diff --git a/libs/partners/openai/langchain_openai/data/_profiles.py b/libs/partners/openai/langchain_openai/data/_profiles.py
index d4ea8b27508..48685f24edd 100644
--- a/libs/partners/openai/langchain_openai/data/_profiles.py
+++ b/libs/partners/openai/langchain_openai/data/_profiles.py
@@ -1065,6 +1065,32 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "tool_choice": True,
         "tool_call_streaming": True,
     },
+    "gpt-image-2": {
+        "name": "gpt-image-2",
+        "release_date": "2026-04-21",
+        "last_updated": "2026-04-21",
+        "open_weights": False,
+        "max_input_tokens": 0,
+        "max_output_tokens": 0,
+        "text_inputs": True,
+        "image_inputs": True,
+        "audio_inputs": False,
+        "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,
+        "image_url_inputs": True,
+        "pdf_inputs": True,
+        "pdf_tool_message": True,
+        "image_tool_message": True,
+        "tool_choice": True,
+        "tool_call_streaming": True,
+    },
     "o1": {
         "name": "o1",
         "release_date": "2024-12-05",
diff --git a/libs/partners/openrouter/langchain_openrouter/data/_profiles.py b/libs/partners/openrouter/langchain_openrouter/data/_profiles.py
index 2761fe1d7fc..8360cd55c3c 100644
--- a/libs/partners/openrouter/langchain_openrouter/data/_profiles.py
+++ b/libs/partners/openrouter/langchain_openrouter/data/_profiles.py
@@ -276,7 +276,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "video_outputs": False,
         "reasoning_output": False,
         "tool_calling": False,
-        "structured_output": False,
+        "structured_output": True,
         "attachment": False,
         "temperature": True,
         "tool_call_streaming": True,
@@ -839,7 +839,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "video_outputs": False,
         "reasoning_output": False,
         "tool_calling": False,
-        "structured_output": False,
+        "structured_output": True,
         "attachment": True,
         "temperature": True,
         "tool_call_streaming": True,
@@ -954,6 +954,28 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "temperature": True,
         "tool_call_streaming": True,
     },
+    "cohere/north-mini-code:free": {
+        "name": "North Mini Code (free)",
+        "release_date": "2026-06-17",
+        "last_updated": "2026-06-17",
+        "open_weights": True,
+        "max_input_tokens": 256000,
+        "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": False,
+        "attachment": False,
+        "temperature": True,
+        "tool_call_streaming": True,
+    },
     "deepcogito/cogito-v2.1-671b": {
         "name": "Cogito v2.1 671B",
         "release_date": "2025-11-13",
@@ -1269,7 +1291,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "last_updated": "2025-08-26",
         "open_weights": False,
         "max_input_tokens": 32768,
-        "max_output_tokens": 32768,
+        "max_output_tokens": 8192,
         "text_inputs": True,
         "image_inputs": True,
         "audio_inputs": False,
@@ -1406,7 +1428,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "last_updated": "2025-12-17",
         "open_weights": False,
         "max_input_tokens": 1048576,
-        "max_output_tokens": 65536,
+        "max_output_tokens": 65535,
         "text_inputs": True,
         "image_inputs": True,
         "audio_inputs": True,
@@ -1423,6 +1445,28 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "temperature": True,
         "tool_call_streaming": True,
     },
+    "google/gemini-3-pro-image": {
+        "name": "Nano Banana Pro (Gemini 3 Pro Image)",
+        "release_date": "2026-06-18",
+        "last_updated": "2026-06-18",
+        "open_weights": False,
+        "max_input_tokens": 65536,
+        "max_output_tokens": 32768,
+        "text_inputs": True,
+        "image_inputs": True,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": True,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": True,
+        "tool_calling": True,
+        "structured_output": True,
+        "attachment": True,
+        "temperature": True,
+        "tool_call_streaming": True,
+    },
     "google/gemini-3-pro-image-preview": {
         "name": "Nano Banana Pro",
         "release_date": "2025-11-20",
@@ -1445,6 +1489,28 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "temperature": True,
         "tool_call_streaming": True,
     },
+    "google/gemini-3.1-flash-image": {
+        "name": "Nano Banana 2 (Gemini 3.1 Flash Image)",
+        "release_date": "2026-06-18",
+        "last_updated": "2026-06-18",
+        "open_weights": False,
+        "max_input_tokens": 65536,
+        "max_output_tokens": 65536,
+        "text_inputs": True,
+        "image_inputs": True,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": True,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": True,
+        "tool_calling": False,
+        "structured_output": True,
+        "attachment": True,
+        "temperature": True,
+        "tool_call_streaming": True,
+    },
     "google/gemini-3.1-flash-image-preview": {
         "name": "Nano Banana 2",
         "release_date": "2026-02-26",
@@ -1687,7 +1753,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "video_outputs": False,
         "reasoning_output": False,
         "tool_calling": False,
-        "structured_output": False,
+        "structured_output": True,
         "attachment": False,
         "temperature": True,
         "tool_call_streaming": True,
@@ -1719,7 +1785,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "release_date": "2026-04-02",
         "last_updated": "2026-04-02",
         "open_weights": True,
-        "max_input_tokens": 262144,
+        "max_input_tokens": 131072,
         "max_output_tokens": 32768,
         "text_inputs": True,
         "image_inputs": True,
@@ -1764,7 +1830,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "last_updated": "2026-04-02",
         "open_weights": True,
         "max_input_tokens": 262144,
-        "max_output_tokens": 32768,
+        "max_output_tokens": 8192,
         "text_inputs": True,
         "image_inputs": True,
         "audio_inputs": False,
@@ -2083,7 +2149,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "video_outputs": False,
         "reasoning_output": False,
         "tool_calling": False,
-        "structured_output": False,
+        "structured_output": True,
         "attachment": False,
         "temperature": True,
         "tool_call_streaming": True,
@@ -2104,8 +2170,8 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "audio_outputs": False,
         "video_outputs": False,
         "reasoning_output": True,
-        "tool_calling": False,
-        "structured_output": False,
+        "tool_calling": True,
+        "structured_output": True,
         "attachment": False,
         "temperature": True,
         "tool_call_streaming": True,
@@ -2127,7 +2193,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "video_outputs": False,
         "reasoning_output": False,
         "tool_calling": False,
-        "structured_output": False,
+        "structured_output": True,
         "attachment": False,
         "temperature": True,
         "tool_call_streaming": True,
@@ -2171,7 +2237,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "video_outputs": False,
         "reasoning_output": False,
         "tool_calling": False,
-        "structured_output": False,
+        "structured_output": True,
         "attachment": False,
         "temperature": True,
         "tool_call_streaming": True,
@@ -3261,7 +3327,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "video_outputs": False,
         "reasoning_output": False,
         "tool_calling": False,
-        "structured_output": False,
+        "structured_output": True,
         "attachment": False,
         "temperature": True,
         "tool_call_streaming": True,
@@ -4777,7 +4843,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "last_updated": "2025-08-05",
         "open_weights": True,
         "max_input_tokens": 131072,
-        "max_output_tokens": 8192,
+        "max_output_tokens": 32768,
         "text_inputs": True,
         "image_inputs": False,
         "audio_inputs": False,
@@ -4810,7 +4876,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "video_outputs": False,
         "reasoning_output": True,
         "tool_calling": True,
-        "structured_output": False,
+        "structured_output": True,
         "attachment": False,
         "temperature": True,
         "tool_call_streaming": True,
@@ -5328,7 +5394,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "video_outputs": False,
         "reasoning_output": True,
         "tool_calling": True,
-        "structured_output": False,
+        "structured_output": True,
         "attachment": False,
         "temperature": True,
         "tool_call_streaming": True,
@@ -5350,7 +5416,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "video_outputs": False,
         "reasoning_output": True,
         "tool_calling": True,
-        "structured_output": False,
+        "structured_output": True,
         "attachment": False,
         "temperature": True,
         "tool_call_streaming": True,
@@ -5415,8 +5481,8 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "audio_outputs": False,
         "video_outputs": False,
         "reasoning_output": False,
-        "tool_calling": False,
-        "structured_output": False,
+        "tool_calling": True,
+        "structured_output": True,
         "attachment": False,
         "temperature": True,
         "tool_call_streaming": True,
@@ -5460,7 +5526,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "video_outputs": False,
         "reasoning_output": False,
         "tool_calling": True,
-        "structured_output": False,
+        "structured_output": True,
         "attachment": False,
         "temperature": True,
         "tool_call_streaming": True,
@@ -5878,7 +5944,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "video_outputs": False,
         "reasoning_output": False,
         "tool_calling": True,
-        "structured_output": False,
+        "structured_output": True,
         "attachment": False,
         "temperature": True,
         "tool_call_streaming": True,
@@ -6010,7 +6076,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "video_outputs": False,
         "reasoning_output": True,
         "tool_calling": True,
-        "structured_output": False,
+        "structured_output": True,
         "attachment": True,
         "temperature": True,
         "tool_call_streaming": True,
@@ -6076,7 +6142,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "video_outputs": False,
         "reasoning_output": False,
         "tool_calling": True,
-        "structured_output": False,
+        "structured_output": True,
         "attachment": True,
         "temperature": True,
         "tool_call_streaming": True,
@@ -6582,7 +6648,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "video_outputs": False,
         "reasoning_output": False,
         "tool_calling": False,
-        "structured_output": False,
+        "structured_output": True,
         "attachment": False,
         "temperature": True,
         "tool_call_streaming": True,
@@ -6758,7 +6824,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "video_outputs": False,
         "reasoning_output": False,
         "tool_calling": False,
-        "structured_output": False,
+        "structured_output": True,
         "attachment": False,
         "temperature": True,
         "tool_call_streaming": True,
@@ -6802,7 +6868,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "video_outputs": False,
         "reasoning_output": False,
         "tool_calling": False,
-        "structured_output": False,
+        "structured_output": True,
         "attachment": False,
         "temperature": True,
         "tool_call_streaming": True,
@@ -6985,28 +7051,6 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "temperature": True,
         "tool_call_streaming": True,
     },
-    "xiaomi/mimo-v2-flash": {
-        "name": "MiMo-V2-Flash",
-        "release_date": "2025-12-16",
-        "last_updated": "2026-02-04",
-        "open_weights": True,
-        "max_input_tokens": 262144,
-        "max_output_tokens": 65536,
-        "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": False,
-        "attachment": False,
-        "temperature": True,
-        "tool_call_streaming": True,
-    },
     "xiaomi/mimo-v2.5": {
         "name": "MiMo-V2.5",
         "release_date": "2026-04-22",
@@ -7207,8 +7251,8 @@ _PROFILES: dict[str, dict[str, Any]] = {
     },
     "z-ai/glm-5": {
         "name": "GLM-5",
-        "release_date": "2026-02-11",
-        "last_updated": "2026-02-11",
+        "release_date": "2026-02-12",
+        "last_updated": "2026-02-12",
         "open_weights": True,
         "max_input_tokens": 202752,
         "max_output_tokens": 16384,
@@ -7251,8 +7295,8 @@ _PROFILES: dict[str, dict[str, Any]] = {
     },
     "z-ai/glm-5.1": {
         "name": "GLM-5.1",
-        "release_date": "2026-03-27",
-        "last_updated": "2026-03-27",
+        "release_date": "2026-04-07",
+        "last_updated": "2026-04-07",
         "open_weights": True,
         "max_input_tokens": 202752,
         "max_output_tokens": 131072,