Sync 2026-10-03: 156 models

README.md

@@ -36,7 +36,7 @@ table at **[modelfit.io/data](https://modelfit.io/data/)**; the canonical
 machine-readable source is
 **[modelfit.io/api/dataset](https://modelfit.io/api/dataset/)**.
 
-- **141 models** across 24 families (106 with a registry-verified local build, 35 cloud-only APIs tracked for comparison)
+- **156 models** across 27 families (116 with a registry-verified local build, 40 cloud-only APIs tracked for comparison)
 - **License:** CC BY 4.0: reuse freely, including commercially, with attribution
 - **Updated:** see the `updated` field in `models.json` (regenerated from the live endpoint)
 

models.csv

@@ -95,6 +95,7 @@ Llama 4 Maverick,Llama,400,Q4_K_M,320,245,,true,true,false,ollama|llama.cpp|lm-s
 Mistral Medium 3.5,Mistral,128,API,0,0,,false,true,true,,"Coding, Quality, Tool calling",
 DeepSeek V4 Flash 0731,DeepSeek,284,API,0,0,,false,true,true,,"Reasoning, Coding, Long context",
 DeepSeek V4 Pro,DeepSeek,1600,API,0,0,,false,true,false,,"Frontier reasoning, Coding",
+DeepSeek V4.1 Flash,DeepSeek,552,API,0,0,,false,true,false,,"Agentic coding, Reasoning, Long context, Vision",
 Kimi K2.6,Kimi,1000,API,0,0,,false,true,false,,"Coding, Agentic tasks",
 GLM-5.1,Zhipu,744,API,0,0,,false,true,false,,"Coding, Reasoning, Long context",
 Claude Opus 4.7,Claude,,API,0,0,,false,false,false,,"Coding, Quality, Reasoning",
@@ -131,12 +132,26 @@ Laguna XS 2.1,Laguna,33,Q4_K_M,32,20.3,,true,true,false,ollama|llama.cpp|lm-stud
 Laguna S 2.1,Laguna,118,Q4_K_M,128,96,,true,true,false,ollama|llama.cpp|lm-studio,"Agentic coding, Long-horizon tasks",ollama run laguna-s-2.1:q4_K_M
 Ornith 1.0 9B,Ornith,9,Q4_K_M,8,5.6,,true,true,false,ollama|llama.cpp|lm-studio,Agentic coding on small machines,ollama run ornith:9b
 Ornith 1.0 35B,Ornith,35,Q4_K_M,32,21.2,,true,true,false,ollama|llama.cpp|lm-studio,Agentic coding,ollama run ornith:35b
-Qwen3.8-Flash-Next,Qwen,125,IQ1_S,192,123,,true,true,false,ollama|llama.cpp|lm-studio,"Agentic coding, Reasoning, Multimodal",
+Qwen3.8-Flash-Next,Qwen,125,Q4_K_XL,192,111.3,,true,true,false,ollama|llama.cpp|lm-studio,"Agentic coding, Reasoning, Multimodal",
+Qwen3.8 2.4T A95B,Qwen,2400,API,0,0,,false,true,false,,"Frontier reasoning, Agentic coding",
 Granite 4.2 3B,Granite,3.7,Q4_K_M,4,2.1,,true,true,false,ollama|llama.cpp|lm-studio,"Chat, Coding",ollama run granite4.2:3b
 Granite 4.2 8B,Granite,8.8,Q4_K_M,8,5,,true,true,false,ollama|llama.cpp|lm-studio,"Chat, Coding",ollama run granite4.2:8b
 Granite 4.2 30B,Granite,29.3,Q4_K_M,24,16.5,,true,true,false,ollama|llama.cpp|lm-studio,"Coding, Chat",ollama run granite4.2:30b
 Nemotron 3.5 Lightning 30B-A3B,Nemotron,30,Q4_K_M,36,23.7,6,true,true,false,ollama|llama.cpp|lm-studio,"Agentic, Coding, Long context",ollama run nemotron-3.5-lightning:30b
-Muse Glimmer 30B,Muse,29.8,Q4_K_M,24,16.9,,true,true,false,ollama|llama.cpp|lm-studio,Chat,ollama run muse-glimmer:30b
-MiniCPM-V 4.5 8B,MiniCPM,8.7,Q4_K_M,8,5.7,,true,true,false,ollama|llama.cpp|lm-studio,"Vision, Multimodal",ollama run minicpm-v4.5:8b
+Muse Glimmer 30B,Muse,29.8,Q4_K_M,32,16.9,,true,true,false,ollama|llama.cpp|lm-studio,Chat,ollama run muse-glimmer:30b
+MiniCPM-V 4.5 8B,MiniCPM,8.7,Q4_K_M,12,5.7,,true,true,false,ollama|llama.cpp|lm-studio,"Vision, Multimodal",ollama run minicpm-v4.5:8b
 GLM-5.3,Zhipu,753,API,0,0,,false,true,false,,"Coding, Reasoning, Agentic",
 GLM-5.3 Flash,Zhipu,321,API,0,0,,false,true,true,,"Chat, Coding",
+GLM-4.7-Flash 30B-A3B,Zhipu,30,Q4_K_M,32,19,,true,true,false,ollama|llama.cpp|lm-studio,"Coding, Agentic tasks, Reasoning",ollama run glm-4.7-flash
+Nemotron 3 Super 120B-A12B,Nemotron,120,Q4_K_M,128,86.8,,true,true,false,ollama|llama.cpp|lm-studio,"Agentic workflows, Long context, Reasoning",ollama run nemotron-3-super:120b
+Olmo 3.1 32B Instruct,Olmo,32,Q4_K_M,32,19.5,,true,true,false,ollama|llama.cpp|lm-studio,"General chat, Research, Fully open",ollama run olmo-3.1:32b
+MiMo-V2.6-Distill-Qwen-9B,MiMo,9,Q4_K_M,16,5.8,,true,true,false,ollama|llama.cpp|lm-studio,"Agentic coding, Small machines",
+Ling-3.0-flash,Ling,124,Q4_K_M,128,77.8,,true,true,false,ollama|llama.cpp|lm-studio,"Agentic coding, Long context, Reasoning",
+Xiaomi MiMo-V2.6-Flash,MiMo,309,API,0,0,,false,true,true,,"Agentic coding, Multimodal, Long context",
+Xiaomi MiMo-V2.6-Pro,MiMo,1020,API,0,0,,false,true,false,,"Frontier agentic coding, Multimodal",
+Devstral Small 2 24B,Mistral,24,Q4_K_M,24,15.2,,true,true,false,ollama|llama.cpp|lm-studio,"Agentic coding, Software engineering",ollama run devstral-small-2:24b
+Devstral 2 123B,Mistral,123,Q4_K_M,96,74.9,,true,true,false,ollama|llama.cpp|lm-studio,"Agentic coding, Software engineering",ollama run devstral-2:123b
+Ministral 3 3B,Mistral,3.4,Q4_K_M,6,3,,true,true,false,ollama|llama.cpp|lm-studio,"Chat, Vision, Edge",ollama run ministral-3:3b
+Ministral 3 8B,Mistral,8.4,Q4_K_M,12,6,,true,true,false,ollama|llama.cpp|lm-studio,"Chat, Coding, Vision",ollama run ministral-3:8b
+Ministral 3 14B,Mistral,13.5,Q4_K_M,16,9.1,,true,true,false,ollama|llama.cpp|lm-studio,"Chat, Reasoning, Vision",ollama run ministral-3:14b
+Inkling Small,Inkling,276,API,0,0,,false,true,true,,"Agentic coding, Multimodal, Reasoning",

models.json

@@ -10,12 +10,12 @@
     "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": "2026-09-03",
+  "updated": "2026-10-03",
   "counts": {
-    "models": 141,
-    "local": 106,
-    "cloud": 35,
-    "families": 24
+    "models": 156,
+    "local": 116,
+    "cloud": 40,
+    "families": 27
   },
   "models": [
     {
@@ -1770,6 +1770,21 @@
       "bestFor": "Frontier reasoning, Coding",
       "ollamaCommand": null
     },
+    {
+      "model": "DeepSeek V4.1 Flash",
+      "family": "DeepSeek",
+      "params": 552,
+      "quantization": "API",
+      "minRamGb": 0,
+      "estimatedLoadGb": 0,
+      "kvKbPerToken": null,
+      "runsLocally": false,
+      "openWeights": true,
+      "ggufDiy": false,
+      "runtimes": [],
+      "bestFor": "Agentic coding, Reasoning, Long context, Vision",
+      "ollamaCommand": null
+    },
     {
       "model": "Kimi K2.6",
       "family": "Kimi",
@@ -2398,9 +2413,9 @@
       "model": "Qwen3.8-Flash-Next",
       "family": "Qwen",
       "params": 125,
-      "quantization": "IQ1_S",
+      "quantization": "Q4_K_XL",
       "minRamGb": 192,
-      "estimatedLoadGb": 123,
+      "estimatedLoadGb": 111.3,
       "kvKbPerToken": null,
       "runsLocally": true,
       "openWeights": true,
@@ -2413,6 +2428,21 @@
       "bestFor": "Agentic coding, Reasoning, Multimodal",
       "ollamaCommand": null
     },
+    {
+      "model": "Qwen3.8 2.4T A95B",
+      "family": "Qwen",
+      "params": 2400,
+      "quantization": "API",
+      "minRamGb": 0,
+      "estimatedLoadGb": 0,
+      "kvKbPerToken": null,
+      "runsLocally": false,
+      "openWeights": true,
+      "ggufDiy": false,
+      "runtimes": [],
+      "bestFor": "Frontier reasoning, Agentic coding",
+      "ollamaCommand": null
+    },
     {
       "model": "Granite 4.2 3B",
       "family": "Granite",
@@ -2494,7 +2524,7 @@
       "family": "Muse",
       "params": 29.8,
       "quantization": "Q4_K_M",
-      "minRamGb": 24,
+      "minRamGb": 32,
       "estimatedLoadGb": 16.9,
       "kvKbPerToken": null,
       "runsLocally": true,
@@ -2513,7 +2543,7 @@
       "family": "MiniCPM",
       "params": 8.7,
       "quantization": "Q4_K_M",
-      "minRamGb": 8,
+      "minRamGb": 12,
       "estimatedLoadGb": 5.7,
       "kvKbPerToken": null,
       "runsLocally": true,
@@ -2556,6 +2586,241 @@
       "runtimes": [],
       "bestFor": "Chat, Coding",
       "ollamaCommand": null
+    },
+    {
+      "model": "GLM-4.7-Flash 30B-A3B",
+      "family": "Zhipu",
+      "params": 30,
+      "quantization": "Q4_K_M",
+      "minRamGb": 32,
+      "estimatedLoadGb": 19,
+      "kvKbPerToken": null,
+      "runsLocally": true,
+      "openWeights": true,
+      "ggufDiy": false,
+      "runtimes": [
+        "ollama",
+        "llama.cpp",
+        "lm-studio"
+      ],
+      "bestFor": "Coding, Agentic tasks, Reasoning",
+      "ollamaCommand": "ollama run glm-4.7-flash"
+    },
+    {
+      "model": "Nemotron 3 Super 120B-A12B",
+      "family": "Nemotron",
+      "params": 120,
+      "quantization": "Q4_K_M",
+      "minRamGb": 128,
+      "estimatedLoadGb": 86.8,
+      "kvKbPerToken": null,
+      "runsLocally": true,
+      "openWeights": true,
+      "ggufDiy": false,
+      "runtimes": [
+        "ollama",
+        "llama.cpp",
+        "lm-studio"
+      ],
+      "bestFor": "Agentic workflows, Long context, Reasoning",
+      "ollamaCommand": "ollama run nemotron-3-super:120b"
+    },
+    {
+      "model": "Olmo 3.1 32B Instruct",
+      "family": "Olmo",
+      "params": 32,
+      "quantization": "Q4_K_M",
+      "minRamGb": 32,
+      "estimatedLoadGb": 19.5,
+      "kvKbPerToken": null,
+      "runsLocally": true,
+      "openWeights": true,
+      "ggufDiy": false,
+      "runtimes": [
+        "ollama",
+        "llama.cpp",
+        "lm-studio"
+      ],
+      "bestFor": "General chat, Research, Fully open",
+      "ollamaCommand": "ollama run olmo-3.1:32b"
+    },
+    {
+      "model": "MiMo-V2.6-Distill-Qwen-9B",
+      "family": "MiMo",
+      "params": 9,
+      "quantization": "Q4_K_M",
+      "minRamGb": 16,
+      "estimatedLoadGb": 5.8,
+      "kvKbPerToken": null,
+      "runsLocally": true,
+      "openWeights": true,
+      "ggufDiy": false,
+      "runtimes": [
+        "ollama",
+        "llama.cpp",
+        "lm-studio"
+      ],
+      "bestFor": "Agentic coding, Small machines",
+      "ollamaCommand": null
+    },
+    {
+      "model": "Ling-3.0-flash",
+      "family": "Ling",
+      "params": 124,
+      "quantization": "Q4_K_M",
+      "minRamGb": 128,
+      "estimatedLoadGb": 77.8,
+      "kvKbPerToken": null,
+      "runsLocally": true,
+      "openWeights": true,
+      "ggufDiy": false,
+      "runtimes": [
+        "ollama",
+        "llama.cpp",
+        "lm-studio"
+      ],
+      "bestFor": "Agentic coding, Long context, Reasoning",
+      "ollamaCommand": null
+    },
+    {
+      "model": "Xiaomi MiMo-V2.6-Flash",
+      "family": "MiMo",
+      "params": 309,
+      "quantization": "API",
+      "minRamGb": 0,
+      "estimatedLoadGb": 0,
+      "kvKbPerToken": null,
+      "runsLocally": false,
+      "openWeights": true,
+      "ggufDiy": true,
+      "runtimes": [],
+      "bestFor": "Agentic coding, Multimodal, Long context",
+      "ollamaCommand": null
+    },
+    {
+      "model": "Xiaomi MiMo-V2.6-Pro",
+      "family": "MiMo",
+      "params": 1020,
+      "quantization": "API",
+      "minRamGb": 0,
+      "estimatedLoadGb": 0,
+      "kvKbPerToken": null,
+      "runsLocally": false,
+      "openWeights": true,
+      "ggufDiy": false,
+      "runtimes": [],
+      "bestFor": "Frontier agentic coding, Multimodal",
+      "ollamaCommand": null
+    },
+    {
+      "model": "Devstral Small 2 24B",
+      "family": "Mistral",
+      "params": 24,
+      "quantization": "Q4_K_M",
+      "minRamGb": 24,
+      "estimatedLoadGb": 15.2,
+      "kvKbPerToken": null,
+      "runsLocally": true,
+      "openWeights": true,
+      "ggufDiy": false,
+      "runtimes": [
+        "ollama",
+        "llama.cpp",
+        "lm-studio"
+      ],
+      "bestFor": "Agentic coding, Software engineering",
+      "ollamaCommand": "ollama run devstral-small-2:24b"
+    },
+    {
+      "model": "Devstral 2 123B",
+      "family": "Mistral",
+      "params": 123,
+      "quantization": "Q4_K_M",
+      "minRamGb": 96,
+      "estimatedLoadGb": 74.9,
+      "kvKbPerToken": null,
+      "runsLocally": true,
+      "openWeights": true,
+      "ggufDiy": false,
+      "runtimes": [
+        "ollama",
+        "llama.cpp",
+        "lm-studio"
+      ],
+      "bestFor": "Agentic coding, Software engineering",
+      "ollamaCommand": "ollama run devstral-2:123b"
+    },
+    {
+      "model": "Ministral 3 3B",
+      "family": "Mistral",
+      "params": 3.4,
+      "quantization": "Q4_K_M",
+      "minRamGb": 6,
+      "estimatedLoadGb": 3,
+      "kvKbPerToken": null,
+      "runsLocally": true,
+      "openWeights": true,
+      "ggufDiy": false,
+      "runtimes": [
+        "ollama",
+        "llama.cpp",
+        "lm-studio"
+      ],
+      "bestFor": "Chat, Vision, Edge",
+      "ollamaCommand": "ollama run ministral-3:3b"
+    },
+    {
+      "model": "Ministral 3 8B",
+      "family": "Mistral",
+      "params": 8.4,
+      "quantization": "Q4_K_M",
+      "minRamGb": 12,
+      "estimatedLoadGb": 6,
+      "kvKbPerToken": null,
+      "runsLocally": true,
+      "openWeights": true,
+      "ggufDiy": false,
+      "runtimes": [
+        "ollama",
+        "llama.cpp",
+        "lm-studio"
+      ],
+      "bestFor": "Chat, Coding, Vision",
+      "ollamaCommand": "ollama run ministral-3:8b"
+    },
+    {
+      "model": "Ministral 3 14B",
+      "family": "Mistral",
+      "params": 13.5,
+      "quantization": "Q4_K_M",
+      "minRamGb": 16,
+      "estimatedLoadGb": 9.1,
+      "kvKbPerToken": null,
+      "runsLocally": true,
+      "openWeights": true,
+      "ggufDiy": false,
+      "runtimes": [
+        "ollama",
+        "llama.cpp",
+        "lm-studio"
+      ],
+      "bestFor": "Chat, Reasoning, Vision",
+      "ollamaCommand": "ollama run ministral-3:14b"
+    },
+    {
+      "model": "Inkling Small",
+      "family": "Inkling",
+      "params": 276,
+      "quantization": "API",
+      "minRamGb": 0,
+      "estimatedLoadGb": 0,
+      "kvKbPerToken": null,
+      "runsLocally": false,
+      "openWeights": true,
+      "ggufDiy": true,
+      "runtimes": [],
+      "bestFor": "Agentic coding, Multimodal, Reasoning",
+      "ollamaCommand": null
     }
   ]
 }