chore(model-profiles): refresh model profile data (#40747)

Automated refresh of model profile data for all in-monorepo partner
integrations via `langchain-profiles refresh`.

🤖 Generated by the [`refresh_model_profiles`
workflow](https://github.com/langchain-ai/langchain/blob/master/.github/workflows/refresh_model_profiles.yml).

## Summary of changes

**9 added · 2 removed · 5 changed** across 3 provider(s).

<details>
<summary>huggingface</summary>

**➕ 1 added**
- `tencent/Hy4-preview` — 1,000,000 ctx, 64,000 out, reasoning, tools

</details>

<details>
<summary>openrouter</summary>

**➕ 6 added**
- `nex-agi/nex-n2.5-mini` — 262,144 ctx, 235,929 out, text+image in,
reasoning
- `nex-agi/nex-n2.5-pro` — 262,144 ctx, 235,929 out, text+image in,
reasoning, tools
- `x-ai/grok-4.7` — 500,000 ctx, 450,000 out, text+image+pdf in,
reasoning, tools
- `xiaomi/mimo-v2.6-flash` — 1,048,576 ctx, 131,072 out,
text+image+audio+video in, reasoning, tools
- `xiaomi/mimo-v2.6-pro` — 1,048,576 ctx, 131,072 out,
text+image+audio+video in, reasoning, tools
- `xiaomi/mimo-v2.6-pro-ultraspeed` — 1,048,576 ctx, 131,072 out,
text+image+audio+video in, reasoning, tools

**➖ 2 removed**
- `anthropic/claude-opus-4`
- `kwaipilot/kat-coder-pro-v2`

**✏️ 5 changed**
- `anthropic/claude-sonnet-4`: max input tokens 1,000,000 → 200,000
- `deepseek/deepseek-v4-pro-0813`: max output tokens 384,000 → 943,718
- `meta-llama/llama-3.1-70b-instruct`: max output tokens 8,192 → 16,384
- `qwen/qwen3-next-80b-a3b-thinking`: max output tokens 32,768 → 235,929
- `z-ai/glm-5.3-flash`: max output tokens 131,072 → 943,718

</details>

<details>
<summary>xai</summary>

**➕ 2 added**
- `grok-4.7` — 500,000 ctx, 500,000 out, text+image+pdf in, reasoning,
tools
- `grok-imagine-image-quality` — 16,000 ctx, text+image+pdf in

</details>

Co-authored-by: mdrxy <61371264+mdrxy@users.noreply.github.com>

libs/partners/huggingface/langchain_huggingface/data/_profiles.py

@@ -1381,6 +1381,28 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "temperature": True,
         "tool_call_streaming": True,
     },
+    "tencent/Hy4-preview": {
+        "name": "Hy4 preview",
+        "release_date": "2026-08-28",
+        "last_updated": "2026-08-28",
+        "open_weights": True,
+        "max_input_tokens": 1000000,
+        "max_output_tokens": 64000,
+        "text_inputs": True,
+        "image_inputs": False,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": True,
+        "tool_calling": True,
+        "structured_output": True,
+        "attachment": False,
+        "temperature": True,
+        "tool_call_streaming": True,
+    },
     "thinkingmachines/Inkling": {
         "name": "Inkling",
         "release_date": "2026-07-15",

libs/partners/openrouter/langchain_openrouter/data/_profiles.py

@@ -328,29 +328,6 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "temperature": True,
         "tool_call_streaming": True,
     },
-    "anthropic/claude-opus-4": {
-        "name": "Claude Opus 4",
-        "release_date": "2025-05-22",
-        "last_updated": "2025-05-22",
-        "open_weights": False,
-        "max_input_tokens": 200000,
-        "max_output_tokens": 32000,
-        "text_inputs": True,
-        "image_inputs": True,
-        "audio_inputs": False,
-        "pdf_inputs": True,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": True,
-        "tool_calling": True,
-        "structured_output": False,
-        "attachment": True,
-        "temperature": True,
-        "tool_call_streaming": True,
-    },
     "anthropic/claude-opus-4.1": {
         "name": "Claude Opus 4.1 (latest)",
         "release_date": "2025-08-05",
@@ -494,7 +471,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "release_date": "2025-05-22",
         "last_updated": "2025-05-22",
         "open_weights": False,
-        "max_input_tokens": 1000000,
+        "max_input_tokens": 200000,
         "max_output_tokens": 64000,
         "text_inputs": True,
         "image_inputs": True,
@@ -1203,7 +1180,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "last_updated": "2026-08-22",
         "open_weights": True,
         "max_input_tokens": 1048576,
-        "max_output_tokens": 384000,
+        "max_output_tokens": 943718,
         "text_inputs": True,
         "image_inputs": False,
         "audio_inputs": False,
@@ -2223,28 +2200,6 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "temperature": True,
         "tool_call_streaming": True,
     },
-    "kwaipilot/kat-coder-pro-v2": {
-        "name": "KAT-Coder-Pro V2",
-        "release_date": "2026-03-27",
-        "last_updated": "2026-03-27",
-        "open_weights": False,
-        "max_input_tokens": 262144,
-        "max_output_tokens": 144000,
-        "text_inputs": True,
-        "image_inputs": False,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": False,
-        "tool_calling": True,
-        "structured_output": True,
-        "attachment": False,
-        "temperature": True,
-        "tool_call_streaming": True,
-    },
     "kwaipilot/kat-coder-pro-v2.5": {
         "name": "KAT-Coder-Pro V2.5",
         "release_date": "2026-07-10",
@@ -2339,7 +2294,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "last_updated": "2024-07-23",
         "open_weights": True,
         "max_input_tokens": 131072,
-        "max_output_tokens": 8192,
+        "max_output_tokens": 16384,
         "text_inputs": True,
         "image_inputs": False,
         "audio_inputs": False,
@@ -3470,6 +3425,28 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "temperature": True,
         "tool_call_streaming": True,
     },
+    "nex-agi/nex-n2.5-mini": {
+        "name": "Nex-N2.5-Mini",
+        "release_date": "2026-09-08",
+        "last_updated": "2026-09-08",
+        "open_weights": True,
+        "max_input_tokens": 262144,
+        "max_output_tokens": 235929,
+        "text_inputs": True,
+        "image_inputs": True,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": True,
+        "tool_calling": False,
+        "structured_output": True,
+        "attachment": True,
+        "temperature": True,
+        "tool_call_streaming": True,
+    },
     "nex-agi/nex-n2.5-mini:free": {
         "name": "Nex-N2.5-Mini (free)",
         "release_date": "2026-09-08",
@@ -3492,6 +3469,28 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "temperature": True,
         "tool_call_streaming": True,
     },
+    "nex-agi/nex-n2.5-pro": {
+        "name": "Nex-N2.5-Pro",
+        "release_date": "2026-09-08",
+        "last_updated": "2026-09-08",
+        "open_weights": True,
+        "max_input_tokens": 262144,
+        "max_output_tokens": 235929,
+        "text_inputs": True,
+        "image_inputs": True,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": True,
+        "tool_calling": True,
+        "structured_output": True,
+        "attachment": True,
+        "temperature": True,
+        "tool_call_streaming": True,
+    },
     "nex-agi/nex-n2.5-pro:free": {
         "name": "Nex-N2.5-Pro (free)",
         "release_date": "2026-09-08",
@@ -6007,7 +6006,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "last_updated": "2025-09",
         "open_weights": True,
         "max_input_tokens": 262144,
-        "max_output_tokens": 32768,
+        "max_output_tokens": 235929,
         "text_inputs": True,
         "image_inputs": False,
         "audio_inputs": False,
@@ -7461,6 +7460,29 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "temperature": True,
         "tool_call_streaming": True,
     },
+    "x-ai/grok-4.7": {
+        "name": "Grok 4.7",
+        "release_date": "2026-09-21",
+        "last_updated": "2026-09-21",
+        "open_weights": False,
+        "max_input_tokens": 500000,
+        "max_output_tokens": 450000,
+        "text_inputs": True,
+        "image_inputs": True,
+        "audio_inputs": False,
+        "pdf_inputs": True,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": True,
+        "tool_calling": True,
+        "structured_output": True,
+        "attachment": True,
+        "temperature": True,
+        "tool_call_streaming": True,
+    },
     "x-ai/grok-build-0.1": {
         "name": "Grok Build 0.1",
         "release_date": "2026-04-16",
@@ -7528,6 +7550,72 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "temperature": True,
         "tool_call_streaming": True,
     },
+    "xiaomi/mimo-v2.6-flash": {
+        "name": "MiMo-V2.6-Flash",
+        "release_date": "2026-09-22",
+        "last_updated": "2026-09-22",
+        "open_weights": False,
+        "max_input_tokens": 1048576,
+        "max_output_tokens": 131072,
+        "text_inputs": True,
+        "image_inputs": True,
+        "audio_inputs": True,
+        "video_inputs": True,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": True,
+        "tool_calling": True,
+        "structured_output": True,
+        "attachment": True,
+        "temperature": True,
+        "tool_call_streaming": True,
+    },
+    "xiaomi/mimo-v2.6-pro": {
+        "name": "MiMo-V2.6-Pro",
+        "release_date": "2026-09-22",
+        "last_updated": "2026-09-22",
+        "open_weights": False,
+        "max_input_tokens": 1048576,
+        "max_output_tokens": 131072,
+        "text_inputs": True,
+        "image_inputs": True,
+        "audio_inputs": True,
+        "video_inputs": True,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": True,
+        "tool_calling": True,
+        "structured_output": True,
+        "attachment": True,
+        "temperature": True,
+        "tool_call_streaming": True,
+    },
+    "xiaomi/mimo-v2.6-pro-ultraspeed": {
+        "name": "MiMo-V2.6-Pro-UltraSpeed",
+        "release_date": "2026-09-21",
+        "last_updated": "2026-09-21",
+        "open_weights": False,
+        "max_input_tokens": 1048576,
+        "max_output_tokens": 131072,
+        "text_inputs": True,
+        "image_inputs": True,
+        "audio_inputs": True,
+        "video_inputs": True,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": True,
+        "tool_calling": True,
+        "structured_output": True,
+        "attachment": True,
+        "temperature": True,
+        "tool_call_streaming": True,
+    },
     "z-ai/glm-4.5": {
         "name": "GLM-4.5",
         "release_date": "2025-07-28",
@@ -7820,7 +7908,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "last_updated": "2026-08-26",
         "open_weights": True,
         "max_input_tokens": 1310720,
-        "max_output_tokens": 131072,
+        "max_output_tokens": 943718,
         "text_inputs": True,
         "image_inputs": True,
         "audio_inputs": False,

libs/partners/xai/langchain_xai/data/_profiles.py

@@ -161,6 +161,29 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "temperature": True,
         "tool_call_streaming": True,
     },
+    "grok-4.7": {
+        "name": "Grok 4.7",
+        "release_date": "2026-09-21",
+        "last_updated": "2026-09-21",
+        "open_weights": False,
+        "max_input_tokens": 500000,
+        "max_output_tokens": 500000,
+        "text_inputs": True,
+        "image_inputs": True,
+        "audio_inputs": False,
+        "pdf_inputs": True,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": True,
+        "tool_calling": True,
+        "structured_output": True,
+        "attachment": True,
+        "temperature": True,
+        "tool_call_streaming": True,
+    },
     "grok-build-0.1": {
         "name": "Grok Build 0.1",
         "release_date": "2026-04-16",
@@ -206,6 +229,28 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "temperature": False,
         "tool_call_streaming": True,
     },
+    "grok-imagine-image-quality": {
+        "name": "Grok Imagine Image Quality",
+        "release_date": "2026-04-03",
+        "last_updated": "2026-04-03",
+        "open_weights": False,
+        "max_input_tokens": 16000,
+        "max_output_tokens": 0,
+        "text_inputs": True,
+        "image_inputs": True,
+        "audio_inputs": False,
+        "pdf_inputs": True,
+        "video_inputs": False,
+        "text_outputs": False,
+        "image_outputs": True,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": False,
+        "tool_calling": False,
+        "attachment": True,
+        "temperature": False,
+        "tool_call_streaming": True,
+    },
     "grok-imagine-video": {
         "name": "Grok Imagine Video",
         "release_date": "2026-01-28",