{
  "name": "ModelFit Local LLM Hardware Compatibility Dataset",
  "description": "Which local AI models (Ollama) fit which hardware, by parameter size, quantization, and estimated memory load. tok/s and load figures are estimates, not measured benchmarks.",
  "source": "https://modelfit.io/data/",
  "license": "CC BY 4.0 (https://creativecommons.org/licenses/by/4.0/)",
  "attribution": "ModelFit: https://modelfit.io/",
  "methodology": {
    "ramBudgetRatioBase": 0.7,
    "ramBudgetRatioMax": 0.85,
    "note": "A model fits a device when its estimatedLoadGb is within the memory budget: ~70% of unified memory up to 32GB, scaling linearly to ~85% at 128GB and above (high-RAM Macs can wire more memory to the GPU). Q4_K_M needs roughly 0.6 GB per billion parameters.",
    "fieldSemantics": "runsLocally = a registry-verified Ollama build fits at least one consumer RAM tier tracked here (up to 256GB). openWeights = the weights are publicly downloadable. Some open-weight giants (e.g. NVIDIA Nemotron 3 Ultra, 550B, ~190GB at 2-bit) are openWeights: true but runsLocally: false because no consumer tier fits them."
  },
  "updated": "2026-07-06",
  "counts": {
    "models": 107,
    "local": 75,
    "cloud": 32,
    "families": 21
  },
  "models": [
    {
      "model": "Qwen2.5 1.5B Instruct",
      "family": "Qwen",
      "params": 1.5,
      "quantization": "Q4_K_M",
      "minRamGb": 4,
      "estimatedLoadGb": 1.5,
      "kvKbPerToken": null,
      "runsLocally": true,
      "openWeights": true,
      "ggufDiy": false,
      "runtimes": [
        "ollama",
        "llama.cpp",
        "lm-studio"
      ],
      "bestFor": "Chat, Translation",
      "ollamaCommand": "ollama run qwen2.5:1.5b-instruct-q4_K_M"
    },
    {
      "model": "Qwen2.5 3B Instruct",
      "family": "Qwen",
      "params": 3,
      "quantization": "Q4_K_M",
      "minRamGb": 6,
      "estimatedLoadGb": 2.5,
      "kvKbPerToken": null,
      "runsLocally": true,
      "openWeights": true,
      "ggufDiy": false,
      "runtimes": [
        "ollama",
        "llama.cpp",
        "lm-studio"
      ],
      "bestFor": "Chat, Coding",
      "ollamaCommand": "ollama run qwen2.5:3b-instruct-q4_K_M"
    },
    {
      "model": "Qwen2.5 7B Instruct",
      "family": "Qwen",
      "params": 7,
      "quantization": "Q4_K_M",
      "minRamGb": 10,
      "estimatedLoadGb": 5.5,
      "kvKbPerToken": null,
      "runsLocally": true,
      "openWeights": true,
      "ggufDiy": false,
      "runtimes": [
        "ollama",
        "llama.cpp",
        "lm-studio"
      ],
      "bestFor": "Chat, Coding",
      "ollamaCommand": "ollama run qwen2.5:7b-instruct-q4_K_M"
    },
    {
      "model": "Qwen2.5 14B Instruct",
      "family": "Qwen",
      "params": 14,
      "quantization": "Q4_K_M",
      "minRamGb": 20,
      "estimatedLoadGb": 11,
      "kvKbPerToken": null,
      "runsLocally": true,
      "openWeights": true,
      "ggufDiy": false,
      "runtimes": [
        "ollama",
        "llama.cpp",
        "lm-studio"
      ],
      "bestFor": "Coding, Chat",
      "ollamaCommand": "ollama run qwen2.5:14b-instruct-q4_K_M"
    },
    {
      "model": "Llama 3.2 3B Instruct",
      "family": "Llama",
      "params": 3,
      "quantization": "Q4_K_M",
      "minRamGb": 6,
      "estimatedLoadGb": 2.5,
      "kvKbPerToken": null,
      "runsLocally": true,
      "openWeights": true,
      "ggufDiy": false,
      "runtimes": [
        "ollama",
        "llama.cpp",
        "lm-studio"
      ],
      "bestFor": "Chat",
      "ollamaCommand": "ollama run llama3.2:3b-instruct-q4_K_M"
    },
    {
      "model": "Llama 3.1 8B Instruct",
      "family": "Llama",
      "params": 8,
      "quantization": "Q4_K_M",
      "minRamGb": 12,
      "estimatedLoadGb": 6.5,
      "kvKbPerToken": null,
      "runsLocally": true,
      "openWeights": true,
      "ggufDiy": false,
      "runtimes": [
        "ollama",
        "llama.cpp",
        "lm-studio"
      ],
      "bestFor": "Chat, Coding",
      "ollamaCommand": "ollama run llama3.1:8b-instruct-q4_K_M"
    },
    {
      "model": "Llama 3.1 8B Instruct (Q5)",
      "family": "Llama",
      "params": 8,
      "quantization": "Q5_K_M",
      "minRamGb": 14,
      "estimatedLoadGb": 8,
      "kvKbPerToken": null,
      "runsLocally": true,
      "openWeights": true,
      "ggufDiy": false,
      "runtimes": [
        "ollama",
        "llama.cpp",
        "lm-studio"
      ],
      "bestFor": "Chat, Coding",
      "ollamaCommand": "ollama run llama3.1:8b-instruct-q5_K_M"
    },
    {
      "model": "Llama 3.1 70B Instruct",
      "family": "Llama",
      "params": 70,
      "quantization": "Q4_K_M",
      "minRamGb": 48,
      "estimatedLoadGb": 42,
      "kvKbPerToken": null,
      "runsLocally": true,
      "openWeights": true,
      "ggufDiy": false,
      "runtimes": [
        "ollama",
        "llama.cpp",
        "lm-studio"
      ],
      "bestFor": "Quality, Coding",
      "ollamaCommand": "ollama run llama3.1:70b-instruct-q4_K_M"
    },
    {
      "model": "Mistral 7B Instruct",
      "family": "Mistral",
      "params": 7,
      "quantization": "Q4_K_M",
      "minRamGb": 10,
      "estimatedLoadGb": 5.5,
      "kvKbPerToken": null,
      "runsLocally": true,
      "openWeights": true,
      "ggufDiy": false,
      "runtimes": [
        "ollama",
        "llama.cpp",
        "lm-studio"
      ],
      "bestFor": "Chat, Coding",
      "ollamaCommand": "ollama run mistral:7b-instruct-q4_K_M"
    },
    {
      "model": "Mixtral 8x7B Instruct",
      "family": "Mistral",
      "params": 46.7,
      "quantization": "Q4_K_M",
      "minRamGb": 36,
      "estimatedLoadGb": 30,
      "kvKbPerToken": null,
      "runsLocally": true,
      "openWeights": true,
      "ggufDiy": false,
      "runtimes": [
        "ollama",
        "llama.cpp",
        "lm-studio"
      ],
      "bestFor": "Coding, Quality",
      "ollamaCommand": "ollama run mixtral:8x7b"
    },
    {
      "model": "Mistral Nemo 12B",
      "family": "Mistral",
      "params": 12,
      "quantization": "Q4_K_M",
      "minRamGb": 18,
      "estimatedLoadGb": 9.5,
      "kvKbPerToken": null,
      "runsLocally": true,
      "openWeights": true,
      "ggufDiy": false,
      "runtimes": [
        "ollama",
        "llama.cpp",
        "lm-studio"
      ],
      "bestFor": "Chat, Translation",
      "ollamaCommand": "ollama run mistral-nemo:12b"
    },
    {
      "model": "Gemma 2 2B Instruct",
      "family": "Gemma",
      "params": 2,
      "quantization": "Q4_K_M",
      "minRamGb": 5,
      "estimatedLoadGb": 1.8,
      "kvKbPerToken": null,
      "runsLocally": true,
      "openWeights": true,
      "ggufDiy": false,
      "runtimes": [
        "ollama",
        "llama.cpp",
        "lm-studio"
      ],
      "bestFor": "Chat",
      "ollamaCommand": "ollama run gemma2:2b-instruct-q4_K_M"
    },
    {
      "model": "Gemma 2 9B Instruct",
      "family": "Gemma",
      "params": 9,
      "quantization": "Q4_K_M",
      "minRamGb": 14,
      "estimatedLoadGb": 7,
      "kvKbPerToken": null,
      "runsLocally": true,
      "openWeights": true,
      "ggufDiy": false,
      "runtimes": [
        "ollama",
        "llama.cpp",
        "lm-studio"
      ],
      "bestFor": "Chat, Coding",
      "ollamaCommand": "ollama run gemma2:9b-instruct-q4_K_M"
    },
    {
      "model": "Gemma 2 27B Instruct",
      "family": "Gemma",
      "params": 27,
      "quantization": "Q4_K_M",
      "minRamGb": 28,
      "estimatedLoadGb": 21,
      "kvKbPerToken": null,
      "runsLocally": true,
      "openWeights": true,
      "ggufDiy": false,
      "runtimes": [
        "ollama",
        "llama.cpp",
        "lm-studio"
      ],
      "bestFor": "Quality, Coding",
      "ollamaCommand": "ollama run gemma2:27b-instruct-q4_K_M"
    },
    {
      "model": "Phi-3 Mini 3.8B",
      "family": "Phi",
      "params": 3.8,
      "quantization": "Q4_K_M",
      "minRamGb": 7,
      "estimatedLoadGb": 3.2,
      "kvKbPerToken": null,
      "runsLocally": true,
      "openWeights": true,
      "ggufDiy": false,
      "runtimes": [
        "ollama",
        "llama.cpp",
        "lm-studio"
      ],
      "bestFor": "Coding, Chat",
      "ollamaCommand": "ollama run phi3:mini"
    },
    {
      "model": "Phi-3 Medium 14B",
      "family": "Phi",
      "params": 14,
      "quantization": "Q4_K_M",
      "minRamGb": 20,
      "estimatedLoadGb": 11,
      "kvKbPerToken": null,
      "runsLocally": true,
      "openWeights": true,
      "ggufDiy": false,
      "runtimes": [
        "ollama",
        "llama.cpp",
        "lm-studio"
      ],
      "bestFor": "Coding, Quality",
      "ollamaCommand": "ollama run phi3:medium"
    },
    {
      "model": "Phi-4 14B",
      "family": "Phi",
      "params": 14,
      "quantization": "Q4_K_M",
      "minRamGb": 22,
      "estimatedLoadGb": 11.5,
      "kvKbPerToken": null,
      "runsLocally": true,
      "openWeights": true,
      "ggufDiy": false,
      "runtimes": [
        "ollama",
        "llama.cpp",
        "lm-studio"
      ],
      "bestFor": "Coding, Quality",
      "ollamaCommand": "ollama run phi4:14b-q4_K_M"
    },
    {
      "model": "Qwen2.5 Coder 7B",
      "family": "Qwen",
      "params": 7,
      "quantization": "Q4_K_M",
      "minRamGb": 10,
      "estimatedLoadGb": 5.5,
      "kvKbPerToken": null,
      "runsLocally": true,
      "openWeights": true,
      "ggufDiy": false,
      "runtimes": [
        "ollama",
        "llama.cpp",
        "lm-studio"
      ],
      "bestFor": "Coding",
      "ollamaCommand": "ollama run qwen2.5-coder:7b"
    },
    {
      "model": "Qwen2.5 Coder 14B",
      "family": "Qwen",
      "params": 14,
      "quantization": "Q4_K_M",
      "minRamGb": 22,
      "estimatedLoadGb": 11,
      "kvKbPerToken": null,
      "runsLocally": true,
      "openWeights": true,
      "ggufDiy": false,
      "runtimes": [
        "ollama",
        "llama.cpp",
        "lm-studio"
      ],
      "bestFor": "Coding",
      "ollamaCommand": "ollama run qwen2.5-coder:14b"
    },
    {
      "model": "Llama 3.2 1B Instruct",
      "family": "Llama",
      "params": 1,
      "quantization": "Q4_K_M",
      "minRamGb": 3,
      "estimatedLoadGb": 1,
      "kvKbPerToken": null,
      "runsLocally": true,
      "openWeights": true,
      "ggufDiy": false,
      "runtimes": [
        "ollama",
        "llama.cpp",
        "lm-studio"
      ],
      "bestFor": "Chat",
      "ollamaCommand": "ollama run llama3.2:1b-instruct-q4_K_M"
    },
    {
      "model": "Mistral Small 22B",
      "family": "Mistral",
      "params": 22,
      "quantization": "Q4_K_M",
      "minRamGb": 26,
      "estimatedLoadGb": 17,
      "kvKbPerToken": null,
      "runsLocally": true,
      "openWeights": true,
      "ggufDiy": false,
      "runtimes": [
        "ollama",
        "llama.cpp",
        "lm-studio"
      ],
      "bestFor": "Coding, Quality",
      "ollamaCommand": "ollama run mistral-small:22b"
    },
    {
      "model": "Kimi K2 Instruct",
      "family": "Kimi",
      "params": 1000,
      "quantization": "API",
      "minRamGb": 0,
      "estimatedLoadGb": 0,
      "kvKbPerToken": null,
      "runsLocally": false,
      "openWeights": true,
      "ggufDiy": false,
      "runtimes": [],
      "bestFor": "Quality, Coding",
      "ollamaCommand": null
    },
    {
      "model": "Claude 3.5 Sonnet",
      "family": "Claude",
      "params": null,
      "quantization": "API",
      "minRamGb": 0,
      "estimatedLoadGb": 0,
      "kvKbPerToken": null,
      "runsLocally": false,
      "openWeights": false,
      "ggufDiy": false,
      "runtimes": [],
      "bestFor": "Coding, Chat",
      "ollamaCommand": null
    },
    {
      "model": "Claude 3.7 Sonnet",
      "family": "Claude",
      "params": null,
      "quantization": "API",
      "minRamGb": 0,
      "estimatedLoadGb": 0,
      "kvKbPerToken": null,
      "runsLocally": false,
      "openWeights": false,
      "ggufDiy": false,
      "runtimes": [],
      "bestFor": "Coding, Quality",
      "ollamaCommand": null
    },
    {
      "model": "Claude 3 Opus",
      "family": "Claude",
      "params": null,
      "quantization": "API",
      "minRamGb": 0,
      "estimatedLoadGb": 0,
      "kvKbPerToken": null,
      "runsLocally": false,
      "openWeights": false,
      "ggufDiy": false,
      "runtimes": [],
      "bestFor": "Quality, Analysis",
      "ollamaCommand": null
    },
    {
      "model": "Claude 4 Opus",
      "family": "Claude",
      "params": null,
      "quantization": "API",
      "minRamGb": 0,
      "estimatedLoadGb": 0,
      "kvKbPerToken": null,
      "runsLocally": false,
      "openWeights": false,
      "ggufDiy": false,
      "runtimes": [],
      "bestFor": "Quality, Coding",
      "ollamaCommand": null
    },
    {
      "model": "Qwen2.5 0.5B Instruct",
      "family": "Qwen",
      "params": 0.5,
      "quantization": "Q4_K_M",
      "minRamGb": 2,
      "estimatedLoadGb": 0.8,
      "kvKbPerToken": null,
      "runsLocally": true,
      "openWeights": true,
      "ggufDiy": false,
      "runtimes": [
        "ollama",
        "llama.cpp",
        "lm-studio"
      ],
      "bestFor": "Chat, Mobile",
      "ollamaCommand": "ollama run qwen2.5:0.5b-instruct-q4_K_M"
    },
    {
      "model": "Gemma 3 1B Instruct",
      "family": "Gemma",
      "params": 1,
      "quantization": "Q4_K_M",
      "minRamGb": 3,
      "estimatedLoadGb": 1,
      "kvKbPerToken": null,
      "runsLocally": true,
      "openWeights": true,
      "ggufDiy": false,
      "runtimes": [
        "ollama",
        "llama.cpp",
        "lm-studio"
      ],
      "bestFor": "Chat, Mobile",
      "ollamaCommand": "ollama run gemma3:1b"
    },
    {
      "model": "Phi-4 Mini 3.8B",
      "family": "Phi",
      "params": 3.8,
      "quantization": "Q4_K_M",
      "minRamGb": 7,
      "estimatedLoadGb": 3.2,
      "kvKbPerToken": null,
      "runsLocally": true,
      "openWeights": true,
      "ggufDiy": false,
      "runtimes": [
        "ollama",
        "llama.cpp",
        "lm-studio"
      ],
      "bestFor": "Coding, Chat",
      "ollamaCommand": "ollama run phi4-mini:3.8b"
    },
    {
      "model": "SmolLM2 360M",
      "family": "SmolLM",
      "params": 0.36,
      "quantization": "Q4_K_M",
      "minRamGb": 1,
      "estimatedLoadGb": 0.5,
      "kvKbPerToken": null,
      "runsLocally": true,
      "openWeights": true,
      "ggufDiy": false,
      "runtimes": [
        "ollama",
        "llama.cpp",
        "lm-studio"
      ],
      "bestFor": "Chat, Embedded",
      "ollamaCommand": "ollama run smollm2:360m"
    },
    {
      "model": "Llama 3.3 70B Instruct",
      "family": "Llama",
      "params": 70,
      "quantization": "Q4_K_M",
      "minRamGb": 48,
      "estimatedLoadGb": 42,
      "kvKbPerToken": null,
      "runsLocally": true,
      "openWeights": true,
      "ggufDiy": false,
      "runtimes": [
        "ollama",
        "llama.cpp",
        "lm-studio"
      ],
      "bestFor": "Quality, Coding",
      "ollamaCommand": "ollama run llama3.3:70b-instruct-q4_K_M"
    },
    {
      "model": "Llama 3.1 405B Instruct",
      "family": "Llama",
      "params": 405,
      "quantization": "Q4_K_M",
      "minRamGb": 256,
      "estimatedLoadGb": 243,
      "kvKbPerToken": null,
      "runsLocally": true,
      "openWeights": true,
      "ggufDiy": false,
      "runtimes": [
        "ollama",
        "llama.cpp",
        "lm-studio"
      ],
      "bestFor": "Quality, Reasoning, Coding",
      "ollamaCommand": "ollama run llama3.1:405b-instruct-q4_K_M"
    },
    {
      "model": "DeepSeek-R1 671B",
      "family": "DeepSeek",
      "params": 671,
      "quantization": "Q4_K_M",
      "minRamGb": 400,
      "estimatedLoadGb": 380,
      "kvKbPerToken": null,
      "runsLocally": true,
      "openWeights": true,
      "ggufDiy": false,
      "runtimes": [
        "ollama",
        "llama.cpp",
        "lm-studio"
      ],
      "bestFor": "Reasoning, Coding",
      "ollamaCommand": "ollama run deepseek-r1:671b-q4_K_M"
    },
    {
      "model": "Qwen3 8B",
      "family": "Qwen",
      "params": 8,
      "quantization": "Q4_K_M",
      "minRamGb": 12,
      "estimatedLoadGb": 6.5,
      "kvKbPerToken": null,
      "runsLocally": true,
      "openWeights": true,
      "ggufDiy": false,
      "runtimes": [
        "ollama",
        "llama.cpp",
        "lm-studio"
      ],
      "bestFor": "Chat, Coding",
      "ollamaCommand": "ollama run qwen3:8b-q4_K_M"
    },
    {
      "model": "Qwen3 14B",
      "family": "Qwen",
      "params": 14,
      "quantization": "Q4_K_M",
      "minRamGb": 20,
      "estimatedLoadGb": 11,
      "kvKbPerToken": null,
      "runsLocally": true,
      "openWeights": true,
      "ggufDiy": false,
      "runtimes": [
        "ollama",
        "llama.cpp",
        "lm-studio"
      ],
      "bestFor": "Coding, Quality",
      "ollamaCommand": "ollama run qwen3:14b-q4_K_M"
    },
    {
      "model": "Qwen3 30B",
      "family": "Qwen",
      "params": 30,
      "quantization": "Q4_K_M",
      "minRamGb": 28,
      "estimatedLoadGb": 22,
      "kvKbPerToken": null,
      "runsLocally": true,
      "openWeights": true,
      "ggufDiy": false,
      "runtimes": [
        "ollama",
        "llama.cpp",
        "lm-studio"
      ],
      "bestFor": "Quality, Coding",
      "ollamaCommand": "ollama run qwen3:30b"
    },
    {
      "model": "Gemma 3 4B Instruct",
      "family": "Gemma",
      "params": 4,
      "quantization": "Q4_K_M",
      "minRamGb": 8,
      "estimatedLoadGb": 3.5,
      "kvKbPerToken": null,
      "runsLocally": true,
      "openWeights": true,
      "ggufDiy": false,
      "runtimes": [
        "ollama",
        "llama.cpp",
        "lm-studio"
      ],
      "bestFor": "Chat, Coding",
      "ollamaCommand": "ollama run gemma3:4b"
    },
    {
      "model": "Gemma 3 12B Instruct",
      "family": "Gemma",
      "params": 12,
      "quantization": "Q4_K_M",
      "minRamGb": 18,
      "estimatedLoadGb": 9.5,
      "kvKbPerToken": null,
      "runsLocally": true,
      "openWeights": true,
      "ggufDiy": false,
      "runtimes": [
        "ollama",
        "llama.cpp",
        "lm-studio"
      ],
      "bestFor": "Chat, Quality",
      "ollamaCommand": "ollama run gemma3:12b"
    },
    {
      "model": "Gemma 3 27B Instruct",
      "family": "Gemma",
      "params": 27,
      "quantization": "Q4_K_M",
      "minRamGb": 28,
      "estimatedLoadGb": 21,
      "kvKbPerToken": null,
      "runsLocally": true,
      "openWeights": true,
      "ggufDiy": false,
      "runtimes": [
        "ollama",
        "llama.cpp",
        "lm-studio"
      ],
      "bestFor": "Quality, Coding",
      "ollamaCommand": "ollama run gemma3:27b"
    },
    {
      "model": "DeepSeek-R1 Distill Qwen 7B",
      "family": "DeepSeek",
      "params": 7,
      "quantization": "Q4_K_M",
      "minRamGb": 10,
      "estimatedLoadGb": 5.5,
      "kvKbPerToken": null,
      "runsLocally": true,
      "openWeights": true,
      "ggufDiy": false,
      "runtimes": [
        "ollama",
        "llama.cpp",
        "lm-studio"
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}