refs(py): clean up/standardize integration callouts

reference/python/docs/integrations/langchain_anthropic/AnthropicLLM.md

@@ -5,8 +5,6 @@ title: AnthropicLLM (Legacy LLM)
 # :simple-claude:{ .lg .middle } `AnthropicLLM` (Legacy LLM)
 
 !!! warning "Reference docs"
-    This page contains **reference documentation** for the legacy `AnthropicLLM` LLM. See
-    [the docs](https://docs.langchain.com/oss/python/integrations/llms/anthropic)
-    for conceptual guides, tutorials, and examples on using `AnthropicLLM`.
+    This page contains **reference documentation** for the legacy `AnthropicLLM` LLM. See [the docs](https://docs.langchain.com/oss/python/integrations/llms/anthropic) for conceptual guides, tutorials, and examples on using `AnthropicLLM`.
 
 ::: langchain_anthropic.llms.AnthropicLLM

reference/python/docs/integrations/langchain_anthropic/ChatAnthropic.md

@@ -5,8 +5,6 @@ title: ChatAnthropic
 # :simple-claude:{ .lg .middle } `ChatAnthropic`
 
 !!! warning "Reference docs"
-    This page contains **reference documentation** for `ChatAnthropic`. See
-    [the docs](https://docs.langchain.com/oss/python/integrations/chat/anthropic)
-    for conceptual guides, tutorials, and examples on using `ChatAnthropic`.
+    This page contains **reference documentation** for `ChatAnthropic`. See [the docs](https://docs.langchain.com/oss/python/integrations/chat/anthropic) for conceptual guides, tutorials, and examples on using `ChatAnthropic`.
 
 ::: langchain_anthropic.chat_models.ChatAnthropic

reference/python/docs/integrations/langchain_astradb.md

@@ -8,4 +8,7 @@ title: AstraDB
 [![PyPI - License](https://img.shields.io/pypi/l/langchain-astradb)](https://opensource.org/licenses/MIT)
 [![PyPI - Downloads](https://img.shields.io/pepy/dt/langchain-astradb)](https://pypistats.org/packages/langchain-astradb)
 
+!!! warning "Reference docs"
+    This page contains **reference documentation** for AstraDB. See [the docs](https://docs.langchain.com/oss/python/integrations/providers/astradb) for conceptual guides, tutorials, and examples on using AstraDB.
+
 ::: langchain_astradb

reference/python/docs/integrations/langchain_aws.md

@@ -11,4 +11,7 @@ title: AWS
 !!! note
     This package ref has not yet been fully migrated to v1.
 
+!!! warning "Reference docs"
+    This page contains **reference documentation** for AWS. See [the docs](https://docs.langchain.com/oss/python/integrations/providers/aws) for conceptual guides, tutorials, and examples on using AWS modules.
+
 ::: langchain_aws

reference/python/docs/integrations/langchain_azure_ai/index.md

@@ -8,6 +8,9 @@ title: Azure AI
 [![PyPI - License](https://img.shields.io/pypi/l/langchain-azure-ai)](https://opensource.org/licenses/MIT)
 [![PyPI - Downloads](https://img.shields.io/pepy/dt/langchain-azure-ai)](https://pypistats.org/packages/langchain-azure-ai)
 
+!!! warning "Reference docs"
+    This page contains **reference documentation** for `Azure AI`. See [the docs](https://docs.langchain.com/oss/python/integrations/providers/microsoft) for conceptual guides, tutorials, and examples on using `Azure AI`.
+
 ::: langchain_azure_ai.agents
 ::: langchain_azure_ai.callbacks.tracers
 ::: langchain_azure_ai.chat_message_histories

reference/python/docs/integrations/langchain_azure_dynamic_sessions/index.md

@@ -11,4 +11,7 @@ title: Azure Dynamic Sessions
 !!! note
     This package ref has not yet been migrated to v1. It will be updated pending the release of `langchain-azure-dynamic-sessions` v1.0.
 
+<!-- !!! warning "Reference docs"
+    This page contains **reference documentation** for `Azure AI`. See [the docs](https://docs.langchain.com/oss/python/integrations/providers/microsoft) for conceptual guides, tutorials, and examples on using `Azure AI`. -->
+
 <!-- ::: langchain_azure_dynamic_sessions -->

reference/python/docs/integrations/langchain_azure_storage/index.md

@@ -8,4 +8,7 @@ title: Azure Storage
 [![PyPI - License](https://img.shields.io/pypi/l/langchain-azure-storage)](https://opensource.org/licenses/MIT)
 [![PyPI - Downloads](https://img.shields.io/pepy/dt/langchain-azure-storage)](https://pypistats.org/packages/langchain-azure-storage)
 
+!!! warning "Reference docs"
+    This page contains **reference documentation** for `Azure Storage`. See [the docs](https://docs.langchain.com/oss/python/integrations/providers/microsoft) for conceptual guides, tutorials, and examples on using `Azure Storage`.
+
 ::: langchain_azure_storage.document_loaders

reference/python/docs/integrations/langchain_chroma.md

@@ -8,7 +8,7 @@ title: Chroma
 [![PyPI - License](https://img.shields.io/pypi/l/langchain-chroma)](https://opensource.org/licenses/MIT)
 [![PyPI - Downloads](https://img.shields.io/pepy/dt/langchain-chroma)](https://pypistats.org/packages/langchain-chroma)
 
-!!! note
-    This package ref has not yet been fully migrated to v1.
+!!! warning "Reference docs"
+    This page contains **reference documentation** for Chroma. See [the docs](https://docs.langchain.com/oss/python/integrations/providers/chroma) for conceptual guides, tutorials, and examples on using Chroma modules.
 
 ::: langchain_chroma

reference/python/docs/integrations/langchain_cohere.md

@@ -8,4 +8,7 @@ title: Cohere
 [![PyPI - License](https://img.shields.io/pypi/l/langchain-cohere)](https://opensource.org/licenses/MIT)
 [![PyPI - Downloads](https://img.shields.io/pepy/dt/langchain-cohere)](https://pypistats.org/packages/langchain-cohere)
 
+!!! warning "Reference docs"
+    This page contains **reference documentation** for Cohere. See [the docs](https://docs.langchain.com/oss/python/integrations/providers/cohere) for conceptual guides, tutorials, and examples on using Cohere modules.
+
 ::: langchain_cohere

reference/python/docs/integrations/langchain_db2.md

@@ -8,4 +8,7 @@ title: Db2
 [![PyPI - License](https://img.shields.io/pypi/l/langchain-db2)](https://opensource.org/licenses/MIT)
 [![PyPI - Downloads](https://img.shields.io/pepy/dt/langchain-db2)](https://pypistats.org/packages/langchain-db2)
 
+!!! warning "Reference docs"
+    This page contains **reference documentation** for IBM DB2. See [the docs](https://docs.langchain.com/oss/python/integrations/providers/ibm#db2) for conceptual guides, tutorials, and examples on using DB2 modules.
+
 ::: langchain_db2

reference/python/docs/integrations/langchain_deepseek.md

@@ -8,7 +8,7 @@ title: DeepSeek
 [![PyPI - License](https://img.shields.io/pypi/l/langchain-deepseek)](https://opensource.org/licenses/MIT)
 [![PyPI - Downloads](https://img.shields.io/pepy/dt/langchain-deepseek)](https://pypistats.org/packages/langchain-deepseek)
 
-!!! note
-    This package ref has not yet been fully migrated to v1.
+!!! warning "Reference docs"
+    This page contains **reference documentation** for DeepSeek. See [the docs](https://docs.langchain.com/oss/python/integrations/chat/deepseek) for conceptual guides, tutorials, and examples on using `ChatDeepSeek`.
 
 ::: langchain_deepseek

reference/python/docs/integrations/langchain_exa.md

@@ -8,7 +8,7 @@ title: Exa
 [![PyPI - License](https://img.shields.io/pypi/l/langchain-exa)](https://opensource.org/licenses/MIT)
 [![PyPI - Downloads](https://img.shields.io/pepy/dt/langchain-exa)](https://pypistats.org/packages/langchain-exa)
 
-!!! note
-    This package ref has not yet been fully migrated to v1.
+!!! warning "Reference docs"
+    This page contains **reference documentation** for Exa. See [the docs](https://docs.langchain.com/oss/python/integrations/providers/exa_search) for conceptual guides, tutorials, and examples on using Exa modules.
 
 ::: langchain_exa

reference/python/docs/integrations/langchain_fireworks.md

@@ -8,7 +8,7 @@ title: Fireworks
 [![PyPI - License](https://img.shields.io/pypi/l/langchain-fireworks)](https://opensource.org/licenses/MIT)
 [![PyPI - Downloads](https://img.shields.io/pepy/dt/langchain-fireworks)](https://pypistats.org/packages/langchain-fireworks)
 
-!!! note
-    This package ref has not yet been fully migrated to v1.
+!!! warning "Reference docs"
+    This page contains **reference documentation** for Fireworks. See [the docs](https://docs.langchain.com/oss/python/integrations/providers/fireworks) for conceptual guides, tutorials, and examples on using Fireworks modules.
 
 ::: langchain_fireworks

reference/python/docs/integrations/langchain_google_community.md

@@ -8,7 +8,7 @@ title: Google (Community)
 [![PyPI - License](https://img.shields.io/pypi/l/langchain-google-community)](https://opensource.org/licenses/MIT)
 [![PyPI - Downloads](https://img.shields.io/pepy/dt/langchain-google-community)](https://pypistats.org/packages/langchain-google-community)
 
-!!! note
-    This package ref has not yet been fully migrated to v1.
+!!! warning "Reference docs"
+    This page contains **reference documentation** for Google Community. See [the docs](https://docs.langchain.com/oss/python/integrations/providers/google) for conceptual guides, tutorials, and examples on using Google Community modules.
 
 ::: langchain_google_community

reference/python/docs/integrations/langchain_google_genai.md

@@ -8,7 +8,7 @@ title: Google (GenAI)
 [![PyPI - License](https://img.shields.io/pypi/l/langchain-google-genai)](https://opensource.org/licenses/MIT)
 [![PyPI - Downloads](https://img.shields.io/pepy/dt/langchain-google-genai)](https://pypistats.org/packages/langchain-google-genai)
 
-!!! note
-    This package ref has not yet been fully migrated to v1.
+!!! warning "Reference docs"
+    This page contains **reference documentation** for Google GenAI. See [the docs](https://docs.langchain.com/oss/python/integrations/providers/google) for conceptual guides, tutorials, and examples on using Google GenAI modules.
 
 ::: langchain_google_genai

reference/python/docs/integrations/langchain_google_vertexai.md

@@ -8,7 +8,7 @@ title: Google (VertexAI)
 [![PyPI - License](https://img.shields.io/pypi/l/langchain-google-vertexai)](https://opensource.org/licenses/MIT)
 [![PyPI - Downloads](https://img.shields.io/pepy/dt/langchain-google-vertexai)](https://pypistats.org/packages/langchain-google-vertexai)
 
-!!! note
-    This package ref has not yet been fully migrated to v1.
+!!! warning "Reference docs"
+    This page contains **reference documentation** for Google VertexAI. See [the docs](https://docs.langchain.com/oss/python/integrations/providers/google) for conceptual guides, tutorials, and examples on using Google VertexAI modules.
 
 ::: langchain_google_vertexai

reference/python/docs/integrations/langchain_groq.md

@@ -8,7 +8,7 @@ title: Groq
 [![PyPI - License](https://img.shields.io/pypi/l/langchain-groq)](https://opensource.org/licenses/MIT)
 [![PyPI - Downloads](https://img.shields.io/pepy/dt/langchain-groq)](https://pypistats.org/packages/langchain-groq)
 
-!!! note
-    This package ref has not yet been fully migrated to v1.
+!!! warning "Reference docs"
+    This page contains **reference documentation** for Groq. See [the docs](https://docs.langchain.com/oss/python/integrations/providers/groq) for conceptual guides, tutorials, and examples on using Groq modules.
 
 ::: langchain_groq

reference/python/docs/integrations/langchain_huggingface.md

@@ -8,7 +8,7 @@ title: HuggingFace
 [![PyPI - License](https://img.shields.io/pypi/l/langchain-huggingface)](https://opensource.org/licenses/MIT)
 [![PyPI - Downloads](https://img.shields.io/pepy/dt/langchain-huggingface)](https://pypistats.org/packages/langchain-huggingface)
 
-!!! note
-    This package ref has not yet been fully migrated to v1.
+!!! warning "Reference docs"
+    This page contains **reference documentation** for Hugging Face. See [the docs](https://docs.langchain.com/oss/python/integrations/providers/huggingface) for conceptual guides, tutorials, and examples on using Hugging Face modules.
 
 ::: langchain_huggingface

reference/python/docs/integrations/langchain_ibm/ChatWatsonx.md

@@ -5,8 +5,6 @@ title: ChatWatsonx
 # `ChatWatsonx`
 
 !!! warning "Reference docs"
-    This page contains **reference documentation** for `ChatWatsonx`. See
-    [the docs](https://docs.langchain.com/oss/python/integrations/chat/ibm_watsonx)
-    for conceptual guides, tutorials, and examples on using `ChatWatsonx`.
+    This page contains **reference documentation** for `ChatWatsonx`. See [the docs](https://docs.langchain.com/oss/python/integrations/chat/ibm_watsonx) for conceptual guides, tutorials, and examples on using `ChatWatsonx`.
 
 ::: langchain_ibm.chat_models.ChatWatsonx

reference/python/docs/integrations/langchain_ibm/WatsonxEmbeddings.md

@@ -5,8 +5,6 @@ title: WatsonxEmbeddings
 # `WatsonxEmbeddings`
 
 !!! warning "Reference docs"
-    This page contains **reference documentation** for `WatsonxEmbeddings`. See
-    [the docs](https://docs.langchain.com/oss/python/integrations/text_embedding/ibm_watsonx)
-    for conceptual guides, tutorials, and examples on using `WatsonxEmbeddings`.
+    This page contains **reference documentation** for `WatsonxEmbeddings`. See [the docs](https://docs.langchain.com/oss/python/integrations/text_embedding/ibm_watsonx) for conceptual guides, tutorials, and examples on using `WatsonxEmbeddings`.
 
 ::: langchain_ibm.embeddings.WatsonxEmbeddings

reference/python/docs/integrations/langchain_ibm/WatsonxLLM.md

@@ -5,8 +5,6 @@ title: WatsonxLLM
 # `WatsonxLLM`
 
 !!! warning "Reference docs"
-    This page contains **reference documentation** for `WatsonxLLM`. See
-    [the docs](https://docs.langchain.com/oss/python/integrations/llms/ibm_watsonx)
-    for conceptual guides, tutorials, and examples on using `WatsonxLLM`.
+    This page contains **reference documentation** for `WatsonxLLM`. See [the docs](https://docs.langchain.com/oss/python/integrations/llms/ibm_watsonx) for conceptual guides, tutorials, and examples on using `WatsonxLLM`.
 
 ::: langchain_ibm.llms.WatsonxLLM

reference/python/docs/integrations/langchain_ibm/WatsonxRerank.md

@@ -5,8 +5,6 @@ title: WatsonxRerank
 # `WatsonxRerank`
 
 !!! warning "Reference docs"
-    This page contains **reference documentation** for `WatsonxRerank`. See
-    [the docs](https://docs.langchain.com/oss/python/integrations/retrievers/ibm_watsonx_ranker)
-    for conceptual guides, tutorials, and examples on using `WatsonxRerank`.
+    This page contains **reference documentation** for `WatsonxRerank`. See [the docs](https://docs.langchain.com/oss/python/integrations/retrievers/ibm_watsonx_ranker) for conceptual guides, tutorials, and examples on using `WatsonxRerank`.
 
 ::: langchain_ibm.rerank.WatsonxRerank

reference/python/docs/integrations/langchain_ibm/WatsonxToolkit.md

@@ -5,8 +5,6 @@ title: WatsonxToolkit
 # `WatsonxToolkit`
 
 !!! warning "Reference docs"
-    This page contains **reference documentation** for `WatsonxToolkit`. See
-    [the docs](https://docs.langchain.com/oss/python/integrations/tools/ibm_watsonx)
-    for conceptual guides, tutorials, and examples on using `WatsonxToolkit`.
+    This page contains **reference documentation** for `WatsonxToolkit`. See [the docs](https://docs.langchain.com/oss/python/integrations/tools/ibm_watsonx) for conceptual guides, tutorials, and examples on using `WatsonxToolkit`.
 
 ::: langchain_ibm.agent_toolkits.utility.toolkit.WatsonxToolkit

reference/python/docs/integrations/langchain_milvus.md

@@ -8,4 +8,7 @@ title: Milvus
 [![PyPI - License](https://img.shields.io/pypi/l/langchain-milvus)](https://opensource.org/licenses/MIT)
 [![PyPI - Downloads](https://img.shields.io/pepy/dt/langchain-milvus)](https://pypistats.org/packages/langchain-milvus)
 
+!!! warning "Reference docs"
+    This page contains **reference documentation** for Milvus. See [the docs](https://docs.langchain.com/oss/python/integrations/providers/milvus) for conceptual guides, tutorials, and examples on using Milvus modules.
+
 ::: langchain_milvus

reference/python/docs/integrations/langchain_mistralai.md

@@ -8,7 +8,7 @@ title: MistralAI
 [![PyPI - License](https://img.shields.io/pypi/l/langchain-mistralai)](https://opensource.org/licenses/MIT)
 [![PyPI - Downloads](https://img.shields.io/pepy/dt/langchain-mistralai)](https://pypistats.org/packages/langchain-mistralai)
 
-!!! note
-    This package ref has not yet been fully migrated to v1.
+!!! warning "Reference docs"
+    This page contains **reference documentation** for Mistral AI. See [the docs](https://docs.langchain.com/oss/python/integrations/providers/mistralai) for conceptual guides, tutorials, and examples on using Mistral AI modules.
 
 ::: langchain_mistralai

reference/python/docs/integrations/langchain_neo4j.md

@@ -8,4 +8,7 @@ title: Neo4J
 [![PyPI - License](https://img.shields.io/pypi/l/langchain-neo4j)](https://opensource.org/licenses/MIT)
 [![PyPI - Downloads](https://img.shields.io/pepy/dt/langchain-neo4j)](https://pypistats.org/packages/langchain-neo4j)
 
+!!! warning "Reference docs"
+    This page contains **reference documentation** for Neo4j. See [the docs](https://docs.langchain.com/oss/python/integrations/providers/neo4j) for conceptual guides, tutorials, and examples on using Neo4j modules.
+
 ::: langchain_neo4j

reference/python/docs/integrations/langchain_nomic.md

@@ -8,4 +8,7 @@ title: Nomic
 [![PyPI - License](https://img.shields.io/pypi/l/langchain-nomic)](https://opensource.org/licenses/MIT)
 [![PyPI - Downloads](https://img.shields.io/pepy/dt/langchain-nomic)](https://pypistats.org/packages/langchain-nomic)
 
+!!! warning "Reference docs"
+    This page contains **reference documentation** for Nomic. See [the docs](https://docs.langchain.com/oss/python/integrations/providers/nomic) for conceptual guides, tutorials, and examples on using Nomic modules.
+
 ::: langchain_nomic

reference/python/docs/integrations/langchain_ollama.md

@@ -8,7 +8,7 @@ title: Ollama
 [![PyPI - License](https://img.shields.io/pypi/l/langchain-ollama)](https://opensource.org/licenses/MIT)
 [![PyPI - Downloads](https://img.shields.io/pepy/dt/langchain-ollama)](https://pypistats.org/packages/langchain-ollama)
 
-!!! note
-    This package ref has not yet been fully migrated to v1.
+!!! warning "Reference docs"
+    This page contains **reference documentation** for Ollama. See [the docs](https://docs.langchain.com/oss/python/integrations/providers/ollama) for conceptual guides, tutorials, and examples on using Ollama modules.
 
 ::: langchain_ollama

reference/python/docs/integrations/langchain_openai/AzureChatOpenAI.md

@@ -5,8 +5,6 @@ title: AzureChatOpenAI
 # :material-microsoft-azure:{ .lg .middle } `AzureChatOpenAI`
 
 !!! warning "Reference docs"
-    This page contains **reference documentation** for `AzureChatOpenAI`. See
-    [the docs](https://docs.langchain.com/oss/python/integrations/chat/azure_chat_openai)
-    for conceptual guides, tutorials, and examples on using `AzureChatOpenAI`.
+    This page contains **reference documentation** for `AzureChatOpenAI`. See [the docs](https://docs.langchain.com/oss/python/integrations/chat/azure_chat_openai) for conceptual guides, tutorials, and examples on using `AzureChatOpenAI`.
 
 ::: langchain_openai.chat_models.AzureChatOpenAI

reference/python/docs/integrations/langchain_openai/AzureOpenAI.md

@@ -5,8 +5,6 @@ title: AzureOpenAI (Legacy LLM)
 # :material-microsoft-azure:{ .lg .middle } `AzureOpenAI` (Legacy LLM)
 
 !!! warning "Reference docs"
-    This page contains **reference documentation** for the legacy `AzureOpenAI` LLM. See
-    [the docs](https://docs.langchain.com/oss/python/integrations/llms/azure_openai)
-    for conceptual guides, tutorials, and examples on using `AzureOpenAI`.
+    This page contains **reference documentation** for the legacy `AzureOpenAI` LLM. See [the docs](https://docs.langchain.com/oss/python/integrations/llms/azure_openai) for conceptual guides, tutorials, and examples on using `AzureOpenAI`.
 
 ::: langchain_openai.llms.AzureOpenAI

reference/python/docs/integrations/langchain_openai/AzureOpenAIEmbeddings.md

@@ -5,8 +5,6 @@ title: AzureOpenAIEmbeddings
 # :material-microsoft-azure:{ .lg .middle } `AzureOpenAIEmbeddings`
 
 !!! warning "Reference docs"
-    This page contains **reference documentation** for `AzureOpenAIEmbeddings`. See
-    [the docs](https://docs.langchain.com/oss/python/integrations/text_embedding/azure_openai)
-    for conceptual guides, tutorials, and examples on using `AzureOpenAIEmbeddings`.
+    This page contains **reference documentation** for `AzureOpenAIEmbeddings`. See [the docs](https://docs.langchain.com/oss/python/integrations/text_embedding/azure_openai) for conceptual guides, tutorials, and examples on using `AzureOpenAIEmbeddings`.
 
 ::: langchain_openai.embeddings.AzureOpenAIEmbeddings

reference/python/docs/integrations/langchain_openai/ChatOpenAI.md

@@ -5,8 +5,6 @@ title: ChatOpenAI
 # :fontawesome-brands-openai:{ .lg .middle } `ChatOpenAI`
 
 !!! warning "Reference docs"
-    This page contains **reference documentation** for `ChatOpenAI`. See
-    [the docs](https://docs.langchain.com/oss/python/integrations/chat/openai)
-    for conceptual guides, tutorials, and examples on using `ChatOpenAI`.
+    This page contains **reference documentation** for `ChatOpenAI`. See [the docs](https://docs.langchain.com/oss/python/integrations/chat/openai) for conceptual guides, tutorials, and examples on using `ChatOpenAI`.
 
 ::: langchain_openai.chat_models.ChatOpenAI

reference/python/docs/integrations/langchain_openai/OpenAI.md

@@ -5,8 +5,6 @@ title: OpenAI (Legacy LLM)
 # :fontawesome-brands-openai:{ .lg .middle } `OpenAI` (Legacy LLM)
 
 !!! warning "Reference docs"
-    This page contains **reference documentation** for the legacy `OpenAI` LLM. See
-    [the docs](https://docs.langchain.com/oss/python/integrations/llms/openai)
-    for conceptual guides, tutorials, and examples on using `OpenAI`.
+    This page contains **reference documentation** for the legacy `OpenAI` LLM. See [the docs](https://docs.langchain.com/oss/python/integrations/llms/openai) for conceptual guides, tutorials, and examples on using `OpenAI`.
 
 ::: langchain_openai.llms.OpenAI