{
 "source": "Model Tested (https://modeltested.com)",
 "updated": "2026-10-18",
 "methodology": "https://modeltested.com/best-local-llms/methodology/",
 "note": "Scores are out of 100. overall = coding + document extraction; decisions are not part of overall. Memory assumes an 8k-token context. Please link to modeltested.com when you use these numbers.",
 "models": [
  {
   "rank": 1,
   "model": "Qwen3.6 27B",
   "slug": "qwen3-6-27b",
   "org": "qwen",
   "params_b": 27.78,
   "overall": 96.7,
   "coding": 96.7,
   "documents": 96.7,
   "decisions": 99.1,
   "hard": 90.6,
   "q4_memory_gb": 19.6,
   "smallest_gpu_gb": 24,
   "smallest_mac_gb": 32,
   "hugging_face": "Qwen/Qwen3.6-27B",
   "tested_on": "OpenRouter",
   "url": "https://modeltested.com/models/qwen3-6-27b/"
  },
  {
   "rank": 2,
   "model": "gpt-oss-120b",
   "slug": "gpt-oss-120b",
   "org": "openai",
   "params_b": 116.83,
   "overall": 96.2,
   "coding": 93.3,
   "documents": 99.2,
   "decisions": 99.1,
   "hard": 94.4,
   "q4_memory_gb": null,
   "smallest_gpu_gb": null,
   "smallest_mac_gb": 96,
   "hugging_face": "openai/gpt-oss-120b",
   "tested_on": "OpenRouter",
   "url": "https://modeltested.com/models/gpt-oss-120b/"
  },
  {
   "rank": 3,
   "model": "Muse Glimmer 30B",
   "slug": "muse-glimmer-30b",
   "org": "meta",
   "params_b": 29.78,
   "overall": 94.2,
   "coding": 90,
   "documents": 98.4,
   "decisions": 99.1,
   "hard": 88.9,
   "q4_memory_gb": 19.1,
   "smallest_gpu_gb": 24,
   "smallest_mac_gb": 32,
   "hugging_face": "meta-models/Muse-Glimmer-30B",
   "tested_on": "OpenRouter",
   "url": "https://modeltested.com/models/muse-glimmer-30b/"
  },
  {
   "rank": 4,
   "model": "Ling 3.0 Flash",
   "slug": "ling-3-0-flash",
   "org": "inclusionai",
   "params_b": 127.49,
   "overall": 94,
   "coding": 93.3,
   "documents": 94.8,
   "decisions": 99.1,
   "hard": 91.1,
   "q4_memory_gb": 83.5,
   "smallest_gpu_gb": null,
   "smallest_mac_gb": 128,
   "hugging_face": "inclusionAI/Ling-3.0-flash",
   "tested_on": "OpenRouter",
   "url": "https://modeltested.com/models/ling-3-0-flash/"
  },
  {
   "rank": 5,
   "model": "GLM 4.5V",
   "slug": "glm-4-5v",
   "org": "z-ai",
   "params_b": 107.71,
   "overall": 93.1,
   "coding": 86.7,
   "documents": 99.4,
   "decisions": 98.2,
   "hard": 88.9,
   "q4_memory_gb": 67.4,
   "smallest_gpu_gb": null,
   "smallest_mac_gb": 96,
   "hugging_face": "zai-org/GLM-4.5V",
   "tested_on": "OpenRouter",
   "url": "https://modeltested.com/models/glm-4-5v/"
  },
  {
   "rank": 6,
   "model": "Ling 3.0 Flash VL",
   "slug": "ling-3-0-flash-vl",
   "org": "inclusionai",
   "params_b": 124.85,
   "overall": 92.1,
   "coding": 86.7,
   "documents": 97.5,
   "decisions": 96.4,
   "hard": 82.5,
   "q4_memory_gb": 81.9,
   "smallest_gpu_gb": null,
   "smallest_mac_gb": 128,
   "hugging_face": "inclusionAI/Ling-3.0-flash-VL",
   "tested_on": "OpenRouter",
   "url": "https://modeltested.com/models/ling-3-0-flash-vl/"
  },
  {
   "rank": 7,
   "model": "Qwen3.5-122B-A10B",
   "slug": "qwen3-5-122b-a10b",
   "org": "qwen",
   "params_b": 125.09,
   "overall": 91.4,
   "coding": 86.7,
   "documents": 96.1,
   "decisions": 99.1,
   "hard": 79.4,
   "q4_memory_gb": 77.2,
   "smallest_gpu_gb": null,
   "smallest_mac_gb": 128,
   "hugging_face": "Qwen/Qwen3.5-122B-A10B",
   "tested_on": "OpenRouter",
   "url": "https://modeltested.com/models/qwen3-5-122b-a10b/"
  },
  {
   "rank": 8,
   "model": "gpt-oss-20b",
   "slug": "gpt-oss-20b",
   "org": "openai",
   "params_b": 20.91,
   "overall": 88.4,
   "coding": 90,
   "documents": 86.8,
   "decisions": 94.6,
   "hard": 68.9,
   "q4_memory_gb": null,
   "smallest_gpu_gb": 16,
   "smallest_mac_gb": 24,
   "hugging_face": "openai/gpt-oss-20b",
   "tested_on": "OpenRouter",
   "url": "https://modeltested.com/models/gpt-oss-20b/"
  },
  {
   "rank": 9,
   "model": "Qwen3.5-27B",
   "slug": "qwen3-5-27b",
   "org": "qwen",
   "params_b": 27.78,
   "overall": 88.1,
   "coding": 76.7,
   "documents": 99.5,
   "decisions": 100,
   "hard": 77.8,
   "q4_memory_gb": 19.6,
   "smallest_gpu_gb": 24,
   "smallest_mac_gb": 32,
   "hugging_face": "Qwen/Qwen3.5-27B",
   "tested_on": "OpenRouter",
   "url": "https://modeltested.com/models/qwen3-5-27b/"
  },
  {
   "rank": 10,
   "model": "Qwen3.8 27B",
   "slug": "qwen3-8-27b",
   "org": "qwen",
   "params_b": 27.78,
   "overall": 88.1,
   "coding": 76.7,
   "documents": 99.4,
   "decisions": 98.2,
   "hard": 82.5,
   "q4_memory_gb": 19.6,
   "smallest_gpu_gb": 24,
   "smallest_mac_gb": 32,
   "hugging_face": "Qwen/Qwen3.8-27B",
   "tested_on": "OpenRouter",
   "url": "https://modeltested.com/models/qwen3-8-27b/"
  },
  {
   "rank": 11,
   "model": "Qwen3.5-35B-A3B",
   "slug": "qwen3-5-35b-a3b",
   "org": "qwen",
   "params_b": 35.95,
   "overall": 87.7,
   "coding": 80,
   "documents": 95.4,
   "decisions": 99.1,
   "hard": 72.8,
   "q4_memory_gb": 23.1,
   "smallest_gpu_gb": 24,
   "smallest_mac_gb": 48,
   "hugging_face": "Qwen/Qwen3.5-35B-A3B",
   "tested_on": "OpenRouter",
   "url": "https://modeltested.com/models/qwen3-5-35b-a3b/"
  },
  {
   "rank": 12,
   "model": "Qwen3.6 35B A3B",
   "slug": "qwen3-6-35b-a3b",
   "org": "qwen",
   "params_b": 35.95,
   "overall": 86.3,
   "coding": 80,
   "documents": 92.7,
   "decisions": 99.1,
   "hard": 72.9,
   "q4_memory_gb": 23.1,
   "smallest_gpu_gb": 24,
   "smallest_mac_gb": 48,
   "hugging_face": "Qwen/Qwen3.6-35B-A3B",
   "tested_on": "OpenRouter",
   "url": "https://modeltested.com/models/qwen3-6-35b-a3b/"
  },
  {
   "rank": 13,
   "model": "Nemotron 3 Super",
   "slug": "nemotron-3-super-120b-a12b",
   "org": "nvidia",
   "params_b": 123.61,
   "overall": 84.8,
   "coding": 70,
   "documents": 99.7,
   "decisions": 93.8,
   "hard": 83.3,
   "q4_memory_gb": 76.3,
   "smallest_gpu_gb": null,
   "smallest_mac_gb": 128,
   "hugging_face": "nvidia/NVIDIA-Nemotron-3-Super-120B-A12B-FP8",
   "tested_on": "OpenRouter",
   "url": "https://modeltested.com/models/nemotron-3-super-120b-a12b/"
  },
  {
   "rank": 14,
   "model": "Laguna XS 2.1",
   "slug": "laguna-xs-2-1",
   "org": "poolside",
   "params_b": 33.44,
   "overall": 82.2,
   "coding": 73.3,
   "documents": 91,
   "decisions": 97.3,
   "hard": 56.1,
   "q4_memory_gb": 22.2,
   "smallest_gpu_gb": 24,
   "smallest_mac_gb": 48,
   "hugging_face": "poolside/Laguna-XS-2.1",
   "tested_on": "OpenRouter",
   "url": "https://modeltested.com/models/laguna-xs-2-1/"
  },
  {
   "rank": 15,
   "model": "Ternary Bonsai 2 27B",
   "slug": "ternary-bonsai-2-27b",
   "org": "prism-ml",
   "params_b": 27.78,
   "overall": 82.1,
   "coding": 73.3,
   "documents": 90.9,
   "decisions": 97.3,
   "hard": 68.3,
   "q4_memory_gb": null,
   "smallest_gpu_gb": 12,
   "smallest_mac_gb": 16,
   "hugging_face": "prism-ml/Ternary-Bonsai-2-27B-gguf",
   "tested_on": "OpenRouter",
   "url": "https://modeltested.com/models/ternary-bonsai-2-27b/"
  },
  {
   "rank": 16,
   "model": "Nemotron 3 Nano 30B A3B",
   "slug": "nemotron-3-nano-30b-a3b",
   "org": "nvidia",
   "params_b": 31.58,
   "overall": 80.3,
   "coding": 70,
   "documents": 90.7,
   "decisions": 93.8,
   "hard": 68.6,
   "q4_memory_gb": 20.2,
   "smallest_gpu_gb": 24,
   "smallest_mac_gb": 32,
   "hugging_face": "nvidia/NVIDIA-Nemotron-3-Nano-30B-A3B-BF16",
   "tested_on": "OpenRouter",
   "url": "https://modeltested.com/models/nemotron-3-nano-30b-a3b/"
  },
  {
   "rank": 17,
   "model": "Gemma 4 31B",
   "slug": "gemma-4-31b-it",
   "org": "google",
   "params_b": 31.27,
   "overall": 79.2,
   "coding": 93.3,
   "documents": 65,
   "decisions": 92.9,
   "hard": 72.6,
   "q4_memory_gb": 27.6,
   "smallest_gpu_gb": 32,
   "smallest_mac_gb": 48,
   "hugging_face": "google/gemma-4-31B-it",
   "tested_on": "OpenRouter",
   "url": "https://modeltested.com/models/gemma-4-31b-it/"
  },
  {
   "rank": 18,
   "model": "Granite 4.2 8B",
   "slug": "granite-4-2-8b",
   "org": "ibm-granite",
   "params_b": 8.79,
   "overall": 77.2,
   "coding": 76.7,
   "documents": 77.7,
   "decisions": 92.9,
   "hard": 54.7,
   "q4_memory_gb": 7.3,
   "smallest_gpu_gb": 8,
   "smallest_mac_gb": 16,
   "hugging_face": "ibm-granite/granite-4.2-8b",
   "tested_on": "OpenRouter",
   "url": "https://modeltested.com/models/granite-4-2-8b/"
  },
  {
   "rank": 19,
   "model": "Qwen3 30B A3B",
   "slug": "qwen3-30b-a3b",
   "org": "qwen",
   "params_b": 30.53,
   "overall": 76.8,
   "coding": 66.7,
   "documents": 87,
   "decisions": 95.5,
   "hard": 49.5,
   "q4_memory_gb": 19.9,
   "smallest_gpu_gb": 24,
   "smallest_mac_gb": 32,
   "hugging_face": "Qwen/Qwen3-30B-A3B",
   "tested_on": "OpenRouter",
   "url": "https://modeltested.com/models/qwen3-30b-a3b/"
  },
  {
   "rank": 20,
   "model": "Qwen3 VL 30B A3B Thinking",
   "slug": "qwen3-vl-30b-a3b-thinking",
   "org": "qwen",
   "params_b": 31.07,
   "overall": 76.6,
   "coding": 60,
   "documents": 93.2,
   "decisions": 96.4,
   "hard": 50.9,
   "q4_memory_gb": 20.2,
   "smallest_gpu_gb": 24,
   "smallest_mac_gb": 32,
   "hugging_face": "Qwen/Qwen3-VL-30B-A3B-Thinking",
   "tested_on": "OpenRouter",
   "url": "https://modeltested.com/models/qwen3-vl-30b-a3b-thinking/"
  },
  {
   "rank": 21,
   "model": "GLM 4.5 Air",
   "slug": "glm-4-5-air",
   "org": "z-ai",
   "params_b": 110.47,
   "overall": 76.2,
   "coding": 70,
   "documents": 82.4,
   "decisions": 90.5,
   "hard": 52.4,
   "q4_memory_gb": 69.1,
   "smallest_gpu_gb": null,
   "smallest_mac_gb": 96,
   "hugging_face": "zai-org/GLM-4.5-Air",
   "tested_on": "OpenRouter",
   "url": "https://modeltested.com/models/glm-4-5-air/"
  },
  {
   "rank": 22,
   "model": "GLM 4.6V",
   "slug": "glm-4-6v",
   "org": "z-ai",
   "params_b": 107.71,
   "overall": 72.9,
   "coding": 73.3,
   "documents": 72.6,
   "decisions": 93.8,
   "hard": 53.1,
   "q4_memory_gb": 67.4,
   "smallest_gpu_gb": null,
   "smallest_mac_gb": 96,
   "hugging_face": "zai-org/GLM-4.6V",
   "tested_on": "OpenRouter",
   "url": "https://modeltested.com/models/glm-4-6v/"
  },
  {
   "rank": 23,
   "model": "Qwen3 14B",
   "slug": "qwen3-14b",
   "org": "qwen",
   "params_b": 14.77,
   "overall": 72.2,
   "coding": 63.3,
   "documents": 81.1,
   "decisions": 94.6,
   "hard": 42.4,
   "q4_memory_gb": 10.9,
   "smallest_gpu_gb": 12,
   "smallest_mac_gb": 24,
   "hugging_face": "Qwen/Qwen3-14B",
   "tested_on": "OpenRouter",
   "url": "https://modeltested.com/models/qwen3-14b/"
  },
  {
   "rank": 24,
   "model": "GLM 4.7 Flash",
   "slug": "glm-4-7-flash",
   "org": "z-ai",
   "params_b": 31.22,
   "overall": 71.8,
   "coding": 73.3,
   "documents": 70.4,
   "decisions": 84.8,
   "hard": 43.4,
   "q4_memory_gb": 22.7,
   "smallest_gpu_gb": 24,
   "smallest_mac_gb": 48,
   "hugging_face": "zai-org/GLM-4.7-Flash",
   "tested_on": "OpenRouter",
   "url": "https://modeltested.com/models/glm-4-7-flash/"
  },
  {
   "rank": 25,
   "model": "Qwen3.5-9B",
   "slug": "qwen3-5-9b",
   "org": "qwen",
   "params_b": 9.65,
   "overall": 71.7,
   "coding": 46.7,
   "documents": 96.7,
   "decisions": 97.3,
   "hard": 57.9,
   "q4_memory_gb": 7.5,
   "smallest_gpu_gb": 8,
   "smallest_mac_gb": 16,
   "hugging_face": "Qwen/Qwen3.5-9B",
   "tested_on": "OpenRouter",
   "url": "https://modeltested.com/models/qwen3-5-9b/"
  },
  {
   "rank": 26,
   "model": "Gemma 4 26B A4B ",
   "slug": "gemma-4-26b-a4b-it",
   "org": "google",
   "params_b": 25.81,
   "overall": 70.4,
   "coding": 83.3,
   "documents": 57.5,
   "decisions": 92,
   "hard": 50.3,
   "q4_memory_gb": 18.3,
   "smallest_gpu_gb": 24,
   "smallest_mac_gb": 32,
   "hugging_face": "google/gemma-4-26B-A4B-it",
   "tested_on": "OpenRouter",
   "url": "https://modeltested.com/models/gemma-4-26b-a4b-it/"
  },
  {
   "rank": 27,
   "model": "Qwen3 32B",
   "slug": "qwen3-32b",
   "org": "qwen",
   "params_b": 32.76,
   "overall": 64.3,
   "coding": 50,
   "documents": 78.6,
   "decisions": 96.4,
   "hard": 50.1,
   "q4_memory_gb": 22.6,
   "smallest_gpu_gb": 24,
   "smallest_mac_gb": 48,
   "hugging_face": "Qwen/Qwen3-32B",
   "tested_on": "OpenRouter",
   "url": "https://modeltested.com/models/qwen3-32b/"
  },
  {
   "rank": 28,
   "model": "Laguna S 2.1",
   "slug": "laguna-s-2-1",
   "org": "poolside",
   "params_b": 117.56,
   "overall": 64.2,
   "coding": 70,
   "documents": 58.5,
   "decisions": 83,
   "hard": 46.4,
   "q4_memory_gb": 73.5,
   "smallest_gpu_gb": null,
   "smallest_mac_gb": 128,
   "hugging_face": "poolside/Laguna-S-2.1",
   "tested_on": "OpenRouter",
   "url": "https://modeltested.com/models/laguna-s-2-1/"
  },
  {
   "rank": 29,
   "model": "Ornith 1.5 9B (Q4, Mac)",
   "slug": "ornith-1-5-9b-q4-mac",
   "org": "ornith-ai",
   "params_b": 9.65,
   "overall": 63.8,
   "coding": 56.7,
   "documents": 70.9,
   "decisions": 95.5,
   "hard": 43.8,
   "q4_memory_gb": 7.5,
   "smallest_gpu_gb": 8,
   "smallest_mac_gb": 16,
   "hugging_face": "ornith-ai/Ornith-1.5-9B",
   "tested_on": "Mac (Ollama, Q4)",
   "url": "https://modeltested.com/models/ornith-1-5-9b-q4-mac/"
  },
  {
   "rank": 30,
   "model": "LFM2.5-24B-A2B",
   "slug": "lfm-2-5-24b-a2b",
   "org": "liquid",
   "params_b": 23.97,
   "overall": 61.7,
   "coding": 43.3,
   "documents": 80.1,
   "decisions": 92,
   "hard": 33.3,
   "q4_memory_gb": 15.8,
   "smallest_gpu_gb": 24,
   "smallest_mac_gb": 24,
   "hugging_face": "LiquidAI/LFM2.5-24B-A2B",
   "tested_on": "OpenRouter",
   "url": "https://modeltested.com/models/lfm-2-5-24b-a2b/"
  },
  {
   "rank": 31,
   "model": "Nemotron 3.5 Lightning",
   "slug": "nemotron-3-5-lightning",
   "org": "nvidia",
   "params_b": 31.58,
   "overall": 57.4,
   "coding": 43.3,
   "documents": 71.6,
   "decisions": 80.4,
   "hard": 43.1,
   "q4_memory_gb": 20.2,
   "smallest_gpu_gb": 24,
   "smallest_mac_gb": 32,
   "hugging_face": "nvidia/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-BF16",
   "tested_on": "OpenRouter",
   "url": "https://modeltested.com/models/nemotron-3-5-lightning/"
  },
  {
   "rank": 32,
   "model": "Nex-N2.5-Mini",
   "slug": "nex-n2-5-mini",
   "org": "nex-agi",
   "params_b": 35.11,
   "overall": 57.4,
   "coding": 26.7,
   "documents": 88.1,
   "decisions": 94.6,
   "hard": 39.8,
   "q4_memory_gb": 22.6,
   "smallest_gpu_gb": 24,
   "smallest_mac_gb": 48,
   "hugging_face": "nex-agi/Nex-N2.5-mini",
   "tested_on": "OpenRouter",
   "url": "https://modeltested.com/models/nex-n2-5-mini/"
  },
  {
   "rank": 33,
   "model": "Qwen3 Coder Next",
   "slug": "qwen3-coder-next",
   "org": "qwen",
   "params_b": 79.67,
   "overall": 57.4,
   "coding": 63.3,
   "documents": 51.5,
   "decisions": 80.4,
   "hard": 36.3,
   "q4_memory_gb": 49.7,
   "smallest_gpu_gb": null,
   "smallest_mac_gb": 96,
   "hugging_face": "Qwen/Qwen3-Coder-Next",
   "tested_on": "OpenRouter",
   "url": "https://modeltested.com/models/qwen3-coder-next/"
  },
  {
   "rank": 34,
   "model": "Qwen3 Next 80B A3B Instruct",
   "slug": "qwen3-next-80b-a3b-instruct",
   "org": "qwen",
   "params_b": 81.32,
   "overall": 56.8,
   "coding": 60,
   "documents": 53.5,
   "decisions": 83.9,
   "hard": 34.7,
   "q4_memory_gb": 50.7,
   "smallest_gpu_gb": null,
   "smallest_mac_gb": 96,
   "hugging_face": "Qwen/Qwen3-Next-80B-A3B-Instruct",
   "tested_on": "OpenRouter",
   "url": "https://modeltested.com/models/qwen3-next-80b-a3b-instruct/"
  },
  {
   "rank": 35,
   "model": "Devstral 2 2512",
   "slug": "devstral-2512",
   "org": "mistralai",
   "params_b": 125.03,
   "overall": 53.2,
   "coding": 53.3,
   "documents": 53.2,
   "decisions": 92,
   "hard": 23.7,
   "q4_memory_gb": 79.4,
   "smallest_gpu_gb": null,
   "smallest_mac_gb": 128,
   "hugging_face": "mistralai/Devstral-2-123B-Instruct-2512",
   "tested_on": "OpenRouter",
   "url": "https://modeltested.com/models/devstral-2512/"
  },
  {
   "rank": 36,
   "model": "Hunyuan A13B Instruct",
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}