add bfl, etc

data/providers.json

@@ -14,7 +14,10 @@
           "input_price_per_1m": 0.17,
           "output_price_per_1m": 0.17,
           "currency": "USD",
-          "size_b": 8
+          "size_b": 8,
+          "capabilities": [
+            "tools"
+          ]
         },
         {
           "name": "Teuken-7B Instruct",
@@ -29,7 +32,10 @@
           "type": "chat",
           "input_price_per_1m": 0.17,
           "output_price_per_1m": 0.17,
-          "currency": "USD"
+          "currency": "USD",
+          "capabilities": [
+            "tools"
+          ]
         },
         {
           "name": "Code Llama 13b Instruct HF",
@@ -45,7 +51,10 @@
           "input_price_per_1m": 0.11,
           "output_price_per_1m": 0.33,
           "currency": "USD",
-          "size_b": 24
+          "size_b": 24,
+          "capabilities": [
+            "tools"
+          ]
         },
         {
           "name": "gpt-oss-120b",
@@ -53,7 +62,11 @@
           "input_price_per_1m": 0.17,
           "output_price_per_1m": 0.71,
           "currency": "USD",
-          "size_b": 120
+          "size_b": 120,
+          "capabilities": [
+            "tools",
+            "reasoning"
+          ]
         },
         {
           "name": "Llama 3.3 70B Instruct",
@@ -61,7 +74,10 @@
           "input_price_per_1m": 0.71,
           "output_price_per_1m": 0.71,
           "currency": "USD",
-          "size_b": 70
+          "size_b": 70,
+          "capabilities": [
+            "tools"
+          ]
         },
         {
           "name": "Llama 3.1 405B Instruct",
@@ -69,7 +85,10 @@
           "input_price_per_1m": 1.93,
           "output_price_per_1m": 1.93,
           "currency": "USD",
-          "size_b": 405
+          "size_b": 405,
+          "capabilities": [
+            "tools"
+          ]
         },
         {
           "name": "LightOnOCR 2",
@@ -87,7 +106,10 @@
           "type": "image",
           "input_price_per_1m": 0.032,
           "output_price_per_1m": 0,
-          "currency": "USD"
+          "currency": "USD",
+          "capabilities": [
+            "image-gen"
+          ]
         },
         {
           "name": "paraphrase-multilingual-mpnet-base-v2",
@@ -139,26 +161,38 @@
         },
         {
           "name": "Mistral-Small-3.2-24B-Instruct-2506",
-          "type": "chat",
+          "type": "vision",
           "input_price_per_1m": 0.1,
           "output_price_per_1m": 0.3,
           "currency": "CHF",
-          "size_b": 24
+          "size_b": 24,
+          "capabilities": [
+            "vision",
+            "tools"
+          ]
         },
         {
           "name": "Qwen3-VL-235B-A22B-Instruct",
-          "type": "chat",
+          "type": "vision",
           "input_price_per_1m": 0.7,
           "output_price_per_1m": 2,
           "currency": "CHF",
-          "size_b": 235
+          "size_b": 235,
+          "capabilities": [
+            "vision",
+            "tools"
+          ]
         },
         {
           "name": "Llama 3.3",
           "type": "chat",
           "input_price_per_1m": 1,
           "output_price_per_1m": 3,
-          "currency": "CHF"
+          "currency": "CHF",
+          "capabilities": [
+            "tools",
+            "reasoning"
+          ]
         },
         {
           "name": "Apertus-70B-Instruct-2509",
@@ -174,14 +208,23 @@
           "input_price_per_1m": 0.3,
           "output_price_per_1m": 0.9,
           "currency": "CHF",
-          "size_b": 120
+          "size_b": 120,
+          "capabilities": [
+            "tools",
+            "reasoning"
+          ]
         },
         {
           "name": "Kimi-K2.5",
-          "type": "chat",
+          "type": "vision",
           "input_price_per_1m": 0.6,
           "output_price_per_1m": 3,
-          "currency": "CHF"
+          "currency": "CHF",
+          "capabilities": [
+            "vision",
+            "tools",
+            "reasoning"
+          ]
         },
         {
           "name": "Bge Multilingual Gemma2",
@@ -217,14 +260,20 @@
           "type": "image",
           "input_price_per_1m": 0.3,
           "output_price_per_1m": 0,
-          "currency": "CHF"
+          "currency": "CHF",
+          "capabilities": [
+            "image-gen"
+          ]
         },
         {
           "name": "Flux schnell",
           "type": "image",
           "input_price_per_1m": 0.3,
           "output_price_per_1m": 0,
-          "currency": "CHF"
+          "currency": "CHF",
+          "capabilities": [
+            "image-gen"
+          ]
         }
       ],
       "lastUpdated": "2026-03-02T04:54:47.632Z"
@@ -255,11 +304,17 @@
         },
         {
           "name": "GPT-5.2 Pro",
-          "type": "chat",
+          "type": "vision",
           "input_price_per_1m": 19.48,
           "output_price_per_1m": 155.85,
           "currency": "EUR",
-          "provider_upstream": "OpenAI"
+          "provider_upstream": "OpenAI",
+          "capabilities": [
+            "vision",
+            "files",
+            "tools",
+            "reasoning"
+          ]
         },
         {
           "name": "Opus 4.6 Reasoning",
@@ -283,15 +338,23 @@
           "input_price_per_1m": 0.92,
           "output_price_per_1m": 3.67,
           "currency": "EUR",
-          "provider_upstream": "DeepSeek"
+          "provider_upstream": "DeepSeek",
+          "capabilities": [
+            "tools",
+            "reasoning"
+          ]
         },
         {
           "name": "Mistral Medium",
-          "type": "chat",
+          "type": "vision",
           "input_price_per_1m": 0.37,
           "output_price_per_1m": 1.86,
           "currency": "EUR",
-          "provider_upstream": "Mistral"
+          "provider_upstream": "Mistral",
+          "capabilities": [
+            "vision",
+            "tools"
+          ]
         },
         {
           "name": "Mistral Large 2411",
@@ -299,15 +362,22 @@
           "input_price_per_1m": 1.86,
           "output_price_per_1m": 5.59,
           "currency": "EUR",
-          "provider_upstream": "Mistral"
+          "provider_upstream": "Mistral",
+          "capabilities": [
+            "tools"
+          ]
         },
         {
           "name": "Llama 4 Maverick",
-          "type": "chat",
+          "type": "vision",
           "input_price_per_1m": 0.2,
           "output_price_per_1m": 0.8,
           "currency": "EUR",
-          "provider_upstream": "Meta"
+          "provider_upstream": "Meta",
+          "capabilities": [
+            "vision",
+            "tools"
+          ]
         },
         {
           "name": "Sonnet 4.5 Reasoning",
@@ -324,7 +394,10 @@
           "output_price_per_1m": 0.66,
           "currency": "EUR",
           "size_b": 70,
-          "provider_upstream": "Meta"
+          "provider_upstream": "Meta",
+          "capabilities": [
+            "tools"
+          ]
         },
         {
           "name": "Sonnet 4.5",
@@ -416,19 +489,31 @@
         },
         {
           "name": "o3 Pro",
-          "type": "chat",
+          "type": "vision",
           "input_price_per_1m": 18.63,
           "output_price_per_1m": 74.54,
           "currency": "EUR",
-          "provider_upstream": "OpenAI"
+          "provider_upstream": "OpenAI",
+          "capabilities": [
+            "vision",
+            "files",
+            "tools",
+            "reasoning"
+          ]
         },
         {
           "name": "o4 Mini",
-          "type": "chat",
+          "type": "vision",
           "input_price_per_1m": 1.02,
           "output_price_per_1m": 4.1,
           "currency": "EUR",
-          "provider_upstream": "OpenAI"
+          "provider_upstream": "OpenAI",
+          "capabilities": [
+            "vision",
+            "files",
+            "tools",
+            "reasoning"
+          ]
         },
         {
           "name": "o3 Mini high",
@@ -436,15 +521,25 @@
           "input_price_per_1m": 1.13,
           "output_price_per_1m": 4.51,
           "currency": "EUR",
-          "provider_upstream": "OpenAI"
+          "provider_upstream": "OpenAI",
+          "capabilities": [
+            "files",
+            "tools"
+          ]
         },
         {
           "name": "o3",
-          "type": "chat",
+          "type": "vision",
           "input_price_per_1m": 1.86,
           "output_price_per_1m": 7.45,
           "currency": "EUR",
-          "provider_upstream": "OpenAI"
+          "provider_upstream": "OpenAI",
+          "capabilities": [
+            "vision",
+            "files",
+            "tools",
+            "reasoning"
+          ]
         },
         {
           "name": "o3 Mini",
@@ -452,167 +547,287 @@
           "input_price_per_1m": 1.13,
           "output_price_per_1m": 4.51,
           "currency": "EUR",
-          "provider_upstream": "OpenAI"
+          "provider_upstream": "OpenAI",
+          "capabilities": [
+            "files",
+            "tools"
+          ]
         },
         {
           "name": "o1",
-          "type": "chat",
+          "type": "vision",
           "input_price_per_1m": 15.37,
           "output_price_per_1m": 61.49,
           "currency": "EUR",
-          "provider_upstream": "OpenAI"
+          "provider_upstream": "OpenAI",
+          "capabilities": [
+            "vision",
+            "files",
+            "tools"
+          ]
         },
         {
           "name": "GPT-5.2 Thinking",
-          "type": "chat",
+          "type": "vision",
           "input_price_per_1m": 1.63,
           "output_price_per_1m": 13.04,
           "currency": "EUR",
-          "provider_upstream": "OpenAI"
+          "provider_upstream": "OpenAI",
+          "capabilities": [
+            "vision",
+            "files",
+            "tools",
+            "reasoning"
+          ]
         },
         {
           "name": "GPT-5.2",
-          "type": "chat",
+          "type": "vision",
           "input_price_per_1m": 1.63,
           "output_price_per_1m": 13.04,
           "currency": "EUR",
-          "provider_upstream": "OpenAI"
+          "provider_upstream": "OpenAI",
+          "capabilities": [
+            "vision",
+            "files",
+            "tools",
+            "reasoning"
+          ]
         },
         {
           "name": "GPT-5.1 Thinking",
-          "type": "chat",
+          "type": "vision",
           "input_price_per_1m": 1.16,
           "output_price_per_1m": 9.32,
           "currency": "EUR",
-          "provider_upstream": "OpenAI"
+          "provider_upstream": "OpenAI",
+          "capabilities": [
+            "vision",
+            "files",
+            "tools",
+            "reasoning"
+          ]
         },
         {
           "name": "GPT-5.1 Thinking Fast",
-          "type": "chat",
+          "type": "vision",
           "input_price_per_1m": 1.16,
           "output_price_per_1m": 9.32,
           "currency": "EUR",
-          "provider_upstream": "OpenAI"
+          "provider_upstream": "OpenAI",
+          "capabilities": [
+            "vision",
+            "files",
+            "tools",
+            "reasoning"
+          ]
         },
         {
           "name": "GPT-5.1",
-          "type": "chat",
+          "type": "vision",
           "input_price_per_1m": 1.16,
           "output_price_per_1m": 9.32,
           "currency": "EUR",
-          "provider_upstream": "OpenAI"
+          "provider_upstream": "OpenAI",
+          "capabilities": [
+            "vision",
+            "files",
+            "tools",
+            "reasoning"
+          ]
         },
         {
           "name": "GPT-5 Thinking",
-          "type": "chat",
+          "type": "vision",
           "input_price_per_1m": 1.16,
           "output_price_per_1m": 9.32,
           "currency": "EUR",
-          "provider_upstream": "OpenAI"
+          "provider_upstream": "OpenAI",
+          "capabilities": [
+            "vision",
+            "files",
+            "tools",
+            "reasoning"
+          ]
         },
         {
           "name": "GPT-5 Thinking Fast",
-          "type": "chat",
+          "type": "vision",
           "input_price_per_1m": 1.16,
           "output_price_per_1m": 9.32,
           "currency": "EUR",
-          "provider_upstream": "OpenAI"
+          "provider_upstream": "OpenAI",
+          "capabilities": [
+            "vision",
+            "files",
+            "tools",
+            "reasoning"
+          ]
         },
         {
           "name": "GPT-5 Pro",
-          "type": "chat",
+          "type": "vision",
           "input_price_per_1m": 13.98,
           "output_price_per_1m": 111.8,
           "currency": "EUR",
-          "provider_upstream": "OpenAI"
+          "provider_upstream": "OpenAI",
+          "capabilities": [
+            "vision",
+            "files",
+            "tools",
+            "reasoning"
+          ]
         },
         {
           "name": "GPT-5 Nano",
-          "type": "chat",
+          "type": "vision",
           "input_price_per_1m": 0.05,
           "output_price_per_1m": 0.37,
           "currency": "EUR",
-          "provider_upstream": "OpenAI"
+          "provider_upstream": "OpenAI",
+          "capabilities": [
+            "vision",
+            "files",
+            "tools",
+            "reasoning"
+          ]
         },
         {
           "name": "GPT-5 Mini",
-          "type": "chat",
+          "type": "vision",
           "input_price_per_1m": 0.23,
           "output_price_per_1m": 1.86,
           "currency": "EUR",
-          "provider_upstream": "OpenAI"
+          "provider_upstream": "OpenAI",
+          "capabilities": [
+            "vision",
+            "files",
+            "tools",
+            "reasoning"
+          ]
         },
         {
           "name": "GPT-5 Chat",
-          "type": "chat",
+          "type": "vision",
           "input_price_per_1m": 1.16,
           "output_price_per_1m": 9.32,
           "currency": "EUR",
-          "provider_upstream": "OpenAI"
+          "provider_upstream": "OpenAI",
+          "capabilities": [
+            "vision",
+            "files"
+          ]
         },
         {
           "name": "GPT-5",
-          "type": "chat",
+          "type": "vision",
           "input_price_per_1m": 1.16,
           "output_price_per_1m": 9.32,
           "currency": "EUR",
-          "provider_upstream": "OpenAI"
+          "provider_upstream": "OpenAI",
+          "capabilities": [
+            "vision",
+            "files",
+            "tools",
+            "reasoning"
+          ]
         },
         {
           "name": "GPT-4o Mini",
-          "type": "chat",
+          "type": "vision",
           "input_price_per_1m": 0.14,
           "output_price_per_1m": 0.56,
           "currency": "EUR",
-          "provider_upstream": "OpenAI"
+          "provider_upstream": "OpenAI",
+          "capabilities": [
+            "vision",
+            "files",
+            "tools"
+          ]
         },
         {
           "name": "GPT-4.1 nano",
-          "type": "chat",
+          "type": "vision",
           "input_price_per_1m": 0.09,
           "output_price_per_1m": 0.37,
           "currency": "EUR",
-          "provider_upstream": "OpenAI"
+          "provider_upstream": "OpenAI",
+          "capabilities": [
+            "vision",
+            "files",
+            "tools"
+          ]
         },
         {
           "name": "GPT-4o",
-          "type": "chat",
+          "type": "vision",
           "input_price_per_1m": 2.56,
           "output_price_per_1m": 10.25,
           "currency": "EUR",
-          "provider_upstream": "OpenAI"
+          "provider_upstream": "OpenAI",
+          "capabilities": [
+            "vision",
+            "files",
+            "tools"
+          ]
         },
         {
           "name": "GPT-4.1",
-          "type": "chat",
+          "type": "vision",
           "input_price_per_1m": 1.86,
           "output_price_per_1m": 7.45,
           "currency": "EUR",
-          "provider_upstream": "OpenAI"
+          "provider_upstream": "OpenAI",
+          "capabilities": [
+            "vision",
+            "files",
+            "tools"
+          ]
         },
         {
           "name": "GPT-4.1 mini",
-          "type": "chat",
+          "type": "vision",
           "input_price_per_1m": 0.37,
           "output_price_per_1m": 1.49,
           "currency": "EUR",
-          "provider_upstream": "OpenAI"
+          "provider_upstream": "OpenAI",
+          "capabilities": [
+            "vision",
+            "files",
+            "tools"
+          ]
         },
         {
           "name": "Gemini 3 Pro Preview",
-          "type": "chat",
+          "type": "vision",
           "input_price_per_1m": 2.33,
           "output_price_per_1m": 13.98,
           "currency": "EUR",
-          "provider_upstream": "Google"
+          "provider_upstream": "Google",
+          "capabilities": [
+            "vision",
+            "video",
+            "audio",
+            "files",
+            "tools",
+            "reasoning"
+          ]
         },
         {
           "name": "Gemini 3 Flash Preview",
-          "type": "chat",
+          "type": "vision",
           "input_price_per_1m": 0.47,
           "output_price_per_1m": 2.8,
           "currency": "EUR",
-          "provider_upstream": "Google"
+          "provider_upstream": "Google",
+          "capabilities": [
+            "vision",
+            "video",
+            "audio",
+            "files",
+            "tools",
+            "reasoning"
+          ]
         },
         {
           "name": "GPT oss (120b)",
@@ -621,31 +836,59 @@
           "output_price_per_1m": 2.33,
           "currency": "EUR",
           "size_b": 120,
-          "provider_upstream": "OpenAI"
+          "provider_upstream": "OpenAI",
+          "capabilities": [
+            "tools",
+            "reasoning"
+          ]
         },
         {
           "name": "Gemini 2.5 Flash",
-          "type": "chat",
+          "type": "vision",
           "input_price_per_1m": 0.28,
           "output_price_per_1m": 2.33,
           "currency": "EUR",
-          "provider_upstream": "Google"
+          "provider_upstream": "Google",
+          "capabilities": [
+            "vision",
+            "video",
+            "audio",
+            "files",
+            "tools",
+            "reasoning"
+          ]
         },
         {
           "name": "Gemini 2.5 Pro Reasoning",
-          "type": "chat",
+          "type": "vision",
           "input_price_per_1m": 2.33,
           "output_price_per_1m": 13.98,
           "currency": "EUR",
-          "provider_upstream": "Google"
+          "provider_upstream": "Google",
+          "capabilities": [
+            "vision",
+            "video",
+            "audio",
+            "files",
+            "tools",
+            "reasoning"
+          ]
         },
         {
           "name": "Gemini 2.5 Pro",
-          "type": "chat",
+          "type": "vision",
           "input_price_per_1m": 2.33,
           "output_price_per_1m": 13.98,
           "currency": "EUR",
-          "provider_upstream": "Google"
+          "provider_upstream": "Google",
+          "capabilities": [
+            "vision",
+            "video",
+            "audio",
+            "files",
+            "tools",
+            "reasoning"
+          ]
         }
       ]
     },
@@ -703,7 +946,10 @@
           "output_price_per_1m": 0.04,
           "currency": "USD",
           "context_window": 8192,
-          "size_b": 8
+          "size_b": 8,
+          "capabilities": [
+            "tools"
+          ]
         },
         {
           "name": "openai-responses/gpt-5-nano",
@@ -779,7 +1025,10 @@
           "input_price_per_1m": 0.05,
           "output_price_per_1m": 0.2,
           "currency": "USD",
-          "context_window": 1000000
+          "context_window": 1000000,
+          "capabilities": [
+            "tools"
+          ]
         },
         {
           "name": "novita/meta-llama/llama-3.1-8b-instruct",
@@ -788,7 +1037,10 @@
           "output_price_per_1m": 0.05,
           "currency": "USD",
           "context_window": 16384,
-          "size_b": 8
+          "size_b": 8,
+          "capabilities": [
+            "tools"
+          ]
         },
         {
           "name": "novita/sao10k/l3-8b-lunaris",
@@ -850,7 +1102,11 @@
           "output_price_per_1m": 0.3,
           "currency": "USD",
           "context_window": 40000,
-          "size_b": 32
+          "size_b": 32,
+          "capabilities": [
+            "tools",
+            "reasoning"
+          ]
         },
         {
           "name": "openai-responses/gpt-4.1-nano",
@@ -1010,7 +1266,10 @@
           "input_price_per_1m": 0.1,
           "output_price_per_1m": 0.3,
           "currency": "USD",
-          "context_window": 131072
+          "context_window": 131072,
+          "capabilities": [
+            "tools"
+          ]
         },
         {
           "name": "mistral/devstral-small-2507",
@@ -1018,7 +1277,10 @@
           "input_price_per_1m": 0.1,
           "output_price_per_1m": 0.3,
           "currency": "USD",
-          "context_window": 131072
+          "context_window": 131072,
+          "capabilities": [
+            "tools"
+          ]
         },
         {
           "name": "mistral/mistral-small-latest",
@@ -1035,7 +1297,11 @@
           "output_price_per_1m": 0.5,
           "currency": "USD",
           "context_window": 131072,
-          "size_b": 20
+          "size_b": 20,
+          "capabilities": [
+            "tools",
+            "reasoning"
+          ]
         },
         {
           "name": "google/gemini-2.0-flash-001",
@@ -1199,7 +1465,10 @@
           "output_price_per_1m": 0.3,
           "currency": "USD",
           "context_window": 131072,
-          "size_b": 70
+          "size_b": 70,
+          "capabilities": [
+            "tools"
+          ]
         },
         {
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-          "flavor": "base"
+          "flavor": "base",
+          "capabilities": [
+            "tools"
+          ]
         },
         {
           "name": "Qwen3-Coder-30B-A3B-Instruct (base)",
@@ -5431,7 +5912,10 @@
           "output_price_per_1m": 0.3,
           "currency": "USD",
           "size_b": 30,
-          "flavor": "base"
+          "flavor": "base",
+          "capabilities": [
+            "tools"
+          ]
         },
         {
           "name": "Qwen3-30B-A3B (base)",
@@ -5440,7 +5924,11 @@
           "output_price_per_1m": 0.3,
           "currency": "USD",
           "size_b": 30,
-          "flavor": "base"
+          "flavor": "base",
+          "capabilities": [
+            "tools",
+            "reasoning"
+          ]
         },
         {
           "name": "Qwen3-32B (fast)",
@@ -5449,7 +5937,11 @@
           "output_price_per_1m": 0.6,
           "currency": "USD",
           "size_b": 32,
-          "flavor": "fast"
+          "flavor": "fast",
+          "capabilities": [
+            "tools",
+            "reasoning"
+          ]
         },
         {
           "name": "Qwen3-32B (base)",
@@ -5458,7 +5950,11 @@
           "output_price_per_1m": 0.3,
           "currency": "USD",
           "size_b": 32,
-          "flavor": "base"
+          "flavor": "base",
+          "capabilities": [
+            "tools",
+            "reasoning"
+          ]
         },
         {
           "name": "Qwen3-14B (base)",
@@ -5467,7 +5963,11 @@
           "output_price_per_1m": 0.24,
           "currency": "USD",
           "size_b": 14,
-          "flavor": "base"
+          "flavor": "base",
+          "capabilities": [
+            "tools",
+            "reasoning"
+          ]
         },
         {
           "name": "Qwen2.5-Coder-7B (base)",
@@ -5494,7 +5994,11 @@
           "output_price_per_1m": 1.5,
           "currency": "USD",
           "size_b": 32,
-          "flavor": "fast"
+          "flavor": "fast",
+          "capabilities": [
+            "tools",
+            "reasoning"
+          ]
         },
         {
           "name": "QwQ-32B (base)",
@@ -5503,7 +6007,11 @@
           "output_price_per_1m": 0.45,
           "currency": "USD",
           "size_b": 32,
-          "flavor": "base"
+          "flavor": "base",
+          "capabilities": [
+            "tools",
+            "reasoning"
+          ]
         },
         {
           "name": "GLM-4.5 (base)",
@@ -5511,7 +6019,11 @@
           "input_price_per_1m": 0.6,
           "output_price_per_1m": 2.2,
           "currency": "USD",
-          "flavor": "base"
+          "flavor": "base",
+          "capabilities": [
+            "tools",
+            "reasoning"
+          ]
         },
         {
           "name": "GLM-4.5-Air (base)",
@@ -5519,7 +6031,11 @@
           "input_price_per_1m": 0.2,
           "output_price_per_1m": 1.2,
           "currency": "USD",
-          "flavor": "base"
+          "flavor": "base",
+          "capabilities": [
+            "tools",
+            "reasoning"
+          ]
         },
         {
           "name": "DeepSeek-R1-0528 (fast)",
@@ -5527,7 +6043,11 @@
           "input_price_per_1m": 2,
           "output_price_per_1m": 6,
           "currency": "USD",
-          "flavor": "fast"
+          "flavor": "fast",
+          "capabilities": [
+            "tools",
+            "reasoning"
+          ]
         },
         {
           "name": "DeepSeek-R1-0528 (base)",
@@ -5535,7 +6055,11 @@
           "input_price_per_1m": 0.8,
           "output_price_per_1m": 2.4,
           "currency": "USD",
-          "flavor": "base"
+          "flavor": "base",
+          "capabilities": [
+            "tools",
+            "reasoning"
+          ]
         },
         {
           "name": "DeepSeek-V3-0324 (fast)",
@@ -5568,7 +6092,10 @@
           "output_price_per_1m": 0.75,
           "currency": "USD",
           "size_b": 70,
-          "flavor": "fast"
+          "flavor": "fast",
+          "capabilities": [
+            "tools"
+          ]
         },
         {
           "name": "Llama-3.3-70B-Instruct (base)",
@@ -5577,7 +6104,10 @@
           "output_price_per_1m": 0.4,
           "currency": "USD",
           "size_b": 70,
-          "flavor": "base"
+          "flavor": "base",
+          "capabilities": [
+            "tools"
+          ]
         },
         {
           "name": "Llama-3.1-8B-Instruct (fast)",
@@ -5586,7 +6116,10 @@
           "output_price_per_1m": 0.09,
           "currency": "USD",
           "size_b": 8,
-          "flavor": "fast"
+          "flavor": "fast",
+          "capabilities": [
+            "tools"
+          ]
         },
         {
           "name": "Llama-3.1-8B-Instruct (base)",
@@ -5595,7 +6128,10 @@
           "output_price_per_1m": 0.06,
           "currency": "USD",
           "size_b": 8,
-          "flavor": "base"
+          "flavor": "base",
+          "capabilities": [
+            "tools"
+          ]
         },
         {
           "name": "Llama-3.1-405B-Instruct (base)",
@@ -5604,7 +6140,10 @@
           "output_price_per_1m": 3,
           "currency": "USD",
           "size_b": 405,
-          "flavor": "base"
+          "flavor": "base",
+          "capabilities": [
+            "tools"
+          ]
         },
         {
           "name": "Llama-3_1-Nemotron-Ultra-253B-v1 (base)",
@@ -5639,7 +6178,10 @@
           "input_price_per_1m": 0.08,
           "output_price_per_1m": 0.24,
           "currency": "USD",
-          "flavor": "base"
+          "flavor": "base",
+          "capabilities": [
+            "tools"
+          ]
         },
         {
           "name": "Hermes-4-405B (base)",
@@ -5648,7 +6190,10 @@
           "output_price_per_1m": 3,
           "currency": "USD",
           "size_b": 405,
-          "flavor": "base"
+          "flavor": "base",
+          "capabilities": [
+            "reasoning"
+          ]
         },
         {
           "name": "Hermes-4-70B (base)",
@@ -5657,7 +6202,10 @@
           "output_price_per_1m": 0.4,
           "currency": "USD",
           "size_b": 70,
-          "flavor": "base"
+          "flavor": "base",
+          "capabilities": [
+            "reasoning"
+          ]
         },
         {
           "name": "Hermes-3-Llama-3.1-405B (base)",
@@ -5739,21 +6287,30 @@
           "type": "image",
           "input_price_per_1m": 0.0013,
           "output_price_per_1m": 0,
-          "currency": "USD"
+          "currency": "USD",
+          "capabilities": [
+            "image-gen"
+          ]
         },
         {
           "name": "flux-dev",
           "type": "image",
           "input_price_per_1m": 0.007,
           "output_price_per_1m": 0,
-          "currency": "USD"
+          "currency": "USD",
+          "capabilities": [
+            "image-gen"
+          ]
         },
         {
           "name": "sdxl",
           "type": "image",
           "input_price_per_1m": 0.003,
           "output_price_per_1m": 0,
-          "currency": "USD"
+          "currency": "USD",
+          "capabilities": [
+            "image-gen"
+          ]
         },
         {
           "name": "bge-multilingual-gemma2",
@@ -5802,7 +6359,11 @@
           "input_price_per_1m": 0.75,
           "output_price_per_1m": 2.25,
           "currency": "EUR",
-          "size_b": 235
+          "size_b": 235,
+          "capabilities": [
+            "tools",
+            "reasoning"
+          ]
         },
         {
           "name": "gpt-oss-120b",
@@ -5810,15 +6371,23 @@
           "input_price_per_1m": 0.15,
           "output_price_per_1m": 0.6,
           "currency": "EUR",
-          "size_b": 120
+          "size_b": 120,
+          "capabilities": [
+            "tools",
+            "reasoning"
+          ]
         },
         {
           "name": "mistral-small-3.2-24b-instruct-2506",
-          "type": "chat",
+          "type": "vision",
           "input_price_per_1m": 0.15,
           "output_price_per_1m": 0.35,
           "currency": "EUR",
-          "size_b": 24
+          "size_b": 24,
+          "capabilities": [
+            "vision",
+            "tools"
+          ]
         },
         {
           "name": "devstral-2-123b-instruct-2512",
@@ -5849,7 +6418,10 @@
           "input_price_per_1m": 0.9,
           "output_price_per_1m": 0.9,
           "currency": "EUR",
-          "size_b": 70
+          "size_b": 70,
+          "capabilities": [
+            "tools"
+          ]
         },
         {
           "name": "qwen3-coder-30b-a3b-instruct",
@@ -5857,7 +6429,10 @@
           "input_price_per_1m": 0.2,
           "output_price_per_1m": 0.8,
           "currency": "EUR",
-          "size_b": 30
+          "size_b": 30,
+          "capabilities": [
+            "tools"
+          ]
         },
         {
           "name": "qwen3-embedding-8b",
@@ -5881,15 +6456,23 @@
           "input_price_per_1m": 0.15,
           "output_price_per_1m": 0.35,
           "currency": "EUR",
-          "size_b": 24
+          "size_b": 24,
+          "capabilities": [
+            "audio",
+            "tools"
+          ]
         },
         {
           "name": "gemma-3-27b-it",
-          "type": "chat",
+          "type": "vision",
           "input_price_per_1m": 0.25,
           "output_price_per_1m": 0.5,
           "currency": "EUR",
-          "size_b": 27
+          "size_b": 27,
+          "capabilities": [
+            "vision",
+            "tools"
+          ]
         },
         {
           "name": "bge-multilingual-gemma2",
@@ -5904,14 +6487,20 @@
           "input_price_per_1m": 0.2,
           "output_price_per_1m": 0.2,
           "currency": "EUR",
-          "size_b": 8
+          "size_b": 8,
+          "capabilities": [
+            "tools"
+          ]
         },
         {
           "name": "mistral-nemo-instruct-2407",
           "type": "chat",
           "input_price_per_1m": 0.2,
           "output_price_per_1m": 0.2,
-          "currency": "EUR"
+          "currency": "EUR",
+          "capabilities": [
+            "tools"
+          ]
         },
         {
           "name": "deepseek-r1-distill-llama-70b",
@@ -5919,7 +6508,10 @@
           "input_price_per_1m": 0.9,
           "output_price_per_1m": 0.9,
           "currency": "EUR",
-          "size_b": 70
+          "size_b": 70,
+          "capabilities": [
+            "reasoning"
+          ]
         }
       ]
     },
@@ -5937,15 +6529,22 @@
           "input_price_per_1m": 0.5,
           "output_price_per_1m": 1.5,
           "currency": "USD",
-          "api_endpoint": "mistral-large-latest"
+          "api_endpoint": "mistral-large-latest",
+          "capabilities": [
+            "tools"
+          ]
         },
         {
           "name": "Mistral Medium 3",
-          "type": "chat",
+          "type": "vision",
           "input_price_per_1m": 0.4,
           "output_price_per_1m": 2,
           "currency": "USD",
-          "api_endpoint": "mistral-medium-latest"
+          "api_endpoint": "mistral-medium-latest",
+          "capabilities": [
+            "vision",
+            "tools"
+          ]
         },
         {
           "name": "Devstral 2",
@@ -5961,7 +6560,10 @@
           "input_price_per_1m": 0.1,
           "output_price_per_1m": 0.3,
           "currency": "USD",
-          "api_endpoint": "devstral-small-latest"
+          "api_endpoint": "devstral-small-latest",
+          "capabilities": [
+            "tools"
+          ]
         },
         {
           "name": "Codestral",
@@ -5969,15 +6571,22 @@
           "input_price_per_1m": 0.3,
           "output_price_per_1m": 0.9,
           "currency": "USD",
-          "api_endpoint": "codestral-latest"
+          "api_endpoint": "codestral-latest",
+          "capabilities": [
+            "tools"
+          ]
         },
         {
           "name": "Mistral Small 3.2",
-          "type": "chat",
+          "type": "vision",
           "input_price_per_1m": 0.1,
           "output_price_per_1m": 0.3,
           "currency": "USD",
-          "api_endpoint": "mistral-small-latest"
+          "api_endpoint": "mistral-small-latest",
+          "capabilities": [
+            "vision",
+            "tools"
+          ]
         },
         {
           "name": "Mistral Small Creative",
@@ -5985,7 +6594,10 @@
           "input_price_per_1m": 0.1,
           "output_price_per_1m": 0.3,
           "currency": "USD",
-          "api_endpoint": "labs-mistral-small-creative"
+          "api_endpoint": "labs-mistral-small-creative",
+          "capabilities": [
+            "tools"
+          ]
         },
         {
           "name": "Magistral Medium",
@@ -6048,11 +6660,15 @@
         },
         {
           "name": "Voxtral Small",
-          "type": "chat",
+          "type": "audio",
           "input_price_per_1m": 0.004,
           "output_price_per_1m": 0.3,
           "currency": "USD",
-          "api_endpoint": "voxtral-small-latest"
+          "api_endpoint": "voxtral-small-latest",
+          "capabilities": [
+            "audio",
+            "tools"
+          ]
         },
         {
           "name": "Voxtral Mini",
@@ -6104,11 +6720,15 @@
         },
         {
           "name": "Pixtral Large",
-          "type": "chat",
+          "type": "vision",
           "input_price_per_1m": 2,
           "output_price_per_1m": 6,
           "currency": "USD",
-          "api_endpoint": "pixtral-large-latest"
+          "api_endpoint": "pixtral-large-latest",
+          "capabilities": [
+            "vision",
+            "tools"
+          ]
         },
         {
           "name": "Pixtral 12B",
@@ -6125,7 +6745,10 @@
           "input_price_per_1m": 0.15,
           "output_price_per_1m": 0.15,
           "currency": "USD",
-          "api_endpoint": "open-mistral-nemo"
+          "api_endpoint": "open-mistral-nemo",
+          "capabilities": [
+            "tools"
+          ]
         },
         {
           "name": "Mistral 7B",
@@ -6143,7 +6766,10 @@
           "output_price_per_1m": 0.7,
           "currency": "USD",
           "size_b": 7,
-          "api_endpoint": "open-mixtral-8x7b"
+          "api_endpoint": "open-mixtral-8x7b",
+          "capabilities": [
+            "tools"
+          ]
         },
         {
           "name": "Mixtral 8x22B",
@@ -6152,7 +6778,10 @@
           "output_price_per_1m": 6,
           "currency": "USD",
           "size_b": 22,
-          "api_endpoint": "open-mixtral-8x22b"
+          "api_endpoint": "open-mixtral-8x22b",
+          "capabilities": [
+            "tools"
+          ]
         }
       ]
     },
@@ -9613,32 +10242,6 @@
           ],
           "size_b": 12
         },
-        {
-          "name": "qwen/qwen3-vl-30b-a3b-thinking",
-          "type": "vision",
-          "input_price_per_1m": 0,
-          "output_price_per_1m": 0,
-          "currency": "USD",
-          "capabilities": [
-            "vision",
-            "tools",
-            "reasoning"
-          ],
-          "size_b": 30
-        },
-        {
-          "name": "qwen/qwen3-vl-235b-a22b-thinking",
-          "type": "vision",
-          "input_price_per_1m": 0,
-          "output_price_per_1m": 0,
-          "currency": "USD",
-          "capabilities": [
-            "vision",
-            "tools",
-            "reasoning"
-          ],
-          "size_b": 235
-        },
         {
           "name": "qwen/qwen3-next-80b-a3b-instruct:free",
           "type": "chat",
@@ -9697,18 +10300,6 @@
             "reasoning"
           ]
         },
-        {
-          "name": "qwen/qwen3-235b-a22b-thinking-2507",
-          "type": "chat",
-          "input_price_per_1m": 0,
-          "output_price_per_1m": 0,
-          "currency": "USD",
-          "capabilities": [
-            "tools",
-            "reasoning"
-          ],
-          "size_b": 235
-        },
         {
           "name": "qwen/qwen3-coder:free",
           "type": "chat",
@@ -9844,7 +10435,11 @@
           "input_price_per_1m": 0.075,
           "output_price_per_1m": 0.3,
           "currency": "USD",
-          "size_b": 20
+          "size_b": 20,
+          "capabilities": [
+            "tools",
+            "reasoning"
+          ]
         },
         {
           "name": "GPT OSS Safeguard 20B",
@@ -9852,7 +10447,11 @@
           "input_price_per_1m": 0.075,
           "output_price_per_1m": 0.3,
           "currency": "USD",
-          "size_b": 20
+          "size_b": 20,
+          "capabilities": [
+            "tools",
+            "reasoning"
+          ]
         },
         {
           "name": "GPT OSS 120B 128k",
@@ -9860,30 +10459,45 @@
           "input_price_per_1m": 0.15,
           "output_price_per_1m": 0.6,
           "currency": "USD",
-          "size_b": 120
+          "size_b": 120,
+          "capabilities": [
+            "tools",
+            "reasoning"
+          ]
         },
         {
           "name": "Kimi K2-0905 1T 256k",
           "type": "chat",
           "input_price_per_1m": 1,
           "output_price_per_1m": 3,
-          "currency": "USD"
+          "currency": "USD",
+          "capabilities": [
+            "tools"
+          ]
         },
         {
           "name": "Llama 4 Scout (17Bx16E) 128k",
-          "type": "chat",
+          "type": "vision",
           "input_price_per_1m": 0.11,
           "output_price_per_1m": 0.34,
           "currency": "USD",
-          "size_b": 17
+          "size_b": 17,
+          "capabilities": [
+            "vision",
+            "tools"
+          ]
         },
         {
           "name": "Llama 4 Maverick (17Bx128E) 128k",
-          "type": "chat",
+          "type": "vision",
           "input_price_per_1m": 0.2,
           "output_price_per_1m": 0.6,
           "currency": "USD",
-          "size_b": 17
+          "size_b": 17,
+          "capabilities": [
+            "vision",
+            "tools"
+          ]
         },
         {
           "name": "Qwen3 32B 131k",
@@ -9891,7 +10505,11 @@
           "input_price_per_1m": 0.29,
           "output_price_per_1m": 0.59,
           "currency": "USD",
-          "size_b": 32
+          "size_b": 32,
+          "capabilities": [
+            "tools",
+            "reasoning"
+          ]
         },
         {
           "name": "Llama 3.3 70B Versatile 128k",
@@ -9938,6 +10556,172 @@
           "currency": "USD"
         }
       ]
+    },
+    {
+      "name": "Black Forest Labs",
+      "url": "https://bfl.ai",
+      "headquarters": "Germany",
+      "region": "EU",
+      "gdpr_compliant": true,
+      "eu_endpoints": true,
+      "models": [
+        {
+          "name": "flux-2-klein-4b",
+          "display_name": "FLUX.2 [klein] 4B",
+          "type": "image",
+          "capabilities": [
+            "image-gen"
+          ],
+          "price_per_image": 0.014,
+          "input_price_per_1m": 0,
+          "output_price_per_1m": 0,
+          "currency": "USD",
+          "category": "FLUX.2"
+        },
+        {
+          "name": "flux-2-klein-9b",
+          "display_name": "FLUX.2 [klein] 9B",
+          "type": "image",
+          "capabilities": [
+            "image-gen"
+          ],
+          "price_per_image": 0.015,
+          "input_price_per_1m": 0,
+          "output_price_per_1m": 0,
+          "currency": "USD",
+          "category": "FLUX.2"
+        },
+        {
+          "name": "flux-dev",
+          "display_name": "FLUX.1 [dev]",
+          "type": "image",
+          "capabilities": [
+            "image-gen"
+          ],
+          "price_per_image": 0.025,
+          "input_price_per_1m": 0,
+          "output_price_per_1m": 0,
+          "currency": "USD",
+          "category": "FLUX.1"
+        },
+        {
+          "name": "flux-2-pro",
+          "display_name": "FLUX.2 [pro]",
+          "type": "image",
+          "capabilities": [
+            "image-gen"
+          ],
+          "price_per_image": 0.03,
+          "input_price_per_1m": 0,
+          "output_price_per_1m": 0,
+          "currency": "USD",
+          "category": "FLUX.2"
+        },
+        {
+          "name": "flux-kontext-pro",
+          "display_name": "FLUX.1 Kontext [pro]",
+          "type": "image",
+          "capabilities": [
+            "image-gen"
+          ],
+          "price_per_image": 0.04,
+          "input_price_per_1m": 0,
+          "output_price_per_1m": 0,
+          "currency": "USD",
+          "category": "FLUX.1"
+        },
+        {
+          "name": "flux-pro-1.1",
+          "display_name": "FLUX 1.1 [pro]",
+          "type": "image",
+          "capabilities": [
+            "image-gen"
+          ],
+          "price_per_image": 0.04,
+          "input_price_per_1m": 0,
+          "output_price_per_1m": 0,
+          "currency": "USD",
+          "category": "FLUX.1"
+        },
+        {
+          "name": "flux-2-flex",
+          "display_name": "FLUX.2 [flex]",
+          "type": "image",
+          "capabilities": [
+            "image-gen"
+          ],
+          "price_per_image": 0.05,
+          "input_price_per_1m": 0,
+          "output_price_per_1m": 0,
+          "currency": "USD",
+          "category": "FLUX.2"
+        },
+        {
+          "name": "flux-pro",
+          "display_name": "FLUX.1 [pro]",
+          "type": "image",
+          "capabilities": [
+            "image-gen"
+          ],
+          "price_per_image": 0.05,
+          "input_price_per_1m": 0,
+          "output_price_per_1m": 0,
+          "currency": "USD",
+          "category": "FLUX.1"
+        },
+        {
+          "name": "flux-pro-1.0-fill",
+          "display_name": "FLUX.1 Fill [pro]",
+          "type": "image",
+          "capabilities": [
+            "image-gen"
+          ],
+          "price_per_image": 0.05,
+          "input_price_per_1m": 0,
+          "output_price_per_1m": 0,
+          "currency": "USD",
+          "category": "FLUX.1 Tools"
+        },
+        {
+          "name": "flux-pro-1.1-ultra",
+          "display_name": "FLUX 1.1 [pro] Ultra",
+          "type": "image",
+          "capabilities": [
+            "image-gen"
+          ],
+          "price_per_image": 0.06,
+          "input_price_per_1m": 0,
+          "output_price_per_1m": 0,
+          "currency": "USD",
+          "category": "FLUX.1"
+        },
+        {
+          "name": "flux-2-max",
+          "display_name": "FLUX.2 [max]",
+          "type": "image",
+          "capabilities": [
+            "image-gen"
+          ],
+          "price_per_image": 0.07,
+          "input_price_per_1m": 0,
+          "output_price_per_1m": 0,
+          "currency": "USD",
+          "category": "FLUX.2"
+        },
+        {
+          "name": "flux-kontext-max",
+          "display_name": "FLUX.1 Kontext [max]",
+          "type": "image",
+          "capabilities": [
+            "image-gen"
+          ],
+          "price_per_image": 0.08,
+          "input_price_per_1m": 0,
+          "output_price_per_1m": 0,
+          "currency": "USD",
+          "category": "FLUX.1"
+        }
+      ]
     }
   ]
 }

package.json

@@ -18,6 +18,7 @@
     "fetch:groq": "node scripts/providers/groq.js",
     "fetch:infomaniak": "node scripts/providers/infomaniak.js",
     "fetch:ionos": "node scripts/providers/ionos.js",
+    "fetch:bfl": "node scripts/providers/black-forest-labs.js",
     "fetch:benchmarks": "node scripts/fetch-benchmarks.js",
     "server": "node server.js",
     "dev:api": "node server.js"

scripts/fetch-benchmarks.js

@@ -22,7 +22,13 @@
  * Where both sources have data for the same benchmark (gpqa, mmlu_pro, ifeval, bbh),
  * LLMStats takes priority (it stores self-reported model-card values).
  *
- * Usage: node scripts/fetch-benchmarks.js
+ * Usage:
+ *   node scripts/fetch-benchmarks.js             # fetch all sources
+ *   node scripts/fetch-benchmarks.js livebench   # refresh LiveBench only
+ *   node scripts/fetch-benchmarks.js arena       # refresh Chatbot Arena only
+ *   node scripts/fetch-benchmarks.js aider       # refresh Aider only
+ *   node scripts/fetch-benchmarks.js hf          # refresh HF Leaderboard only
+ *   node scripts/fetch-benchmarks.js llmstats    # refresh LLMStats only
  */
 
 const fs   = require('fs');
@@ -520,9 +526,162 @@ function mergeAider(entries, aiderEntries) {
   return [...entries, ...newEntries];
 }
 
+// ─── Per-source partial refresh ──────────────────────────────────────────────
+
+// Fields owned by each source.  Stripping these fields + removing source-only
+// entries allows re-running just one source without losing other sources' data.
+const SOURCE_FIELDS = {
+  llmstats:  ['slug', 'mmlu', 'mmlu_pro', 'gpqa', 'human_eval', 'math', 'gsm8k', 'mmmu', 'hellaswag', 'ifeval', 'arc', 'drop', 'mbpp', 'mgsm', 'bbh'],
+  hf:        ['hf_id', 'params_b', 'hf_math_lvl5', 'hf_musr', 'hf_avg'],
+  livebench: ['lb_name', 'lb_global', 'lb_reasoning', 'lb_coding', 'lb_math', 'lb_language', 'lb_if', 'lb_data_analysis'],
+  arena:     ['arena_name', 'arena_org', 'arena_elo', 'arena_rank', 'arena_votes'],
+  aider:     ['aider_model', 'aider_pass_rate'],
+};
+
+// A unique field that only this source contributes (used to detect source-only entries).
+const SOURCE_ID_FIELD = {
+  llmstats:  'slug',
+  hf:        'hf_id',
+  livebench: 'lb_name',
+  arena:     'arena_elo',
+  aider:     'aider_pass_rate',
+};
+
+const ALL_ID_FIELDS = Object.values(SOURCE_ID_FIELD);
+
+function stripSourceFields(entries, source) {
+  const fields  = SOURCE_FIELDS[source];
+  const ownId   = SOURCE_ID_FIELD[source];
+  const otherId = ALL_ID_FIELDS.filter((id) => id !== ownId);
+  return entries
+    // Drop entries that only belong to this source (no other source data)
+    .filter((e) => otherId.some((id) => e[id] !== undefined))
+    .map((e) => {
+      const stripped = { ...e };
+      for (const f of fields) delete stripped[f];
+      return stripped;
+    });
+}
+
+// Merge freshly-fetched LLMStats data into an existing array of entries.
+function mergeLLMStatsInto(entries, llmstats) {
+  const LS_FIELDS = SOURCE_FIELDS.llmstats;
+  const nameMap = new Map();
+  entries.forEach((e, i) => {
+    if (e.name) nameMap.set(normName(e.name), i);
+    const slugModel = (e.slug || '').split('/').pop();
+    if (slugModel) nameMap.set(normName(slugModel), i);
+  });
+
+  let matched = 0;
+  const usedIdx = new Set();
+  const newEntries = [];
+
+  for (const ls of llmstats) {
+    const candidates = [normName(ls.name || ''), normName((ls.slug || '').split('/').pop())].filter(Boolean);
+    const idx = candidates.map((c) => nameMap.get(c)).find((n) => n !== undefined);
+    if (idx !== undefined && !usedIdx.has(idx)) {
+      const target = entries[idx];
+      for (const f of LS_FIELDS) { if (ls[f] !== undefined) target[f] = ls[f]; }
+      usedIdx.add(idx);
+      matched++;
+    } else {
+      newEntries.push({ ...ls });
+    }
+  }
+
+  console.log(`  LLMStats: ${matched} matched, ${newEntries.length} new entries`);
+  return [...entries, ...newEntries];
+}
+
+// Merge freshly-fetched HF data into an existing array of entries.
+function mergeHFInto(entries, hfEntries) {
+  const nameMap = new Map();
+  entries.forEach((e, i) => {
+    if (e.name) nameMap.set(normName(e.name), i);
+    const slugModel = (e.slug || '').split('/').pop();
+    if (slugModel) nameMap.set(normName(slugModel), i);
+  });
+
+  let matched = 0;
+  const usedIdx = new Set();
+  const newEntries = [];
+
+  for (const hf of hfEntries) {
+    const modelPart   = normName(hf.name);
+    const modelWords  = modelPart.split(' ');
+    const noPrefix    = modelWords.length > 1 ? modelWords.slice(1).join(' ') : modelPart;
+    const candidates  = [modelPart, noPrefix].filter(Boolean);
+    const idx = candidates.map((c) => nameMap.get(c)).find((n) => n !== undefined);
+
+    if (idx !== undefined && !usedIdx.has(idx)) {
+      const target = entries[idx];
+      if (!target.hf_id)    target.hf_id    = hf.hf_id;
+      if (!target.params_b) target.params_b = hf.params_b;
+      // LLMStats takes priority for shared benchmarks
+      if (!target.ifeval)   target.ifeval   = hf.ifeval;
+      if (!target.bbh)      target.bbh      = hf.bbh;
+      if (!target.gpqa)     target.gpqa     = hf.gpqa;
+      if (!target.mmlu_pro) target.mmlu_pro = hf.mmlu_pro;
+      // HF-exclusive fields always updated
+      target.hf_math_lvl5 = hf.hf_math_lvl5;
+      target.hf_musr      = hf.hf_musr;
+      target.hf_avg       = hf.hf_avg;
+      usedIdx.add(idx);
+      matched++;
+    } else {
+      newEntries.push({ ...hf });
+    }
+  }
+
+  console.log(`  HF: ${matched} matched, ${newEntries.length} new entries`);
+  return [...entries, ...newEntries];
+}
+
+async function refreshSource(source) {
+  if (!SOURCE_FIELDS[source]) {
+    console.error(`Unknown source "${source}". Valid: ${Object.keys(SOURCE_FIELDS).join(', ')}`);
+    process.exit(1);
+  }
+
+  console.log(`Refreshing benchmark source: ${source}\n`);
+  const existing = JSON.parse(fs.readFileSync(OUT_FILE, 'utf8'));
+  const stripped = stripSourceFields(existing, source);
+
+  let result;
+  if (source === 'llmstats') {
+    const data = await fetchLLMStats();
+    result = mergeLLMStatsInto(stripped, data);
+  } else if (source === 'hf') {
+    const data = await fetchHFLeaderboard();
+    result = mergeHFInto(stripped, data);
+  } else if (source === 'livebench') {
+    const data = await fetchLiveBench();
+    result = mergeLiveBench(stripped, data);
+  } else if (source === 'arena') {
+    const data = await fetchChatbotArena();
+    result = mergeArena(stripped, data);
+  } else if (source === 'aider') {
+    const data = await fetchAider();
+    result = mergeAider(stripped, data);
+  }
+
+  fs.writeFileSync(OUT_FILE, JSON.stringify(result, null, 2));
+  console.log(`\nSaved ${result.length} entries to data/benchmarks.json`);
+}
+
 // ─── Main ────────────────────────────────────────────────────────────────────
 
 async function main() {
+  const source = process.argv[2]?.toLowerCase();
+
+  // Per-source refresh mode
+  if (source) {
+    await refreshSource(source);
+    return;
+  }
+
+  // Full rebuild — all sources
   const [llmstats, hfEntries, lbEntries, arenaEntries, aiderEntries] = await Promise.all([
     fetchLLMStats(),
     fetchHFLeaderboard(),

scripts/fetch-providers.js

@@ -27,6 +27,7 @@ const FETCHER_MODULES = {
   groq: require('./providers/groq'),
   infomaniak: require('./providers/infomaniak'),
   ionos: require('./providers/ionos'),
+  'black-forest-labs': require('./providers/black-forest-labs'),
 };
 
 const FETCHERS = Object.entries(FETCHER_MODULES).map(([key, mod]) => {
@@ -109,9 +110,16 @@ function propagateCapabilities(data) {
   if (orIndex.length === 0) return;
 
   let propagated = 0;
+  let autoTagged = 0;
   for (const provider of data.providers) {
-    if (provider.name === 'OpenRouter') continue;
     for (const model of provider.models || []) {
+      // Auto-tag image-gen models regardless of OR match
+      if (model.type === 'image' && (!model.capabilities || !model.capabilities.length)) {
+        model.capabilities = ['image-gen'];
+        autoTagged++;
+        continue;
+      }
+      if (provider.name === 'OpenRouter') continue;
       if (model.capabilities && model.capabilities.length > 0) continue; // already set
       const match = findOrMatch(model.name, orIndex);
       if (!match) continue;
@@ -121,7 +129,8 @@ function propagateCapabilities(data) {
       propagated++;
     }
   }
-  if (propagated > 0) console.log(`\nPropagated capabilities to ${propagated} models from OpenRouter.`);
+  if (autoTagged > 0) console.log(`Auto-tagged ${autoTagged} image-gen models.`);
+  if (propagated > 0) console.log(`Propagated capabilities to ${propagated} models from OpenRouter.`);
 }
 
 async function runFetcher(fetcher, data) {

scripts/load-env.js

@@ -0,0 +1,30 @@
+'use strict';
+
+/**
+ * Shared environment loader.
+ * Checks local project .env first, then ../AIToolkit/.env as a fallback.
+ * Only sets variables that are not already present in process.env.
+ */
+
+const fs   = require('fs');
+const path = require('path');
+
+function loadEnv() {
+  const candidates = [
+    path.join(__dirname, '..', '.env'),
+    path.join(__dirname, '..', '..', 'AIToolkit', '.env'),
+  ];
+  const envPath = candidates.find((p) => fs.existsSync(p));
+  if (!envPath) return;
+
+  const content = fs.readFileSync(envPath, 'utf8');
+  for (const line of content.split('\n')) {
+    const m = line.match(/^([A-Za-z_][A-Za-z0-9_]*)=(.*)$/);
+    if (m && process.env[m[1]] === undefined) {
+      // Strip optional surrounding quotes
+      process.env[m[1]] = m[2].trim().replace(/^(['"])(.*)\1$/, '$2');
+    }
+  }
+}
+
+module.exports = { loadEnv };

scripts/providers/black-forest-labs.js

@@ -0,0 +1,124 @@
+'use strict';
+
+/**
+ * Black Forest Labs (bfl.ai) pricing fetcher.
+ *
+ * bfl.ai/pricing uses Next.js App Router RSC streaming.
+ * Pricing data is embedded in self.__next_f.push([1,"..."]) script tags,
+ * delivered as Sanity CMS portable text via a `pricingCards` array.
+ *
+ * Each card has:
+ *   title       – portable text array → plain model name
+ *   priceUnit   – USD price per first generated megapixel (1MP = 1024×1024)
+ *   apiEndpoint – REST endpoint slug (e.g. /v1/flux-2-max)
+ *   category    – { name } for model family (FLUX.2, FLUX.1, FLUX.1 Tools, …)
+ *
+ * We store priceUnit as price_per_image (cost for a standard 1MP / 1024×1024 image).
+ */
+
+const URL = 'https://bfl.ai/pricing';
+
+// Extract plain text from Sanity portable text blocks.
+function portableTextToString(blocks) {
+  if (!Array.isArray(blocks)) return '';
+  return blocks
+    .flatMap((b) => (b.children || []).map((s) => s.text || ''))
+    .join('')
+    .trim();
+}
+
+// Bracket-count extract a JSON array starting after `marker` in `str`.
+function extractJsonArray(str, marker) {
+  const markerIdx = str.indexOf(marker);
+  if (markerIdx < 0) return null;
+  let i = markerIdx + marker.length;
+  while (i < str.length && str[i] !== '[') i++;
+  i++; // past opening '['
+  let depth = 0;
+  let end = -1;
+  for (let j = i; j < str.length; j++) {
+    if (str[j] === '[' || str[j] === '{') depth++;
+    else if (str[j] === ']' || str[j] === '}') {
+      if (depth === 0) { end = j; break; }
+      depth--;
+    }
+  }
+  if (end < 0) return null;
+  try {
+    return JSON.parse('[' + str.slice(i, end) + ']');
+  } catch {
+    return null;
+  }
+}
+
+async function fetchBfl() {
+  const response = await fetch(URL, {
+    headers: {
+      'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/120.0.0.0 Safari/537.36',
+      Accept: 'text/html,application/xhtml+xml,application/xml;q=0.9,*/*;q=0.8',
+      'Accept-Language': 'en-US,en;q=0.9',
+    },
+  });
+
+  if (!response.ok) throw new Error(`HTTP ${response.status} from ${URL}`);
+  const html = await response.text();
+
+  // Decode all RSC payload chunks
+  let combined = '';
+  const pushRe = /self\.__next_f\.push\(\[1,"([\s\S]*?)"\]\)/g;
+  let m;
+  while ((m = pushRe.exec(html)) !== null) {
+    try { combined += JSON.parse('"' + m[1] + '"'); } catch { /* skip malformed */ }
+  }
+
+  if (!combined) throw new Error('No RSC payload found in page');
+
+  const cards = extractJsonArray(combined, '"pricingCards":');
+  if (!cards) throw new Error('Could not find pricingCards in RSC payload');
+
+  const models = [];
+  for (const card of cards) {
+    const name = portableTextToString(card.title);
+    const priceUnit = parseFloat(card.priceUnit || '0');
+    const endpoint = (card.apiEndpoint || '').replace(/^\/v1\//, '');
+    const family = card.category?.name || 'BFL';
+
+    if (!name || priceUnit <= 0) continue;
+
+    models.push({
+      // Use the API endpoint slug as the model ID for stability
+      name: endpoint || name,
+      display_name: name,
+      type: 'image',
+      capabilities: ['image-gen'],
+      // priceUnit = USD per first generated megapixel (1024×1024)
+      price_per_image: priceUnit,
+      input_price_per_1m: 0,
+      output_price_per_1m: 0,
+      currency: 'USD',
+      category: family,
+    });
+  }
+
+  // Sort by price ascending
+  models.sort((a, b) => a.price_per_image - b.price_per_image);
+
+  return models;
+}
+
+module.exports = { fetchBfl, providerName: 'Black Forest Labs' };
+
+// Run standalone: node scripts/providers/bfl.js
+if (require.main === module) {
+  fetchBfl()
+    .then((models) => {
+      console.log(`Fetched ${models.length} models from Black Forest Labs:\n`);
+      models.forEach((m) =>
+        console.log(`  ${m.name.padEnd(35)} [${m.category}]  $${m.price_per_image}/MP (${m.display_name})`)
+      );
+    })
+    .catch((err) => {
+      console.error('Error:', err.message);
+      process.exit(1);
+    });
+}

scripts/providers/openrouter.js

@@ -2,11 +2,23 @@
 
 // OpenRouter exposes a public JSON API – no scraping needed.
 // Docs: https://openrouter.ai/docs/models
+//
+// Without an API key: ~342 models (public subset).
+// With an API key:    ~600+ models including image-gen (FLUX, etc.) and subscriber-only models.
+// Set OPENROUTER_API_KEY in env or ../AIToolkit/.env to unlock all models.
+
+const { loadEnv } = require('../load-env');
+loadEnv();
+
 const API_URL = 'https://openrouter.ai/api/v1/models';
 
 // OpenRouter stores per-token prices; multiply by 1e6 to get per-1M price.
 const toPerMillion = (val) => (val ? parseFloat(val) * 1_000_000 : 0);
 
+function loadApiKey() {
+  return process.env.OPENROUTER_API_KEY || null;
+}
+
 const getSizeB = (id) => {
   const match = (id || '').match(/[^.\d](\d+)b/i) || (id || '').match(/^(\d+)b/i);
   return match ? parseInt(match[1]) : undefined;
@@ -42,12 +54,14 @@ function getCapabilities(architecture, supportedParams) {
 }
 
 async function fetchOpenRouter() {
-  const response = await fetch(API_URL, {
-    headers: {
-      Accept: 'application/json',
-      'HTTP-Referer': 'https://github.com/providers-comparison',
-    },
-  });
+  const apiKey = loadApiKey();
+  const headers = {
+    Accept: 'application/json',
+    'HTTP-Referer': 'https://github.com/providers-comparison',
+  };
+  if (apiKey) headers['Authorization'] = `Bearer ${apiKey}`;
+
+  const response = await fetch(API_URL, { headers });
 
   if (!response.ok) {
     throw new Error(`HTTP ${response.status} from OpenRouter API`);
@@ -60,11 +74,17 @@ async function fetchOpenRouter() {
     const pricing = model.pricing || {};
     const inputPrice = toPerMillion(pricing.prompt);
     const outputPrice = toPerMillion(pricing.completion);
+    // pricing.image: per-image cost for image-gen models (e.g. FLUX) — in USD per image
+    // (NOT the same as per-pixel input cost on vision models like Gemini, which also have prompt price set)
+    const imagePrice = parseFloat(pricing.image || '0');
 
-    // Skip meta-route with negative prices (e.g. openrouter/auto sentinel values)
+    // Skip meta-routes with sentinel negative prices (e.g. openrouter/auto)
     if (inputPrice < 0 || outputPrice < 0) continue;
-    // Skip the free-router meta-model (it's not a real model, just routes to free models)
+    // Skip the free-router meta-model
     if (model.id === 'openrouter/free') continue;
+    // Skip models with genuinely zero pricing across all fields (unpriced/placeholder entries).
+    // Exception: models with a :free suffix are real free models and should be kept.
+    if (inputPrice === 0 && outputPrice === 0 && imagePrice === 0 && !model.id.endsWith(':free')) continue;
 
     const type = getModelType(model.architecture);
     const capabilities = getCapabilities(model.architecture, model.supported_parameters);
@@ -77,6 +97,11 @@ async function fetchOpenRouter() {
       currency: 'USD',
     };
 
+    // For pure image-gen models (no per-token pricing), store the per-image price
+    if (imagePrice > 0 && inputPrice === 0 && outputPrice === 0) {
+      modelEntry.price_per_image = Math.round(imagePrice * 100000) / 100000;
+    }
+
     if (capabilities.length) modelEntry.capabilities = capabilities;
     const size_b = getSizeB(model.id);
     if (size_b) modelEntry.size_b = size_b;
@@ -101,10 +126,12 @@ module.exports = { fetchOpenRouter, providerName: 'OpenRouter' };
 if (require.main === module) {
   fetchOpenRouter()
     .then((models) => {
-      const free = models.filter(m => m.input_price_per_1m === 0);
+      const apiKey = loadApiKey();
+      const free = models.filter(m => m.input_price_per_1m === 0 && !m.price_per_image);
       const vision = models.filter(m => m.type === 'vision');
-      console.log(`Fetched ${models.length} models from OpenRouter API`);
-      console.log(`  Free: ${free.length}, Vision: ${vision.length}`);
+      const imageGen = models.filter(m => m.type === 'image');
+      console.log(`Fetched ${models.length} models from OpenRouter API ${apiKey ? '(authenticated)' : '(public – set OPENROUTER_API_KEY for more models)'}`);
+      console.log(`  Free: ${free.length}, Vision: ${vision.length}, Image-gen: ${imageGen.length}`);
       console.log('\nFirst 5 paid:');
       models.filter(m => m.input_price_per_1m > 0).slice(0, 5).forEach((m) =>
         console.log(`  ${m.name.padEnd(55)} $${m.input_price_per_1m} / $${m.output_price_per_1m} [${m.type}] ${(m.capabilities||[]).join(',')}`)

scripts/providers/requesty.js

@@ -1,17 +1,12 @@
 'use strict';
 
-const fs = require('fs');
-const path = require('path');
+const { loadEnv } = require('../load-env');
+loadEnv();
 
 const API_URL = 'https://router.requesty.ai/v1/models';
 
-// Load API key from ../AIToolkit/.env relative to the project root
 function loadApiKey() {
-  const envPath = path.join(__dirname, '..', '..', '..', 'AIToolkit', '.env');
-  if (!fs.existsSync(envPath)) return null;
-  const content = fs.readFileSync(envPath, 'utf8');
-  const match = content.match(/^REQUESTY_API_KEY=(.+)$/m);
-  return match ? match[1].trim() : null;
+  return process.env.REQUESTY_API_KEY || null;
 }
 
 const toPerMillion = (val) => (val ? Math.round(parseFloat(val) * 1_000_000 * 10000) / 10000 : 0);
@@ -74,10 +69,30 @@ async function fetchRequesty() {
     models.push(modelEntry);
   }
 
+  // Deduplicate @region and :effort variants — keep one entry per canonical base ID.
+  // e.g. "anthropic/claude-3-7-sonnet@us-east-2" and "anthropic/claude-3-7-sonnet:high"
+  // both collapse to "anthropic/claude-3-7-sonnet".
+  const canonicalId = (id) => id.replace(/@[^/]+$/, '').replace(/:[^/]+$/, '');
+  const seen = new Map();
+  for (const model of models) {
+    const base = canonicalId(model.name);
+    if (!seen.has(base)) {
+      // Store with canonical name
+      seen.set(base, { ...model, name: base });
+    } else {
+      // Prefer lower input price if already present
+      const existing = seen.get(base);
+      if (model.input_price_per_1m < existing.input_price_per_1m) {
+        seen.set(base, { ...model, name: base });
+      }
+    }
+  }
+  const deduped = [...seen.values()];
+
   // Sort by input price
-  models.sort((a, b) => a.input_price_per_1m - b.input_price_per_1m);
+  deduped.sort((a, b) => a.input_price_per_1m - b.input_price_per_1m);
 
-  return models;
+  return deduped;
 }
 
 module.exports = { fetchRequesty, providerName: 'Requesty' };

server.js

@@ -22,9 +22,12 @@ const BENCHMARKS_FILE = path.join(__dirname, 'data', 'benchmarks.json');
 const SCRIPTS_DIR = path.join(__dirname, 'scripts', 'providers');
 const BENCHMARKS_SCRIPT = path.join(__dirname, 'scripts', 'fetch-benchmarks.js');
 
-// In-memory state: which providers are currently being refreshed
+// In-memory state: which providers/benchmark sources are currently being refreshed
 const refreshing = new Set();
 
+// Valid benchmark source keys (must match fetch-benchmarks.js SOURCE_FIELDS keys)
+const BENCHMARK_SOURCES = ['llmstats', 'hf', 'livebench', 'arena', 'aider'];
+
 // Allow cross-origin requests from the Vite dev server
 app.use((req, res, next) => {
   res.setHeader('Access-Control-Allow-Origin', '*');
@@ -69,15 +72,20 @@ app.get('/api/status', (req, res) => {
     };
   });
 
-  // Include benchmark dataset info
+  // Include benchmark dataset info (benchmarks.json is a plain array; use file mtime for lastUpdated)
   let benchmarks = null;
   if (fs.existsSync(BENCHMARKS_FILE)) {
     try {
       const bm = JSON.parse(fs.readFileSync(BENCHMARKS_FILE, 'utf8'));
+      const mtime = fs.statSync(BENCHMARKS_FILE).mtime.toISOString();
       benchmarks = {
         entryCount: Array.isArray(bm) ? bm.length : (bm.entries?.length ?? 0),
-        lastUpdated: bm.lastUpdated ?? null,
+        lastUpdated: mtime,
         refreshing: refreshing.has('__benchmarks__'),
+        sources: BENCHMARK_SOURCES.map((key) => ({
+          key,
+          refreshing: refreshing.has(`__benchmarks__:${key}`),
+        })),
       };
     } catch { /* ignore */ }
   }
@@ -131,8 +139,31 @@ function runFetcher(providerName, scriptKey) {
 }
 
 // ------------------------------------------------------------------
-// POST /api/fetch/benchmarks   (runs scripts/fetch-benchmarks.js)
+// POST /api/fetch/benchmarks/:source  (refresh one benchmark source)
+// POST /api/fetch/benchmarks          (refresh all benchmark sources)
 // ------------------------------------------------------------------
+app.post('/api/fetch/benchmarks/:source', async (req, res) => {
+  const { source } = req.params;
+  if (!BENCHMARK_SOURCES.includes(source)) {
+    return res.json({ success: false, error: `Unknown source: ${source}` });
+  }
+  const key = `__benchmarks__:${source}`;
+  if (refreshing.has(key)) {
+    return res.json({ success: false, error: 'Already refreshing' });
+  }
+  refreshing.add(key);
+  execFile(
+    process.execPath,
+    [BENCHMARKS_SCRIPT, source],
+    { cwd: __dirname, timeout: 300000 },
+    (err, stdout, stderr) => {
+      refreshing.delete(key);
+      if (err) res.json({ success: false, error: err.message, stderr });
+      else res.json({ success: true });
+    }
+  );
+});
+
 app.post('/api/fetch/benchmarks', async (req, res) => {
   if (refreshing.has('__benchmarks__')) {
     return res.json({ success: false, error: 'Already refreshing' });
@@ -141,19 +172,10 @@ app.post('/api/fetch/benchmarks', async (req, res) => {
   execFile(
     process.execPath,
     [BENCHMARKS_SCRIPT],
-    { cwd: __dirname, timeout: 120000 },
+    { cwd: __dirname, timeout: 600000 },
     (err, stdout, stderr) => {
       refreshing.delete('__benchmarks__');
-      // Stamp lastUpdated into benchmarks.json
-      try {
-        const bm = JSON.parse(fs.readFileSync(BENCHMARKS_FILE, 'utf8'));
-        const arr = Array.isArray(bm) ? bm : (bm.entries ?? bm);
-        fs.writeFileSync(BENCHMARKS_FILE, JSON.stringify(
-          Array.isArray(bm) ? arr : Object.assign(bm, { lastUpdated: new Date().toISOString() }),
-          null, 2
-        ));
-      } catch { /* best effort */ }
-      if (err) res.json({ success: false, error: err.message });
+      if (err) res.json({ success: false, error: err.message, stderr });
       else res.json({ success: true });
     }
   );

src/App.css

@@ -341,6 +341,7 @@ footer {
   margin: 1.5rem 0 0.5rem;
 }
 .mgmt-provider { font-weight: 600; }
+.mgmt-source-indent { font-weight: 400; padding-left: 1.5rem; color: #64748b; }
 .mgmt-count { color: #475569; font-variant-numeric: tabular-nums; }
 .mgmt-age { color: #94a3b8; font-size: 0.8rem; }
 .btn-refresh {

src/App.tsx

@@ -15,6 +15,7 @@ interface Model {
   price_per_1m_tokens_30d?: number
   currency: string
   capabilities?: string[]
+  display_name?: string
 }
 
 interface Provider {
@@ -248,7 +249,7 @@ function App() {
   }, [searchTerm, selectedType, selectedRegion, allModels])
 
   const getNormalizedPriceUSD = (model: Model) => {
-    const price = model.input_price_per_1m ?? model.price_per_image ?? model.price_per_minute ?? 0
+    const price = model.input_price_per_1m || model.price_per_image || model.price_per_minute || 0
     return model.currency === 'EUR' ? price * EXCHANGE_RATE_EUR_TO_USD : price
   }
 
@@ -464,15 +465,23 @@ function App() {
                       {model.complianceStatus}
                     </span>
                   </td>
-                  <td className="model-name">{model.name}</td>
+                  <td className="model-name">{model.display_name ?? model.name}</td>
                   <td className="caps-cell">
                     {(model.capabilities || []).map(cap => (
                       <span key={cap} className={`cap-badge cap-${cap}`} title={cap}>{CAP_ICON[cap] ?? cap}</span>
                     ))}
                   </td>
                   <td className="size-cell">{model.size_b ? `${model.size_b}B` : '-'}</td>
-                  <td>{formatPrice(model.input_price_per_1m, model.currency)}</td>
-                  <td>{formatPrice(model.output_price_per_1m, model.currency)}</td>
+                  <td>
+                    {model.price_per_image !== undefined && !model.input_price_per_1m
+                      ? `$${model.price_per_image}/MP`
+                      : formatPrice(model.input_price_per_1m, model.currency)}
+                  </td>
+                  <td>
+                    {model.price_per_image !== undefined && !model.output_price_per_1m
+                      ? '–'
+                      : formatPrice(model.output_price_per_1m, model.currency)}
+                  </td>
                   {showBenchmarks && (() => {
                     const bm = findBenchmark(model.name);
                     const fmt = (v?: number) => Number.isFinite(v) ? `${(v! * 100).toFixed(0)}%` : '–';

src/components/ManagementPanel.tsx

@@ -9,10 +9,24 @@ interface ProviderStatus {
   refreshing: boolean
 }
 
+interface BenchmarkSourceStatus {
+  key: string
+  refreshing: boolean
+}
+
 interface BenchmarkStatus {
   entryCount: number
   lastUpdated: string | null
   refreshing: boolean
+  sources?: BenchmarkSourceStatus[]
+}
+
+const BENCHMARK_SOURCE_NAMES: Record<string, string> = {
+  llmstats:  'LLMStats',
+  hf:        'HF Leaderboard',
+  livebench: 'LiveBench',
+  arena:     'Chatbot Arena',
+  aider:     'Aider',
 }
 
 interface FetchResult {
@@ -45,6 +59,8 @@ export function ManagementPanel({ onClose, onDataUpdated }: Props) {
   const [error, setError] = useState<string | null>(null)
   const [results, setResults] = useState<Record<string, { success: boolean; error?: string }>>({})
   const [bmResult, setBmResult] = useState<{ success: boolean; error?: string } | null>(null)
+  const [bmSourceResults, setBmSourceResults] = useState<Record<string, { success: boolean; error?: string }>>({})
+  const [refreshingBmSource, setRefreshingBmSource] = useState<Record<string, boolean>>({})
   const [refreshingAll, setRefreshingAll] = useState(false)
   const [serverAvailable, setServerAvailable] = useState(true)
 
@@ -101,6 +117,21 @@ export function ManagementPanel({ onClose, onDataUpdated }: Props) {
     await fetchStatus()
   }
 
+  const refreshBenchmarkSource = async (source: string) => {
+    setRefreshingBmSource((s) => ({ ...s, [source]: true }))
+    setBmSourceResults((r) => ({ ...r, [source]: { success: false } }))
+    try {
+      const res = await fetch(`/api/fetch/benchmarks/${source}`, { method: 'POST' })
+      const data = await res.json()
+      setBmSourceResults((r) => ({ ...r, [source]: { success: data.success, error: data.error } }))
+      if (data.success) onDataUpdated()
+    } catch {
+      setBmSourceResults((r) => ({ ...r, [source]: { success: false, error: 'Request failed' } }))
+    }
+    setRefreshingBmSource((s) => ({ ...s, [source]: false }))
+    await fetchStatus()
+  }
+
   const refreshAll = async () => {
     setRefreshingAll(true)
     setResults({})
@@ -205,7 +236,7 @@ export function ManagementPanel({ onClose, onDataUpdated }: Props) {
                 <table className="management-table">
                   <thead>
                     <tr>
-                      <th>Dataset</th>
+                      <th>Source</th>
                       <th>Entries</th>
                       <th>Last updated</th>
                       <th>Status</th>
@@ -213,8 +244,9 @@ export function ManagementPanel({ onClose, onDataUpdated }: Props) {
                     </tr>
                   </thead>
                   <tbody>
+                    {/* All-sources row */}
                     <tr>
-                      <td className="mgmt-provider">Benchmarks</td>
+                      <td className="mgmt-provider">All sources</td>
                       <td className="mgmt-count">{benchmarks.entryCount.toLocaleString()}</td>
                       <td className="mgmt-age">{formatAge(benchmarks.lastUpdated)}</td>
                       <td className="mgmt-status">
@@ -238,6 +270,38 @@ export function ManagementPanel({ onClose, onDataUpdated }: Props) {
                         </button>
                       </td>
                     </tr>
+                    {/* Per-source rows */}
+                    {(benchmarks.sources ?? []).map((src) => {
+                      const result = bmSourceResults[src.key]
+                      const isRefreshing = src.refreshing || refreshingBmSource[src.key]
+                      return (
+                        <tr key={src.key}>
+                          <td className="mgmt-provider mgmt-source-indent">
+                            {BENCHMARK_SOURCE_NAMES[src.key] ?? src.key}
+                          </td>
+                          <td className="mgmt-count"></td>
+                          <td className="mgmt-age"></td>
+                          <td className="mgmt-status">
+                            {result ? (
+                              result.success ? (
+                                <span className="badge-ok">✓ updated</span>
+                              ) : (
+                                <span className="badge-err" title={result.error}>✗ failed</span>
+                              )
+                            ) : null}
+                          </td>
+                          <td>
+                            <button
+                              className="btn-refresh"
+                              onClick={() => refreshBenchmarkSource(src.key)}
+                              disabled={isRefreshing}
+                            >
+                              {isRefreshing ? '⟳' : '↻'}
+                            </button>
+                          </td>
+                        </tr>
+                      )
+                    })}
                   </tbody>
                 </table>
               </>

vercel.json

@@ -4,6 +4,6 @@
   "installCommand": "npm install",
   "framework": "vite",
   "rewrites": [
-    { "source": "/(.*)", "destination": "/index.html" }
+    { "source": "/((?!api/).*)", "destination": "/index.html" }
   ]
 }