diff --git a/reference/python/docs/integrations/langchain_anthropic/AnthropicLLM.md b/reference/python/docs/integrations/langchain_anthropic/AnthropicLLM.md
index b7240c7fa8..bdd1323e16 100644
--- a/reference/python/docs/integrations/langchain_anthropic/AnthropicLLM.md
+++ b/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
diff --git a/reference/python/docs/integrations/langchain_anthropic/ChatAnthropic.md b/reference/python/docs/integrations/langchain_anthropic/ChatAnthropic.md
index 9143008ae9..b9748973f0 100644
--- a/reference/python/docs/integrations/langchain_anthropic/ChatAnthropic.md
+++ b/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
diff --git a/reference/python/docs/integrations/langchain_astradb.md b/reference/python/docs/integrations/langchain_astradb.md
index d6086bd650..490d672020 100644
--- a/reference/python/docs/integrations/langchain_astradb.md
+++ b/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
diff --git a/reference/python/docs/integrations/langchain_aws.md b/reference/python/docs/integrations/langchain_aws.md
index 16c6499d49..a73fdb0fae 100644
--- a/reference/python/docs/integrations/langchain_aws.md
+++ b/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
diff --git a/reference/python/docs/integrations/langchain_azure_ai/index.md b/reference/python/docs/integrations/langchain_azure_ai/index.md
index 5e748e9ba7..8fcdb82df9 100644
--- a/reference/python/docs/integrations/langchain_azure_ai/index.md
+++ b/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
diff --git a/reference/python/docs/integrations/langchain_azure_dynamic_sessions/index.md b/reference/python/docs/integrations/langchain_azure_dynamic_sessions/index.md
index 04499127d0..f932c51931 100644
--- a/reference/python/docs/integrations/langchain_azure_dynamic_sessions/index.md
+++ b/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 -->
diff --git a/reference/python/docs/integrations/langchain_azure_storage/index.md b/reference/python/docs/integrations/langchain_azure_storage/index.md
index 1c9338dc75..3f9032e5ef 100644
--- a/reference/python/docs/integrations/langchain_azure_storage/index.md
+++ b/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
diff --git a/reference/python/docs/integrations/langchain_chroma.md b/reference/python/docs/integrations/langchain_chroma.md
index 977f15c7f3..6fdba59730 100644
--- a/reference/python/docs/integrations/langchain_chroma.md
+++ b/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
diff --git a/reference/python/docs/integrations/langchain_cohere.md b/reference/python/docs/integrations/langchain_cohere.md
index 66cb28b921..241a16a21c 100644
--- a/reference/python/docs/integrations/langchain_cohere.md
+++ b/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
diff --git a/reference/python/docs/integrations/langchain_db2.md b/reference/python/docs/integrations/langchain_db2.md
index 5f1b6b8c19..237f7ad2d8 100644
--- a/reference/python/docs/integrations/langchain_db2.md
+++ b/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
diff --git a/reference/python/docs/integrations/langchain_deepseek.md b/reference/python/docs/integrations/langchain_deepseek.md
index 2ea81ad640..3f2f0dd529 100644
--- a/reference/python/docs/integrations/langchain_deepseek.md
+++ b/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
diff --git a/reference/python/docs/integrations/langchain_exa.md b/reference/python/docs/integrations/langchain_exa.md
index f81b586e84..101fdccc5e 100644
--- a/reference/python/docs/integrations/langchain_exa.md
+++ b/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
diff --git a/reference/python/docs/integrations/langchain_fireworks.md b/reference/python/docs/integrations/langchain_fireworks.md
index 24d6b5a6df..f1edf21927 100644
--- a/reference/python/docs/integrations/langchain_fireworks.md
+++ b/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
diff --git a/reference/python/docs/integrations/langchain_google_community.md b/reference/python/docs/integrations/langchain_google_community.md
index 4f4e31b5c7..9904185ebd 100644
--- a/reference/python/docs/integrations/langchain_google_community.md
+++ b/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
diff --git a/reference/python/docs/integrations/langchain_google_genai.md b/reference/python/docs/integrations/langchain_google_genai.md
index 06350935e7..e63c9eefc0 100644
--- a/reference/python/docs/integrations/langchain_google_genai.md
+++ b/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
diff --git a/reference/python/docs/integrations/langchain_google_vertexai.md b/reference/python/docs/integrations/langchain_google_vertexai.md
index ee01dcf019..bf24388b89 100644
--- a/reference/python/docs/integrations/langchain_google_vertexai.md
+++ b/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
diff --git a/reference/python/docs/integrations/langchain_groq.md b/reference/python/docs/integrations/langchain_groq.md
index 25edaf79e2..6b4efb2654 100644
--- a/reference/python/docs/integrations/langchain_groq.md
+++ b/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
diff --git a/reference/python/docs/integrations/langchain_huggingface.md b/reference/python/docs/integrations/langchain_huggingface.md
index e883c01135..c754d815fb 100644
--- a/reference/python/docs/integrations/langchain_huggingface.md
+++ b/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
diff --git a/reference/python/docs/integrations/langchain_ibm/ChatWatsonx.md b/reference/python/docs/integrations/langchain_ibm/ChatWatsonx.md
index 256a357ca0..717d98278e 100644
--- a/reference/python/docs/integrations/langchain_ibm/ChatWatsonx.md
+++ b/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
diff --git a/reference/python/docs/integrations/langchain_ibm/WatsonxEmbeddings.md b/reference/python/docs/integrations/langchain_ibm/WatsonxEmbeddings.md
index 52d15e766a..58a7ee8a47 100644
--- a/reference/python/docs/integrations/langchain_ibm/WatsonxEmbeddings.md
+++ b/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
diff --git a/reference/python/docs/integrations/langchain_ibm/WatsonxLLM.md b/reference/python/docs/integrations/langchain_ibm/WatsonxLLM.md
index eac83bf8ae..9858e9144c 100644
--- a/reference/python/docs/integrations/langchain_ibm/WatsonxLLM.md
+++ b/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
diff --git a/reference/python/docs/integrations/langchain_ibm/WatsonxRerank.md b/reference/python/docs/integrations/langchain_ibm/WatsonxRerank.md
index ef80c8718e..94216e0934 100644
--- a/reference/python/docs/integrations/langchain_ibm/WatsonxRerank.md
+++ b/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
diff --git a/reference/python/docs/integrations/langchain_ibm/WatsonxToolkit.md b/reference/python/docs/integrations/langchain_ibm/WatsonxToolkit.md
index 370d51bcc3..82f19c566e 100644
--- a/reference/python/docs/integrations/langchain_ibm/WatsonxToolkit.md
+++ b/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
diff --git a/reference/python/docs/integrations/langchain_milvus.md b/reference/python/docs/integrations/langchain_milvus.md
index b46e8fbc76..29aa22c4e1 100644
--- a/reference/python/docs/integrations/langchain_milvus.md
+++ b/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
diff --git a/reference/python/docs/integrations/langchain_mistralai.md b/reference/python/docs/integrations/langchain_mistralai.md
index e03ba94766..5e1222f3e4 100644
--- a/reference/python/docs/integrations/langchain_mistralai.md
+++ b/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
diff --git a/reference/python/docs/integrations/langchain_neo4j.md b/reference/python/docs/integrations/langchain_neo4j.md
index c09e0b91ca..3016c2579f 100644
--- a/reference/python/docs/integrations/langchain_neo4j.md
+++ b/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
diff --git a/reference/python/docs/integrations/langchain_nomic.md b/reference/python/docs/integrations/langchain_nomic.md
index b567a46b5c..9c0cfec6d2 100644
--- a/reference/python/docs/integrations/langchain_nomic.md
+++ b/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
diff --git a/reference/python/docs/integrations/langchain_ollama.md b/reference/python/docs/integrations/langchain_ollama.md
index 2c2f07920f..200ef370a2 100644
--- a/reference/python/docs/integrations/langchain_ollama.md
+++ b/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
diff --git a/reference/python/docs/integrations/langchain_openai/AzureChatOpenAI.md b/reference/python/docs/integrations/langchain_openai/AzureChatOpenAI.md
index df9831b1dc..0540851882 100644
--- a/reference/python/docs/integrations/langchain_openai/AzureChatOpenAI.md
+++ b/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
diff --git a/reference/python/docs/integrations/langchain_openai/AzureOpenAI.md b/reference/python/docs/integrations/langchain_openai/AzureOpenAI.md
index bb8d06f988..eca276fb15 100644
--- a/reference/python/docs/integrations/langchain_openai/AzureOpenAI.md
+++ b/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
diff --git a/reference/python/docs/integrations/langchain_openai/AzureOpenAIEmbeddings.md b/reference/python/docs/integrations/langchain_openai/AzureOpenAIEmbeddings.md
index 55ca0cfd7d..e80a17834e 100644
--- a/reference/python/docs/integrations/langchain_openai/AzureOpenAIEmbeddings.md
+++ b/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
diff --git a/reference/python/docs/integrations/langchain_openai/ChatOpenAI.md b/reference/python/docs/integrations/langchain_openai/ChatOpenAI.md
index bba3edd091..58873c1608 100644
--- a/reference/python/docs/integrations/langchain_openai/ChatOpenAI.md
+++ b/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
diff --git a/reference/python/docs/integrations/langchain_openai/OpenAI.md b/reference/python/docs/integrations/langchain_openai/OpenAI.md
index f44281e048..595cacecf8 100644
--- a/reference/python/docs/integrations/langchain_openai/OpenAI.md
+++ b/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
diff --git a/reference/python/docs/integrations/langchain_openai/OpenAIEmbeddings.md b/reference/python/docs/integrations/langchain_openai/OpenAIEmbeddings.md
index 8a692054dd..89f933edff 100644
--- a/reference/python/docs/integrations/langchain_openai/OpenAIEmbeddings.md
+++ b/reference/python/docs/integrations/langchain_openai/OpenAIEmbeddings.md
@@ -5,8 +5,6 @@ title: OpenAIEmbeddings
 # :fontawesome-brands-openai:{ .lg .middle } `OpenAIEmbeddings`
 
 !!! warning "Reference docs"
-    This page contains **reference documentation** for `OpenAIEmbeddings`. See
-    [the docs](https://docs.langchain.com/oss/python/integrations/text_embedding/openai)
-    for conceptual guides, tutorials, and examples on using `OpenAIEmbeddings`.
+    This page contains **reference documentation** for `OpenAIEmbeddings`. See [the docs](https://docs.langchain.com/oss/python/integrations/text_embedding/openai) for conceptual guides, tutorials, and examples on using `OpenAIEmbeddings`.
 
 ::: langchain_openai.embeddings.OpenAIEmbeddings
diff --git a/reference/python/docs/integrations/langchain_perplexity.md b/reference/python/docs/integrations/langchain_perplexity.md
index 0357eb8c70..309a4051ce 100644
--- a/reference/python/docs/integrations/langchain_perplexity.md
+++ b/reference/python/docs/integrations/langchain_perplexity.md
@@ -8,7 +8,7 @@ title: Perplexity
 [![PyPI - License](https://img.shields.io/pypi/l/langchain-perplexity)](https://opensource.org/licenses/MIT)
 [![PyPI - Downloads](https://img.shields.io/pepy/dt/langchain-perplexity)](https://pypistats.org/packages/langchain-perplexity)
 
-!!! note
-    This package ref has not yet been fully migrated to v1.
+!!! warning "Reference docs"
+    This page contains **reference documentation** for Perplexity. See [the docs](https://docs.langchain.com/oss/python/integrations/providers/perplexity) for conceptual guides, tutorials, and examples on using Perplexity modules.
 
 ::: langchain_perplexity
diff --git a/reference/python/docs/integrations/langchain_prompty.md b/reference/python/docs/integrations/langchain_prompty.md
index e1495a65c5..36445cfcd5 100644
--- a/reference/python/docs/integrations/langchain_prompty.md
+++ b/reference/python/docs/integrations/langchain_prompty.md
@@ -8,4 +8,7 @@ title: Prompty
 [![PyPI - License](https://img.shields.io/pypi/l/langchain-prompty)](https://opensource.org/licenses/MIT)
 [![PyPI - Downloads](https://img.shields.io/pepy/dt/langchain-prompty)](https://pypistats.org/packages/langchain-prompty)
 
+!!! warning "Reference docs"
+    This page contains **reference documentation** for Microsoft Prompty. See [the docs](https://docs.langchain.com/oss/python/integrations/providers/microsoft) for conceptual guides, tutorials, and examples on using Prompty modules.
+
 ::: langchain_prompty
diff --git a/reference/python/docs/integrations/langchain_qdrant.md b/reference/python/docs/integrations/langchain_qdrant.md
index 36777f019b..9f7849645b 100644
--- a/reference/python/docs/integrations/langchain_qdrant.md
+++ b/reference/python/docs/integrations/langchain_qdrant.md
@@ -8,7 +8,7 @@ title: Qdrant
 [![PyPI - License](https://img.shields.io/pypi/l/langchain-qdrant)](https://opensource.org/licenses/MIT)
 [![PyPI - Downloads](https://img.shields.io/pepy/dt/langchain-qdrant)](https://pypistats.org/packages/langchain-qdrant)
 
-!!! note
-    This package ref has not yet been fully migrated to v1.
+!!! warning "Reference docs"
+    This page contains **reference documentation** for Qdrant. See [the docs](https://docs.langchain.com/oss/python/integrations/providers/qdrant) for conceptual guides, tutorials, and examples on using Qdrant modules.
 
 ::: langchain_qdrant
diff --git a/reference/python/docs/integrations/langchain_tavily.md b/reference/python/docs/integrations/langchain_tavily.md
index 6ee745272e..5d7e8bfcb3 100644
--- a/reference/python/docs/integrations/langchain_tavily.md
+++ b/reference/python/docs/integrations/langchain_tavily.md
@@ -13,4 +13,7 @@ title: Tavily
 
     For issues, please open an issue in the [langchain-tavily repo](https://github.com/tavily-ai/langchain-tavily/issues).
 
+!!! warning "Reference docs"
+    This page contains **reference documentation** for Tavily. See [the docs](https://docs.langchain.com/oss/python/integrations/providers/tavily) for conceptual guides, tutorials, and examples on using Tavily modules.
+
 ::: langchain_tavily
diff --git a/reference/python/docs/integrations/langchain_weaviate.md b/reference/python/docs/integrations/langchain_weaviate.md
index d0a319c9c7..0be4fb00f9 100644
--- a/reference/python/docs/integrations/langchain_weaviate.md
+++ b/reference/python/docs/integrations/langchain_weaviate.md
@@ -8,4 +8,7 @@ title: Weaviate
 [![PyPI - License](https://img.shields.io/pypi/l/langchain-weaviate)](https://opensource.org/licenses/MIT)
 [![PyPI - Downloads](https://img.shields.io/pepy/dt/langchain-weaviate)](https://pypistats.org/packages/langchain-weaviate)
 
+!!! warning "Reference docs"
+    This page contains **reference documentation** for Weaviate. See [the docs](https://docs.langchain.com/oss/python/integrations/providers/weaviate) for conceptual guides, tutorials, and examples on using Weaviate modules.
+
 ::: langchain_weaviate
diff --git a/reference/python/docs/integrations/langchain_xai.md b/reference/python/docs/integrations/langchain_xai.md
index 29fdee124d..218efdf1e3 100644
--- a/reference/python/docs/integrations/langchain_xai.md
+++ b/reference/python/docs/integrations/langchain_xai.md
@@ -8,7 +8,7 @@ title: xAI
 [![PyPI - License](https://img.shields.io/pypi/l/langchain-xai)](https://opensource.org/licenses/MIT)
 [![PyPI - Downloads](https://img.shields.io/pepy/dt/langchain-xai)](https://pypistats.org/packages/langchain-xai)
 
-!!! note
-    This package ref has not yet been fully migrated to v1.
+!!! warning "Reference docs"
+    This page contains **reference documentation** for xAI. See [the docs](https://docs.langchain.com/oss/python/integrations/providers/xai) for conceptual guides, tutorials, and examples on using xAI modules.
 
 ::: langchain_xai
diff --git a/src/oss/python/integrations/providers/all_providers.mdx b/src/oss/python/integrations/providers/all_providers.mdx
index 72a81908f4..e432660c6d 100644
--- a/src/oss/python/integrations/providers/all_providers.mdx
+++ b/src/oss/python/integrations/providers/all_providers.mdx
@@ -612,7 +612,7 @@ Browse the complete collection of integrations available for Python. LangChain P
     <Card
         title="Cohere"
         href="/oss/integrations/providers/cohere"
-        icon="cohere"
+        icon="link"
     >
         Language AI platform for enterprise applications.
     </Card>
diff --git a/src/oss/python/integrations/providers/neo4j.mdx b/src/oss/python/integrations/providers/neo4j.mdx
index 0a9191f906..b9118f26c6 100644
--- a/src/oss/python/integrations/providers/neo4j.mdx
+++ b/src/oss/python/integrations/providers/neo4j.mdx
@@ -2,8 +2,6 @@
 title: Neo4j
 ---
 
->What is `Neo4j`?
-
 >- Neo4j is an `open-source database management system` that specializes in graph database technology.
 >- Neo4j allows you to represent and store data in nodes and edges, making it ideal for handling connected data and relationships.
 >- Neo4j provides a `Cypher Query Language`, making it easy to interact with and query your graph data.