 40K
nvidia/NV-Reason-CTDense + vision	5.32B4.21B active	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	≈ 227K tokensmax 256K
lightonai/LightOnOCR-3-1BDense + vision	1.01B596M active	As published2.01 GB of 10.7 GB available	Full 16K
Qwen/Qwen3-1.7B-MLX-bf16Dense	1.72B	As published3.44 GB of 10.7 GB available	Full 40K
deepseek-ai/ESFT-token-translation-liteMoE	865M81.1M active	As published1.73 GB of 10.7 GB available	Not knowncontext figures missing
deepseek-ai/ESFT-token-summary-liteMoE	1.16B109M active	As published2.32 GB of 10.7 GB available	Not knowncontext figures missing
Qwen/Qwen3-8B-MLX-bf16Dense	8.19B	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	Full 40K
Qwen/Qwen3-1.7B-MLX-6bitDense	1.72B	As published1.34 GB of 10.7 GB available	Full 40K
JonathanColetti/Qwen3.5-0.8B-Astra-WeightEditDense + vision	873M773M active	As published1.75 GB of 10.7 GB available	Full 256K
microsoft/AesCode-8BDense + vision	8.77B7.57B active	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	≈ 38K tokensmax 256K
Qwen/Qwen3-0.6B-MLX-6bitDense	596M	As published466 MB of 10.7 GB available	Full 40K
deepseek-ai/ESFT-token-law-liteMoE	1.48B139M active	As published2.96 GB of 10.7 GB available	Not knowncontext figures missing
deepseek-ai/ESFT-token-code-liteMoE	1.94B182M active	As published3.88 GB of 10.7 GB available	Not knowncontext figures missing
Qwen/Qwen3-4B-MLX-6bitDense	4.02B	As published3.14 GB of 10.7 GB available	Full 40K
deepseek-ai/ESFT-token-math-liteMoE	1.38B129M active	As published2.75 GB of 10.7 GB available	Not knowncontext figures missing
deepseek-ai/ESFT-vanilla-liteMoE	15.7B2.45B active	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	Full 4K
deepseek-ai/ESFT-token-intent-liteMoE	1.60B150M active	As published3.20 GB of 10.7 GB available	Not knowncontext figures missing
deepseek-ai/ESFT-gate-law-liteMoE	1.65B155M active	As published3.30 GB of 10.7 GB available	Not knowncontext figures missing
deepseek-ai/ESFT-gate-code-liteMoE	2.34B220M active	As published4.69 GB of 10.7 GB available	Not knowncontext figures missing
Qwen/Qwen3-14B-MLX-bf16Dense	14.8B	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	≈ 14K tokensmax 40K
deepseek-ai/ESFT-gate-translation-liteMoE	1.06B98.9M active	As published2.11 GB of 10.7 GB available	Not knowncontext figures missing
deepseek-ai/ESFT-gate-summary-liteMoE	1.74B163M active	As published3.48 GB of 10.7 GB available	Not knowncontext figures missing
deepseek-ai/ESFT-gate-math-liteMoE	1.58B148M active	As published3.17 GB of 10.7 GB available	Not knowncontext figures missing
deepseek-ai/ESFT-gate-intent-liteMoE	2.14B200M active	As published4.27 GB of 10.7 GB available	Not knowncontext figures missing
RikiyaT/Qwen3.5-0.8B-weight-space-programmingDense + vision	873M773M active	As published1.75 GB of 10.7 GB available	Full 256K
gugujiji/novel-humanize-4bDense	4.02B	As published8.04 GB of 10.7 GB available	≈ 17K tokensmax 40K
Qwen/Qwen3-0.6B-MLX-bf16Dense	596M	As published1.19 GB of 10.7 GB available	Full 40K
nvidia/NVIDIA-Nemotron-3.5-Bolt-E4B-BF16Dense + vision	8.00B	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	Full 64K
Qwen/Qwen3-4B-MLX-bf16Dense	4.02B	As published8.04 GB of 10.7 GB available	≈ 17K tokensmax 40K
apple/LensVLM-9BDense + vision	9.41B7.94B active	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	≈ 159K tokensmax 256K
notnotsamuel/LFM2.5-350M-RLCD	354M	As published709 MB of 10.7 GB available	Full 125K
nvidia/NVIDIA-Nemotron-3.5-Bolt-E4B-4GB	7.52B	Q4_K_M6.18 GB of 10.7 GB available	Full 64K
lightonai/colgrep-agent-2BDense	2.52B2.25B active	As published5.03 GB of 10.7 GB available	≈ 128K tokensmax 128K
JetBrains/Mellum2.1-12B-A2.5B-ThinkingMoE	12.1B2.21B active	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	Full 128K
lightonai/LightOnOCR-3-0.8BDense + vision	853M752M active	As published1.71 GB of 10.7 GB available	Full 256K
lightonai/LightOnOCR-3-4BDense + vision	4.54B	As published9.08 GB of 10.7 GB available	≈ 46K tokensmax 256K
AxiomicLabs/GPT-X3-150MDense	149M	As published598 MB of 10.7 GB available	Not knowncontext figures missing
ML-Intern-lab/Qwen3.5-0.8B-weight-space-programmingDense + vision	873M773M active	As published1.75 GB of 10.7 GB available	Full 256K
LiquidAI/d1-omni-600M	587M	As published2.35 GB of 10.7 GB available	Full 125K
LiquidAI/d1-3B-GGUF	2.70B	BF165.40 GB of 10.7 GB available	Full 32K
LiquidAI/d1-3B	3.12B	As published6.25 GB of 10.7 GB available	Full 32K
black-forest-labs/flux-3-image-klein-pupDense + vision	9.41B7.94B active	4-bit (estimate)no such file here: roughly what a 4-bit GGUF would take	≈ 159K tokensmax 256K
DavidAU/Qwen3.8-27B-Jumbo-Fusion-IQ-747-900-Turbo-Brilliance-50X-Reasoning-Instruct-NEO-MAX-MTP-GGUFDense	27.3B	IQ2_M10.2 GB of 10.7 GB availableunder 3 bits: noticeably lower quality	≈ 4K tokensmax 256K
unsloth/NVIDIA-Nemotron-3.5-Bolt-E4B-GGUF	7.52B	UD-Q8_K_XL8.19 GB of 10.7 GB available	≈ 82K tokensmax 128K
internlm/Intern-Decision-4BDense + vision	4.54B	As published9.08 GB of 10.7 GB available	≈ 46K tokensmax 256K
incoai/Qwen3.8-Flash-Next-DFlash2	603M	As published1.21 GB of 10.7 GB available	Full 256K
ukisai/Swift-1.5-Qwen3.8-27B-GSQ-RCO-GGUFDense	27.3B	Swift-1.5-Qwen3.8-27B-GSQ-RCO-IQ3_XXS10.1 GB of 10.7 GB available	≈ 6K tokensmax 256K
microsoft/Mage-VL-CoworkDense + vision	4.74B4.02B active	As published9.48 GB of 10.7 GB available	≈ 8K tokensmax 256K

Assumes 67% of the Mac's memory is usable (macOS's default limit for the GPU; it can be raised). Context memory is for one conversation. GGUF repos use their largest file that fits; other repos use the published weights, or a 4-bit estimate when only that would fit.