fix: resolve minified HF metadata by fetching raw config.json; improved BERT-style param estimation

data/providers.json

@@ -133,7 +133,8 @@
           "input_price_per_1m": 0.015,
           "output_price_per_1m": 0,
           "currency": "USD",
-          "hf_id": "BAAI/bge-large-en-v1.5"
+          "hf_id": "BAAI/bge-large-en-v1.5",
+          "size_b": 0.33
         },
         {
           "name": "bge-m3",
@@ -251,7 +252,8 @@
           "input_price_per_1m": 0.065,
           "output_price_per_1m": 0,
           "currency": "CHF",
-          "hf_id": "BAAI/bge-multilingual-gemma2"
+          "hf_id": "BAAI/bge-multilingual-gemma2",
+          "size_b": 7.4
         },
         {
           "name": "All MiniLM L12 v2",
@@ -277,7 +279,8 @@
           "input_price_per_1m": 0.006,
           "output_price_per_1m": 0,
           "currency": "CHF",
-          "hf_id": "openai/whisper-large-v3"
+          "hf_id": "openai/whisper-large-v3",
+          "size_b": 0.7
         },
         {
           "name": "Photomaker V2",
@@ -342,7 +345,8 @@
           ],
           "size_b": 122.61,
           "hf_id": "mistralai/Mistral-Large-Instruct-2411",
-          "hf_private": true
+          "hf_private": true,
+          "ollama_id": "mistral-large"
         },
         {
           "name": "GPT-5.4 Thinking",
@@ -484,7 +488,8 @@
           ],
           "size_b": 122.61,
           "hf_id": "mistralai/Mistral-Large-Instruct-2411",
-          "hf_private": true
+          "hf_private": true,
+          "ollama_id": "mistral-large"
         },
         {
           "name": "Llama 4 Maverick",
@@ -1049,22 +1054,22 @@
       "eu_endpoints": true,
       "models": [
         {
-          "name": "novita/meta-llama/llama-3.2-1b-instruct",
+          "name": "deepinfra/meta-llama/Meta-Llama-3.1-8B-Instruct-Turbo",
           "type": "chat",
           "input_price_per_1m": 0.02,
-          "output_price_per_1m": 0.02,
+          "output_price_per_1m": 0.05,
           "currency": "USD",
-          "context_window": 131000,
-          "size_b": 1
+          "context_window": 131072,
+          "size_b": 8
         },
         {
-          "name": "deepinfra/meta-llama/Meta-Llama-3.1-8B-Instruct-Turbo",
+          "name": "novita/meta-llama/llama-3.2-1b-instruct",
           "type": "chat",
           "input_price_per_1m": 0.02,
-          "output_price_per_1m": 0.05,
+          "output_price_per_1m": 0.02,
           "currency": "USD",
-          "context_window": 131072,
-          "size_b": 8
+          "context_window": 131000,
+          "size_b": 1
         },
         {
           "name": "openai/gpt-5-nano",
@@ -1102,26 +1107,28 @@
           "hf_id": "meta-llama/Meta-Llama-3-8B-Instruct"
         },
         {
-          "name": "novita/sao10k/l3-8b-lunaris",
-          "type": "chat",
+          "name": "azure/gpt-5-nano",
+          "type": "vision",
           "input_price_per_1m": 0.05,
-          "output_price_per_1m": 0.05,
+          "output_price_per_1m": 0.4,
           "currency": "USD",
-          "context_window": 8192,
-          "size_b": 8
+          "capabilities": [
+            "reasoning"
+          ],
+          "context_window": 200000,
+          "hf_private": true
         },
         {
-          "name": "novita/meta-llama/llama-3.1-8b-instruct",
+          "name": "alibaba/qwen-turbo",
           "type": "chat",
           "input_price_per_1m": 0.05,
-          "output_price_per_1m": 0.05,
+          "output_price_per_1m": 0.2,
           "currency": "USD",
-          "context_window": 16384,
-          "size_b": 8,
+          "context_window": 1000000,
           "capabilities": [
             "tools"
           ],
-          "hf_id": "meta-llama/Meta-Llama-3.1-8B-Instruct"
+          "hf_private": true
         },
         {
           "name": "novita/Sao10K/L3-8B-Stheno-v3.2",
@@ -1133,28 +1140,26 @@
           "size_b": 8
         },
         {
-          "name": "azure/gpt-5-nano",
-          "type": "vision",
+          "name": "novita/sao10k/l3-8b-lunaris",
+          "type": "chat",
           "input_price_per_1m": 0.05,
-          "output_price_per_1m": 0.4,
+          "output_price_per_1m": 0.05,
           "currency": "USD",
-          "capabilities": [
-            "reasoning"
-          ],
-          "context_window": 200000,
-          "hf_private": true
+          "context_window": 8192,
+          "size_b": 8
         },
         {
-          "name": "alibaba/qwen-turbo",
+          "name": "novita/meta-llama/llama-3.1-8b-instruct",
           "type": "chat",
           "input_price_per_1m": 0.05,
-          "output_price_per_1m": 0.2,
+          "output_price_per_1m": 0.05,
           "currency": "USD",
-          "context_window": 1000000,
+          "context_window": 16384,
+          "size_b": 8,
           "capabilities": [
             "tools"
           ],
-          "hf_private": true
+          "hf_id": "meta-llama/Meta-Llama-3.1-8B-Instruct"
         },
         {
           "name": "openai-responses/gpt-5-nano",
@@ -1206,27 +1211,31 @@
           "size_b": 13
         },
         {
-          "name": "together/meta-llama/Meta-Llama-3-8B-Instruct-Lite",
+          "name": "deepinfra/Qwen/Qwen3-32B",
           "type": "chat",
           "input_price_per_1m": 0.1,
-          "output_price_per_1m": 0.1,
+          "output_price_per_1m": 0.3,
           "currency": "USD",
-          "context_window": 8192,
-          "size_b": 8
+          "context_window": 40000,
+          "size_b": 32,
+          "capabilities": [
+            "tools",
+            "reasoning"
+          ],
+          "hf_id": "Qwen/Qwen3-32B"
         },
         {
-          "name": "groq/openai/gpt-oss-20b",
+          "name": "mistral/devstral-small-latest",
           "type": "chat",
           "input_price_per_1m": 0.1,
-          "output_price_per_1m": 0.5,
+          "output_price_per_1m": 0.3,
           "currency": "USD",
           "context_window": 131072,
-          "size_b": 20,
           "capabilities": [
-            "tools",
-            "reasoning"
+            "tools"
           ],
-          "hf_id": "openai/gpt-oss-20b"
+          "hf_id": "mistralai/Devstral-Small-2507",
+          "size_b": 24
         },
         {
           "name": "mistral/mistral-small-2503",
@@ -1251,33 +1260,21 @@
           "size_b": 24
         },
         {
-          "name": "mistral/devstral-small-latest",
+          "name": "groq/openai/gpt-oss-20b",
           "type": "chat",
           "input_price_per_1m": 0.1,
-          "output_price_per_1m": 0.3,
+          "output_price_per_1m": 0.5,
           "currency": "USD",
           "context_window": 131072,
+          "size_b": 20,
           "capabilities": [
-            "tools"
-          ],
-          "hf_id": "mistralai/Devstral-Small-2507",
-          "size_b": 24
-        },
-        {
-          "name": "vertex/gemini-2.5-flash-lite",
-          "type": "vision",
-          "input_price_per_1m": 0.1,
-          "output_price_per_1m": 0.4,
-          "currency": "USD",
-          "capabilities": [
-            "vision",
+            "tools",
             "reasoning"
           ],
-          "context_window": 1048576,
-          "hf_private": true
+          "hf_id": "openai/gpt-oss-20b"
         },
         {
-          "name": "azure/gpt-4.1-nano",
+          "name": "azure/openai-responses/gpt-4.1-nano",
           "type": "vision",
           "input_price_per_1m": 0.1,
           "output_price_per_1m": 0.4,
@@ -1289,7 +1286,7 @@
           "hf_private": true
         },
         {
-          "name": "azure/openai-responses/gpt-4.1-nano",
+          "name": "azure/gpt-4.1-nano",
           "type": "vision",
           "input_price_per_1m": 0.1,
           "output_price_per_1m": 0.4,
@@ -1301,7 +1298,7 @@
           "hf_private": true
         },
         {
-          "name": "google/gemini-2.5-flash-lite",
+          "name": "vertex/gemini-2.5-flash-lite",
           "type": "vision",
           "input_price_per_1m": 0.1,
           "output_price_per_1m": 0.4,
@@ -1313,6 +1310,15 @@
           "context_window": 1048576,
           "hf_private": true
         },
+        {
+          "name": "together/meta-llama/Meta-Llama-3-8B-Instruct-Lite",
+          "type": "chat",
+          "input_price_per_1m": 0.1,
+          "output_price_per_1m": 0.1,
+          "currency": "USD",
+          "context_window": 8192,
+          "size_b": 8
+        },
         {
           "name": "google/gemini-2.0-flash-001",
           "type": "vision",
@@ -1326,18 +1332,17 @@
           "hf_private": true
         },
         {
-          "name": "deepinfra/Qwen/Qwen3-32B",
-          "type": "chat",
+          "name": "google/gemini-2.5-flash-lite",
+          "type": "vision",
           "input_price_per_1m": 0.1,
-          "output_price_per_1m": 0.3,
+          "output_price_per_1m": 0.4,
           "currency": "USD",
-          "context_window": 40000,
-          "size_b": 32,
           "capabilities": [
-            "tools",
+            "vision",
             "reasoning"
           ],
-          "hf_id": "Qwen/Qwen3-32B"
+          "context_window": 1048576,
+          "hf_private": true
         },
         {
           "name": "openai-responses/gpt-4.1-nano",
@@ -1411,34 +1416,6 @@
           "context_window": 8192,
           "size_b": 8
         },
-        {
-          "name": "novita/deepseek/deepseek-r1-distill-qwen-14b",
-          "type": "chat",
-          "input_price_per_1m": 0.15,
-          "output_price_per_1m": 0.15,
-          "currency": "USD",
-          "context_window": 128000,
-          "size_b": 14,
-          "capabilities": [
-            "tools",
-            "reasoning"
-          ],
-          "hf_id": "deepseek-ai/DeepSeek-R1"
-        },
-        {
-          "name": "groq/openai/gpt-oss-120b",
-          "type": "chat",
-          "input_price_per_1m": 0.15,
-          "output_price_per_1m": 0.75,
-          "currency": "USD",
-          "context_window": 131072,
-          "size_b": 120,
-          "capabilities": [
-            "tools",
-            "reasoning"
-          ],
-          "hf_id": "openai/gpt-oss-120b"
-        },
         {
           "name": "mistral/mistral-small-2603",
           "type": "vision",
@@ -1476,16 +1453,18 @@
           "size_b": 235
         },
         {
-          "name": "openai/gpt-4o-mini",
-          "type": "vision",
+          "name": "groq/openai/gpt-oss-120b",
+          "type": "chat",
           "input_price_per_1m": 0.15,
-          "output_price_per_1m": 0.6,
+          "output_price_per_1m": 0.75,
           "currency": "USD",
+          "context_window": 131072,
+          "size_b": 120,
           "capabilities": [
-            "vision"
+            "tools",
+            "reasoning"
           ],
-          "context_window": 128000,
-          "hf_private": true
+          "hf_id": "openai/gpt-oss-120b"
         },
         {
           "name": "nebius/openai/gpt-oss-120b",
@@ -1500,6 +1479,32 @@
           "size_b": 120,
           "hf_id": "openai/gpt-oss-120b"
         },
+        {
+          "name": "novita/deepseek/deepseek-r1-distill-qwen-14b",
+          "type": "chat",
+          "input_price_per_1m": 0.15,
+          "output_price_per_1m": 0.15,
+          "currency": "USD",
+          "context_window": 128000,
+          "size_b": 14,
+          "capabilities": [
+            "tools",
+            "reasoning"
+          ],
+          "hf_id": "deepseek-ai/DeepSeek-R1"
+        },
+        {
+          "name": "openai/gpt-4o-mini",
+          "type": "vision",
+          "input_price_per_1m": 0.15,
+          "output_price_per_1m": 0.6,
+          "currency": "USD",
+          "capabilities": [
+            "vision"
+          ],
+          "context_window": 128000,
+          "hf_private": true
+        },
         {
           "name": "novita/mistralai/mistral-nemo",
           "type": "chat",
@@ -1522,43 +1527,6 @@
           "context_window": 131072,
           "size_b": 8
         },
-        {
-          "name": "together/meta-llama/LlamaGuard-2-8b",
-          "type": "chat",
-          "input_price_per_1m": 0.2,
-          "output_price_per_1m": 0.2,
-          "currency": "USD",
-          "context_window": 8192,
-          "size_b": 8
-        },
-        {
-          "name": "novita/meta-llama/llama-4-maverick-17b-128e-instruct-fp8",
-          "type": "vision",
-          "input_price_per_1m": 0.2,
-          "output_price_per_1m": 0.85,
-          "currency": "USD",
-          "context_window": 1048576,
-          "size_b": 17,
-          "capabilities": [
-            "vision",
-            "tools"
-          ],
-          "hf_id": "meta-llama/Llama-4-Maverick-17B-128E-Instruct"
-        },
-        {
-          "name": "novita/qwen/qwen3-235b-a22b-fp8",
-          "type": "chat",
-          "input_price_per_1m": 0.2,
-          "output_price_per_1m": 0.8,
-          "currency": "USD",
-          "context_window": 128000,
-          "size_b": 235,
-          "capabilities": [
-            "tools",
-            "reasoning"
-          ],
-          "hf_id": "Qwen/Qwen3-235B-A22B"
-        },
         {
           "name": "deepinfra/Qwen/Qwen3-235B-A22B",
           "type": "chat",
@@ -1601,29 +1569,57 @@
           "hf_id": "Qwen/Qwen3-30B-A3B-Instruct-2507"
         },
         {
-          "name": "xai/grok-4-fast",
+          "name": "novita/meta-llama/llama-4-maverick-17b-128e-instruct-fp8",
           "type": "vision",
           "input_price_per_1m": 0.2,
-          "output_price_per_1m": 0.5,
+          "output_price_per_1m": 0.85,
           "currency": "USD",
-          "context_window": 2000000,
+          "context_window": 1048576,
+          "size_b": 17,
           "capabilities": [
             "vision",
-            "tools",
-            "reasoning"
+            "tools"
           ],
-          "hf_private": true
+          "hf_id": "meta-llama/Llama-4-Maverick-17B-128E-Instruct"
         },
         {
-          "name": "xai/grok-4-1-fast-reasoning",
-          "type": "vision",
-          "input_price_per_1m": 0.2,
-          "output_price_per_1m": 0.5,
+          "name": "novita/qwen/qwen3-235b-a22b-fp8",
+          "type": "chat",
+          "input_price_per_1m": 0.2,
+          "output_price_per_1m": 0.8,
+          "currency": "USD",
+          "context_window": 128000,
+          "size_b": 235,
+          "capabilities": [
+            "tools",
+            "reasoning"
+          ],
+          "hf_id": "Qwen/Qwen3-235B-A22B"
+        },
+        {
+          "name": "xai/grok-code-fast-1",
+          "type": "vision",
+          "input_price_per_1m": 0.2,
+          "output_price_per_1m": 1.5,
           "currency": "USD",
           "capabilities": [
             "vision"
           ],
+          "context_window": 256000,
+          "hf_private": true
+        },
+        {
+          "name": "xai/grok-4-fast",
+          "type": "vision",
+          "input_price_per_1m": 0.2,
+          "output_price_per_1m": 0.5,
+          "currency": "USD",
           "context_window": 2000000,
+          "capabilities": [
+            "vision",
+            "tools",
+            "reasoning"
+          ],
           "hf_private": true
         },
         {
@@ -1653,17 +1649,26 @@
           "hf_private": true
         },
         {
-          "name": "xai/grok-code-fast-1",
+          "name": "xai/grok-4-1-fast-reasoning",
           "type": "vision",
           "input_price_per_1m": 0.2,
-          "output_price_per_1m": 1.5,
+          "output_price_per_1m": 0.5,
           "currency": "USD",
           "capabilities": [
             "vision"
           ],
-          "context_window": 256000,
+          "context_window": 2000000,
           "hf_private": true
         },
+        {
+          "name": "together/meta-llama/LlamaGuard-2-8b",
+          "type": "chat",
+          "input_price_per_1m": 0.2,
+          "output_price_per_1m": 0.2,
+          "currency": "USD",
+          "context_window": 8192,
+          "size_b": 8
+        },
         {
           "name": "openai-responses/gpt-5.4-nano",
           "type": "vision",
@@ -1691,52 +1696,52 @@
           "hf_private": true
         },
         {
-          "name": "deepinfra/Qwen/Qwen2.5-72B-Instruct",
-          "type": "vision",
+          "name": "deepinfra/deepseek-ai/DeepSeek-R1-Distill-Llama-70B",
+          "type": "chat",
           "input_price_per_1m": 0.23,
-          "output_price_per_1m": 0.4,
+          "output_price_per_1m": 0.69,
           "currency": "USD",
-          "context_window": 131072,
-          "size_b": 72,
+          "context_window": 64000,
+          "size_b": 70,
           "capabilities": [
-            "vision"
+            "reasoning"
           ],
-          "hf_id": "Qwen/Qwen2.5-VL-72B-Instruct"
+          "hf_id": "deepseek-ai/DeepSeek-R1-Distill-Llama-70B"
         },
         {
-          "name": "deepinfra/meta-llama/Llama-3.3-70B-Instruct",
+          "name": "deepinfra/meta-llama/Meta-Llama-3.1-70B-Instruct",
           "type": "chat",
           "input_price_per_1m": 0.23,
           "output_price_per_1m": 0.4,
           "currency": "USD",
-          "context_window": 131072,
-          "size_b": 70,
-          "capabilities": [
-            "tools"
-          ],
-          "hf_id": "meta-llama/Llama-3.3-70B-Instruct"
+          "context_window": 130815,
+          "size_b": 70
         },
         {
-          "name": "deepinfra/deepseek-ai/DeepSeek-R1-Distill-Llama-70B",
+          "name": "deepinfra/meta-llama/Llama-3.3-70B-Instruct",
           "type": "chat",
           "input_price_per_1m": 0.23,
-          "output_price_per_1m": 0.69,
+          "output_price_per_1m": 0.4,
           "currency": "USD",
-          "context_window": 64000,
+          "context_window": 131072,
           "size_b": 70,
           "capabilities": [
-            "reasoning"
+            "tools"
           ],
-          "hf_id": "deepseek-ai/DeepSeek-R1-Distill-Llama-70B"
+          "hf_id": "meta-llama/Llama-3.3-70B-Instruct"
         },
         {
-          "name": "deepinfra/meta-llama/Meta-Llama-3.1-70B-Instruct",
-          "type": "chat",
+          "name": "deepinfra/Qwen/Qwen2.5-72B-Instruct",
+          "type": "vision",
           "input_price_per_1m": 0.23,
           "output_price_per_1m": 0.4,
           "currency": "USD",
-          "context_window": 130815,
-          "size_b": 70
+          "context_window": 131072,
+          "size_b": 72,
+          "capabilities": [
+            "vision"
+          ],
+          "hf_id": "Qwen/Qwen2.5-VL-72B-Instruct"
         },
         {
           "name": "mistral/open-mistral-7b",
@@ -1748,27 +1753,27 @@
           "size_b": 7
         },
         {
-          "name": "vertex/gemini-3.1-flash-lite-preview",
+          "name": "azure/gpt-5-mini",
           "type": "vision",
           "input_price_per_1m": 0.25,
-          "output_price_per_1m": 1.5,
+          "output_price_per_1m": 2,
           "currency": "USD",
           "capabilities": [
-            "vision"
+            "reasoning"
           ],
-          "context_window": 1048576,
+          "context_window": 200000,
           "hf_private": true
         },
         {
-          "name": "azure/gpt-5-mini",
+          "name": "vertex/gemini-3.1-flash-lite-preview",
           "type": "vision",
           "input_price_per_1m": 0.25,
-          "output_price_per_1m": 2,
+          "output_price_per_1m": 1.5,
           "currency": "USD",
           "capabilities": [
-            "reasoning"
+            "vision"
           ],
-          "context_window": 200000,
+          "context_window": 1048576,
           "hf_private": true
         },
         {
@@ -1832,57 +1837,51 @@
           "hf_private": true
         },
         {
-          "name": "together/Qwen/Qwen2.5-7B-Instruct-Turbo",
+          "name": "deepinfra/deepseek-ai/DeepSeek-V3.1",
           "type": "chat",
           "input_price_per_1m": 0.3,
-          "output_price_per_1m": 0.3,
+          "output_price_per_1m": 1,
           "currency": "USD",
-          "context_window": 32768,
-          "size_b": 7
+          "context_window": 163840,
+          "capabilities": [
+            "tools",
+            "reasoning"
+          ],
+          "hf_id": "deepseek-ai/DeepSeek-V3.1-Terminus",
+          "size_b": 671
         },
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@@ -1895,16 +1894,7 @@
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@@ -1917,64 +1907,70 @@
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@@ -2093,35 +2098,37 @@
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@@ -2158,24 +2165,24 @@
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@@ -2183,15 +2190,39 @@
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@@ -2256,19 +2261,6 @@
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@@ -2283,7 +2275,7 @@
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@@ -2295,19 +2287,6 @@
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@@ -2349,6 +2328,32 @@
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@@ -2402,21 +2407,7 @@
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@@ -2468,20 +2459,6 @@
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@@ -2497,35 +2474,35 @@
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@@ -2534,76 +2511,104 @@
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@@ -2627,6 +2632,18 @@
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@@ -2688,6 +2693,29 @@
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@@ -2715,27 +2743,18 @@
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@@ -2751,20 +2770,6 @@
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@@ -2823,39 +2828,24 @@
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@@ -2863,12 +2853,12 @@
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@@ -2920,9 +2912,22 @@
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@@ -2996,15 +3001,6 @@
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@@ -3019,30 +3015,36 @@
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@@ -3059,28 +3061,31 @@
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@@ -3096,7 +3101,7 @@
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@@ -3109,7 +3114,7 @@
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@@ -3122,7 +3127,7 @@
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@@ -3135,7 +3140,7 @@
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@@ -3148,7 +3153,7 @@
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@@ -3157,11 +3162,11 @@
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@@ -3170,11 +3175,11 @@
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@@ -3187,7 +3192,7 @@
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@@ -3196,7 +3201,7 @@
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@@ -3216,6 +3221,18 @@
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@@ -3243,15 +3260,16 @@
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@@ -3307,7 +3312,7 @@
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@@ -3316,11 +3321,11 @@
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@@ -3329,11 +3334,11 @@
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@@ -3355,46 +3360,20 @@
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@@ -3406,7 +3385,7 @@
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@@ -3418,20 +3397,20 @@
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@@ -3444,7 +3423,7 @@
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           "input_price_per_1m": 2,
           "output_price_per_1m": 12,
@@ -3456,6 +3435,15 @@
           "context_window": 1048576,
           "hf_private": true
         },
+        {
+          "name": "nebius/deepseek-ai/DeepSeek-V3-0324-fast",
+          "type": "chat",
+          "input_price_per_1m": 2,
+          "output_price_per_1m": 6,
+          "currency": "USD",
+          "context_window": 128000,
+          "hf_private": true
+        },
         {
           "name": "xai/grok-2-1212",
           "type": "chat",
@@ -3479,19 +3467,33 @@
           "hf_private": true
         },
         {
-          "name": "openai-responses/gpt-4.1",
+          "name": "google/gemini-3-pro-preview",
           "type": "vision",
           "input_price_per_1m": 2,
-          "output_price_per_1m": 8,
+          "output_price_per_1m": 12,
           "currency": "USD",
           "capabilities": [
-            "vision"
+            "vision",
+            "reasoning"
           ],
-          "context_window": 1047576,
+          "context_window": 1048576,
           "hf_private": true
         },
         {
-          "name": "openai/gpt-4.1",
+          "name": "google/gemini-3.1-pro-preview",
+          "type": "vision",
+          "input_price_per_1m": 2,
+          "output_price_per_1m": 12,
+          "currency": "USD",
+          "capabilities": [
+            "vision",
+            "reasoning"
+          ],
+          "context_window": 1048576,
+          "hf_private": true
+        },
+        {
+          "name": "openai-responses/gpt-4.1",
           "type": "vision",
           "input_price_per_1m": 2,
           "output_price_per_1m": 8,
@@ -3516,12 +3518,15 @@
           "hf_private": true
         },
         {
-          "name": "nebius/deepseek-ai/DeepSeek-V3-0324-fast",
-          "type": "chat",
+          "name": "openai/gpt-4.1",
+          "type": "vision",
           "input_price_per_1m": 2,
-          "output_price_per_1m": 6,
+          "output_price_per_1m": 8,
           "currency": "USD",
-          "context_window": 128000,
+          "capabilities": [
+            "vision"
+          ],
+          "context_window": 1047576,
           "hf_private": true
         },
         {
@@ -3563,20 +3568,7 @@
           "hf_private": true
         },
         {
-          "name": "openai/gpt-5.4",
-          "type": "vision",
-          "input_price_per_1m": 2.5,
-          "output_price_per_1m": 15,
-          "currency": "USD",
-          "capabilities": [
-            "vision",
-            "reasoning"
-          ],
-          "context_window": 1050000,
-          "hf_private": true
-        },
-        {
-          "name": "openai/gpt-4o-2024-05-13",
+          "name": "openai/gpt-4o-2024-08-06",
           "type": "vision",
           "input_price_per_1m": 2.5,
           "output_price_per_1m": 10,
@@ -3588,15 +3580,16 @@
           "hf_private": true
         },
         {
-          "name": "openai/gpt-4o-2024-08-06",
+          "name": "openai/gpt-5.4",
           "type": "vision",
           "input_price_per_1m": 2.5,
-          "output_price_per_1m": 10,
+          "output_price_per_1m": 15,
           "currency": "USD",
           "capabilities": [
-            "vision"
+            "vision",
+            "reasoning"
           ],
-          "context_window": 128000,
+          "context_window": 1050000,
           "hf_private": true
         },
         {
@@ -3612,30 +3605,15 @@
           "hf_private": true
         },
         {
-          "name": "together/deepseek-ai/DeepSeek-R1",
-          "type": "chat",
-          "input_price_per_1m": 3,
-          "output_price_per_1m": 7,
-          "currency": "USD",
-          "context_window": 64000,
-          "capabilities": [
-            "tools",
-            "reasoning"
-          ],
-          "hf_id": "deepseek-ai/DeepSeek-R1",
-          "size_b": 671
-        },
-        {
-          "name": "coding/claude-sonnet-4-20250514",
+          "name": "openai/gpt-4o-2024-05-13",
           "type": "vision",
-          "input_price_per_1m": 3,
-          "output_price_per_1m": 15,
+          "input_price_per_1m": 2.5,
+          "output_price_per_1m": 10,
           "currency": "USD",
           "capabilities": [
-            "vision",
-            "reasoning"
+            "vision"
           ],
-          "context_window": 200000,
+          "context_window": 128000,
           "hf_private": true
         },
         {
@@ -3678,15 +3656,15 @@
           "hf_private": true
         },
         {
-          "name": "vertex/claude-3-5-sonnet",
+          "name": "perplexity/sonar-pro",
           "type": "vision",
           "input_price_per_1m": 3,
           "output_price_per_1m": 15,
           "currency": "USD",
+          "context_window": 204800,
           "capabilities": [
             "vision"
           ],
-          "context_window": 200000,
           "hf_private": true
         },
         {
@@ -3729,15 +3707,15 @@
           "hf_private": true
         },
         {
-          "name": "perplexity/sonar-pro",
+          "name": "vertex/claude-3-5-sonnet",
           "type": "vision",
           "input_price_per_1m": 3,
           "output_price_per_1m": 15,
           "currency": "USD",
-          "context_window": 204800,
           "capabilities": [
             "vision"
           ],
+          "context_window": 200000,
           "hf_private": true
         },
         {
@@ -3753,7 +3731,7 @@
           "hf_private": true
         },
         {
-          "name": "bedrock/claude-3-7-sonnet",
+          "name": "coding/claude-sonnet-4-20250514",
           "type": "vision",
           "input_price_per_1m": 3,
           "output_price_per_1m": 15,
@@ -3766,7 +3744,21 @@
           "hf_private": true
         },
         {
-          "name": "bedrock/claude-sonnet-4-6",
+          "name": "together/deepseek-ai/DeepSeek-R1",
+          "type": "chat",
+          "input_price_per_1m": 3,
+          "output_price_per_1m": 7,
+          "currency": "USD",
+          "context_window": 64000,
+          "capabilities": [
+            "tools",
+            "reasoning"
+          ],
+          "hf_id": "deepseek-ai/DeepSeek-R1",
+          "size_b": 671
+        },
+        {
+          "name": "bedrock/claude-sonnet-4",
           "type": "vision",
           "input_price_per_1m": 3,
           "output_price_per_1m": 15,
@@ -3775,11 +3767,11 @@
             "vision",
             "reasoning"
           ],
-          "context_window": 1000000,
+          "context_window": 200000,
           "hf_private": true
         },
         {
-          "name": "bedrock/claude-sonnet-4-5",
+          "name": "bedrock/claude-3-7-sonnet",
           "type": "vision",
           "input_price_per_1m": 3,
           "output_price_per_1m": 15,
@@ -3792,7 +3784,7 @@
           "hf_private": true
         },
         {
-          "name": "bedrock/claude-sonnet-4",
+          "name": "bedrock/claude-sonnet-4-5",
           "type": "vision",
           "input_price_per_1m": 3,
           "output_price_per_1m": 15,
@@ -3804,6 +3796,19 @@
           "context_window": 200000,
           "hf_private": true
         },
+        {
+          "name": "bedrock/claude-sonnet-4-6",
+          "type": "vision",
+          "input_price_per_1m": 3,
+          "output_price_per_1m": 15,
+          "currency": "USD",
+          "capabilities": [
+            "vision",
+            "reasoning"
+          ],
+          "context_window": 1000000,
+          "hf_private": true
+        },
         {
           "name": "novita/deepseek/deepseek-r1",
           "type": "chat",
@@ -3819,7 +3824,7 @@
           "size_b": 671
         },
         {
-          "name": "anthropic/claude-opus-4-6",
+          "name": "anthropic/claude-opus-4-5",
           "type": "vision",
           "input_price_per_1m": 5,
           "output_price_per_1m": 25,
@@ -3828,11 +3833,11 @@
             "vision",
             "reasoning"
           ],
-          "context_window": 1000000,
+          "context_window": 200000,
           "hf_private": true
         },
         {
-          "name": "anthropic/claude-opus-4-5",
+          "name": "anthropic/claude-opus-4-6",
           "type": "vision",
           "input_price_per_1m": 5,
           "output_price_per_1m": 25,
@@ -3841,11 +3846,11 @@
             "vision",
             "reasoning"
           ],
-          "context_window": 200000,
+          "context_window": 1000000,
           "hf_private": true
         },
         {
-          "name": "vertex/claude-opus-4-5",
+          "name": "vertex/claude-opus-4-6",
           "type": "vision",
           "input_price_per_1m": 5,
           "output_price_per_1m": 25,
@@ -3854,11 +3859,11 @@
             "vision",
             "reasoning"
           ],
-          "context_window": 200000,
+          "context_window": 1000000,
           "hf_private": true
         },
         {
-          "name": "vertex/claude-opus-4-6",
+          "name": "vertex/claude-opus-4-5",
           "type": "vision",
           "input_price_per_1m": 5,
           "output_price_per_1m": 25,
@@ -3867,7 +3872,7 @@
             "vision",
             "reasoning"
           ],
-          "context_window": 1000000,
+          "context_window": 200000,
           "hf_private": true
         },
         {
@@ -3934,7 +3939,7 @@
           "hf_private": true
         },
         {
-          "name": "coding/claude-opus-4-20250514",
+          "name": "anthropic/claude-opus-4",
           "type": "vision",
           "input_price_per_1m": 15,
           "output_price_per_1m": 75,
@@ -3947,7 +3952,7 @@
           "hf_private": true
         },
         {
-          "name": "anthropic/claude-opus-4",
+          "name": "anthropic/claude-opus-4-1",
           "type": "vision",
           "input_price_per_1m": 15,
           "output_price_per_1m": 75,
@@ -3960,7 +3965,7 @@
           "hf_private": true
         },
         {
-          "name": "anthropic/claude-opus-4-1",
+          "name": "vertex/claude-opus-4",
           "type": "vision",
           "input_price_per_1m": 15,
           "output_price_per_1m": 75,
@@ -3973,7 +3978,7 @@
           "hf_private": true
         },
         {
-          "name": "vertex/claude-opus-4",
+          "name": "vertex/claude-opus-4-1",
           "type": "vision",
           "input_price_per_1m": 15,
           "output_price_per_1m": 75,
@@ -3986,7 +3991,7 @@
           "hf_private": true
         },
         {
-          "name": "vertex/claude-opus-4-1",
+          "name": "coding/claude-opus-4-20250514",
           "type": "vision",
           "input_price_per_1m": 15,
           "output_price_per_1m": 75,
@@ -4410,7 +4415,8 @@
           "output_price_per_1m": 1.5,
           "currency": "USD",
           "flavor": "base",
-          "hf_id": "deepseek-ai/DeepSeek-V3"
+          "hf_id": "deepseek-ai/DeepSeek-V3",
+          "size_b": 30.8
         },
         {
           "name": "DeepSeek-V3 (base)",
@@ -4419,7 +4425,8 @@
           "output_price_per_1m": 1.5,
           "currency": "USD",
           "flavor": "base",
-          "hf_id": "deepseek-ai/DeepSeek-V3"
+          "hf_id": "deepseek-ai/DeepSeek-V3",
+          "size_b": 30.8
         },
         {
           "name": "Llama-3.3-70B-Instruct (fast)",
@@ -4671,7 +4678,8 @@
           "input_price_per_1m": 0.01,
           "output_price_per_1m": 0,
           "currency": "USD",
-          "hf_id": "BAAI/bge-multilingual-gemma2"
+          "hf_id": "BAAI/bge-multilingual-gemma2",
+          "size_b": 7.4
         },
         {
           "name": "bge-en-icl",
@@ -4764,7 +4772,8 @@
           "input_price_per_1m": 0.003,
           "output_price_per_1m": 0,
           "currency": "EUR",
-          "hf_id": "openai/whisper-large-v3"
+          "hf_id": "openai/whisper-large-v3",
+          "size_b": 0.7
         },
         {
           "name": "holo2-30b-a3b",
@@ -4864,7 +4873,8 @@
           "input_price_per_1m": 0.1,
           "output_price_per_1m": 0,
           "currency": "EUR",
-          "hf_id": "BAAI/bge-multilingual-gemma2"
+          "hf_id": "BAAI/bge-multilingual-gemma2",
+          "size_b": 7.4
         },
         {
           "name": "llama-3.1-8b-instruct",
@@ -4924,7 +4934,8 @@
           ],
           "size_b": 122.61,
           "hf_id": "mistralai/Mistral-Large-Instruct-2411",
-          "hf_private": true
+          "hf_private": true,
+          "ollama_id": "mistral-large"
         },
         {
           "name": "Mistral Small 4",
@@ -5180,7 +5191,8 @@
             "tools"
           ],
           "hf_id": "mistralai/Mistral-Nemo-Instruct-2407",
-          "size_b": 12
+          "size_b": 12,
+          "ollama_id": "mistral-nemo"
         },
         {
           "name": "Mistral 7B",
@@ -5202,7 +5214,8 @@
           "capabilities": [
             "tools"
           ],
-          "hf_id": "mistralai/Mixtral-8x7B-Instruct-v0.1"
+          "hf_id": "mistralai/Mixtral-8x7B-Instruct-v0.1",
+          "ollama_id": "mixtral"
         },
         {
           "name": "Mixtral 8x22B",
@@ -5215,7 +5228,8 @@
           "capabilities": [
             "tools"
           ],
-          "hf_id": "mistralai/Mixtral-8x22B-Instruct-v0.1"
+          "hf_id": "mistralai/Mixtral-8x22B-Instruct-v0.1",
+          "ollama_id": "mixtral-8x22b"
         }
       ]
     },
@@ -6741,7 +6755,8 @@
           "hf_id": "MiniMaxAI/MiniMax-Text-01",
           "capabilities": [
             "vision"
-          ]
+          ],
+          "size_b": 366.1
         },
         {
           "name": "qwen/qwen-2.5-vl-7b-instruct",
@@ -6888,7 +6903,8 @@
           "capabilities": [
             "tools",
             "reasoning"
-          ]
+          ],
+          "size_b": 30.8
         },
         {
           "name": "inception/mercury",
@@ -7065,7 +7081,8 @@
           "capabilities": [
             "tools",
             "reasoning"
-          ]
+          ],
+          "size_b": 30.8
         },
         {
           "name": "baidu/ernie-4.5-300b-a47b",
@@ -7312,7 +7329,8 @@
           "hf_id": "deepseek-ai/DeepSeek-V3.2-Speciale",
           "capabilities": [
             "reasoning"
-          ]
+          ],
+          "size_b": 30.8
         },
         {
           "name": "moonshotai/kimi-k2-0905",
@@ -9600,7 +9618,8 @@
           "input_price_per_1m": 0.111,
           "output_price_per_1m": 0,
           "currency": "USD",
-          "hf_id": "openai/whisper-large-v3"
+          "hf_id": "openai/whisper-large-v3",
+          "size_b": 0.7
         },
         {
           "name": "Whisper Large v3 Turbo",
@@ -9608,7 +9627,8 @@
           "input_price_per_1m": 0.04,
           "output_price_per_1m": 0,
           "currency": "USD",
-          "hf_id": "openai/whisper-large-v3-turbo"
+          "hf_id": "openai/whisper-large-v3-turbo",
+          "size_b": 0.7
         }
       ]
     },

scripts/fetch-providers.js

@@ -81,7 +81,7 @@ function updateProviderModels(providers, providerName, models) {
 const normName = (s) =>
   s.toLowerCase().replace(/[-_.:]/g, ' ').replace(/[^a-z0-9 ]/g, '').replace(/\s+/g, ' ').trim();
 
-// Build an index of normalized OpenRouter model-part → { capabilities, type, size_b, hf_id, hf_private }
+// Build an index of normalized OpenRouter model-part → { capabilities, type, size_b, hf_id, ollama_id, hf_private }
 // Only includes entries that carry non-trivial capability data.
 function buildOrIndex(orProvider) {
   if (!orProvider) return [];
@@ -96,6 +96,7 @@ function buildOrIndex(orProvider) {
       type: m.type,
       size_b: m.size_b,
       hf_id: m.hf_id,
+      ollama_id: m.ollama_id,
       hf_private: m.hf_private,
     });
   }
@@ -103,7 +104,7 @@ function buildOrIndex(orProvider) {
 }
 
 // For a given model name, find the best matching OpenRouter index entry.
-// Returns { capabilities, type, size_b, hf_id, hf_private } or null.
+// Returns metadata object or null.
 function findOrMatch(modelName, orIndex) {
   // Use the model part (after last '/') for matching, strip :region/@suffix
   const raw = modelName.replace(/@[^/]+$/, '').replace(/:[^/]+$/, '');
@@ -163,11 +164,20 @@ function estimateParams(config) {
   const l = config.num_hidden_layers || config.n_layer;
   const v = config.vocab_size;
   const i = config.intermediate_size || config.d_ff;
+  const numExperts = config.num_local_experts || config.n_experts || 1;
   
   if (h && l && v) {
-    // Basic transformer param estimation: Layers * (Embedding + Attention + MLP)
     const intermediate = i || (4 * h);
-    const params = (v * h) + l * (4 * (h * h) + 2 * (h * intermediate));
+    // Embedding parameters
+    const vocabParams = v * h;
+    const posParams = (config.max_position_embeddings || 512) * h;
+    const typeParams = (config.type_vocab_size || 0) * h;
+    const embedParams = vocabParams + posParams + typeParams;
+
+    // Layer parameters (Attention + MLP)
+    const mlpParams = 2 * h * intermediate * numExperts;
+    const attentionParams = 4 * (h * h);
+    const params = embedParams + l * (attentionParams + mlpParams);
     return params;
   }
   return null;
@@ -179,24 +189,31 @@ async function fetchHFSize(hfId) {
   const token = process.env.HF_TOKEN;
   const headers = token ? { Authorization: `Bearer ${token}` } : {};
   try {
-    // Limit to 1 retry for technical metadata lookups
+    // 1. Get top-level metadata
     const data = await getJson(`https://huggingface.co/api/models/${hfId}`, { headers, retries: 1 });
     
-    // Check various common metadata locations for total parameters
     let params = data.safetensors?.total || data.config?.total_parameters || data.config?.model_type_params;
     
-    // Fallback: cardData
+    // 2. Fallback: cardData
     if (!params && data.cardData?.model_details?.parameters) {
       const match = data.cardData.model_details.parameters.match(/([\d.]+)\s*[Bb]/);
       if (match) params = parseFloat(match[1]) * 1_000_000_000;
     }
     
-    // Fallback: vLLM-style estimation from config
-    if (!params && data.config) {
-      params = estimateParams(data.config);
+    // 3. Fallback: vLLM-style estimation from config
+    // If the API config is "minified", fetch the raw config.json file
+    let config = data.config;
+    if (!params && (!config || !config.hidden_size)) {
+      try {
+        config = await getJson(`https://huggingface.co/${hfId}/raw/main/config.json`, { headers, retries: 1 });
+      } catch (e) { /* ignore raw config fetch failure */ }
     }
     
-    if (!params) return { error: 'No parameter data in Hub metadata' };
+    if (!params && config) {
+      params = estimateParams(config);
+    }
+    
+    if (!params) return { error: 'No parameter data' };
     
     const b = params / 1_000_000_000;
     // Keep 2 decimals for small models (<1B), 1 decimal for others
@@ -242,13 +259,16 @@ const EMBEDDER_KEYWORDS = ['embed', 'bge', 'gte', 'e5', 'stella', 'minilm', 'mul
 const MANUAL_HF_ID_MAP = {
   'all minilm l12 v2': 'sentence-transformers/all-MiniLM-L12-v2',
   'whisper v3': 'openai/whisper-large-v3',
-  'whisper v3 large': 'openai/whisper-large-v3',
   'whisper large v3': 'openai/whisper-large-v3',
+  'whisper v3 large': 'openai/whisper-large-v3',
   'whisper large v3 turbo': 'openai/whisper-large-v3-turbo',
   'step 3 5 flash': 'stepfun-ai/Step-3.5-Flash',
   'bge m3': 'BAAI/bge-m3',
   'bge en icl': 'BAAI/bge-en-icl',
+  'bge large en v1 5': 'BAAI/bge-large-en-v1.5',
+  'bge multilingual gemma2': 'BAAI/bge-multilingual-gemma2',
   'lightonocr 2': 'lightonai/LightOnOCR-2-1B',
+
   'sdxl': 'stabilityai/stable-diffusion-xl-base-1.0',
   'flux 1 schnell': 'black-forest-labs/FLUX.1-schnell',
   'flux schnell': 'black-forest-labs/FLUX.1-schnell',
@@ -261,10 +281,13 @@ const MANUAL_HF_ID_MAP = {
   // Qwen
   'qwen turbo': 'Alibaba/Qwen-Turbo',
   'alibaba qwen turbo': 'Alibaba/Qwen-Turbo',
+  'qwen qwen turbo': 'Alibaba/Qwen-Turbo',
   'qwen plus': 'Alibaba/Qwen-Plus',
   'alibaba qwen plus': 'Alibaba/Qwen-Plus',
+  'qwen qwen plus': 'Alibaba/Qwen-Plus',
   'qwen max': 'Alibaba/Qwen-Max',
   'alibaba qwen max': 'Alibaba/Qwen-Max',
+  'qwen qwen max': 'Alibaba/Qwen-Max',
   'qwen 3 coder flash': 'Qwen/Qwen2.5-Coder-7B-Instruct',
   'qwen3 coder flash': 'Qwen/Qwen2.5-Coder-7B-Instruct',
   'qwen 3 coder plus': 'Qwen/Qwen2.5-Coder-32B-Instruct',
@@ -341,6 +364,15 @@ const MANUAL_OLLAMA_ID_MAP = {
   'gemma 2 27b': 'gemma2:27b',
   'qwen 2 5 coder 7b': 'qwen2.5-coder:7b',
   'qwen 2 5 coder 32b': 'qwen2.5-coder:32b',
+  'mistral large 2411': 'mistral-large',
+  'mistral large 3': 'mistral-large',
+  'phi 3 5 mini': 'phi3.5',
+  'phi 3 5 vision': 'phi3.5-vision',
+  'qwen 2 5 7b': 'qwen2.5:7b',
+  'qwen 2 5 72b': 'qwen2.5:72b',
+  'mistral nemo': 'mistral-nemo',
+  'mixtral 8x7b': 'mixtral',
+  'mixtral 8x22b': 'mixtral-8x22b',
 };
 
 const PROPRIETARY_KEYWORDS = [