diff --git a/docs/docs/integrations/adapters/openai-old.ipynb b/docs/docs/integrations/adapters/openai-old.ipynb
index fee3ab5a501..6102c3b090c 100644
--- a/docs/docs/integrations/adapters/openai-old.ipynb
+++ b/docs/docs/integrations/adapters/openai-old.ipynb
@@ -7,7 +7,7 @@
    "source": [
     "# OpenAI Adapter(Old)\n",
     "\n",
-    "**Please ensure OpenAI library is less than 1.0.0; otherwise, refer to the newer doc [OpenAI Adapter](./openai.ipynb).**\n",
+    "**Please ensure OpenAI library is less than 1.0.0; otherwise, refer to the newer doc [OpenAI Adapter](./openai).**\n",
     "\n",
     "A lot of people get started with OpenAI but want to explore other models. LangChain's integrations with many model providers make this easy to do so. While LangChain has it's own message and model APIs, we've also made it as easy as possible to explore other models by exposing an adapter to adapt LangChain models to the OpenAI api.\n",
     "\n",
diff --git a/docs/docs/integrations/adapters/openai.ipynb b/docs/docs/integrations/adapters/openai.ipynb
index 0db8c7dbfbc..3163bbf6f82 100644
--- a/docs/docs/integrations/adapters/openai.ipynb
+++ b/docs/docs/integrations/adapters/openai.ipynb
@@ -7,7 +7,7 @@
    "source": [
     "# OpenAI Adapter\n",
     "\n",
-    "**Please ensure OpenAI library is version 1.0.0 or higher; otherwise, refer to the older doc [OpenAI Adapter(Old)](./openai-old.ipynb).**\n",
+    "**Please ensure OpenAI library is version 1.0.0 or higher; otherwise, refer to the older doc [OpenAI Adapter(Old)](./openai-old).**\n",
     "\n",
     "A lot of people get started with OpenAI but want to explore other models. LangChain's integrations with many model providers make this easy to do so. While LangChain has it's own message and model APIs, we've also made it as easy as possible to explore other models by exposing an adapter to adapt LangChain models to the OpenAI api.\n",
     "\n",
diff --git a/docs/docs/integrations/providers/alibabacloud_opensearch.md b/docs/docs/integrations/providers/alibabacloud_opensearch.md
index 9e91dce0fcf..702286b1180 100644
--- a/docs/docs/integrations/providers/alibabacloud_opensearch.md
+++ b/docs/docs/integrations/providers/alibabacloud_opensearch.md
@@ -24,7 +24,7 @@ supported functions:
 - `delete_doc_by_texts`
 
 
-For a more detailed walk through of the Alibaba Cloud OpenSearch wrapper, see [this notebook](../modules/indexes/vectorstores/examples/alibabacloud_opensearch.ipynb)
+For a more detailed walk through of the Alibaba Cloud OpenSearch wrapper, see [this notebook](/docs/integrations/vectorstores/alibabacloud_opensearch)
 
 If you encounter any problems during use, please feel free to contact [xingshaomin.xsm@alibaba-inc.com](xingshaomin.xsm@alibaba-inc.com) , and we will do our best to provide you with assistance and support.
 
diff --git a/docs/docs/integrations/providers/dataforseo.mdx b/docs/docs/integrations/providers/dataforseo.mdx
index 71ab4bdeefe..f5c1ba06311 100644
--- a/docs/docs/integrations/providers/dataforseo.mdx
+++ b/docs/docs/integrations/providers/dataforseo.mdx
@@ -16,7 +16,7 @@ The DataForSEO utility wraps the API. To import this utility, use:
 from langchain.utilities.dataforseo_api_search import DataForSeoAPIWrapper
 ```
 
-For a detailed walkthrough of this wrapper, see [this notebook](/docs/integrations/tools/dataforseo.ipynb).
+For a detailed walkthrough of this wrapper, see [this notebook](/docs/integrations/tools/dataforseo).
 
 ### Tool
 
diff --git a/docs/docs/integrations/providers/jina.mdx b/docs/docs/integrations/providers/jina.mdx
index a3900c446df..76420a890a0 100644
--- a/docs/docs/integrations/providers/jina.mdx
+++ b/docs/docs/integrations/providers/jina.mdx
@@ -17,4 +17,4 @@ embeddings = JinaEmbeddings(jina_api_key='jina_**', model_name='jina-embeddings-
 
 You can check the list of available models from [here](https://jina.ai/embeddings/)
 
-For a more detailed walkthrough of this, see [this notebook](/docs/integrations/text_embedding/jina.ipynb)
+For a more detailed walkthrough of this, see [this notebook](/docs/integrations/text_embedding/jina)
diff --git a/docs/docs/integrations/providers/vearch.md b/docs/docs/integrations/providers/vearch.md
index 06ff7445145..84bff2e8b4b 100644
--- a/docs/docs/integrations/providers/vearch.md
+++ b/docs/docs/integrations/providers/vearch.md
@@ -8,7 +8,7 @@ Vearch Python SDK enables vearch to use locally. Vearch python sdk can be instal
 
 # Vectorstore
 
-Vearch also can used as vectorstore. Most detalis in [this notebook](docs/modules/indexes/vectorstores/examples/vearch.ipynb)
+Vearch also can used as vectorstore. Most detalis in [this notebook](/docs/integrations/vectorstores/vearch)
 
 ```python
 from langchain.vectorstores import Vearch