diff --git a/docs/docs/integrations/chat/huggingface.ipynb b/docs/docs/integrations/chat/huggingface.ipynb
index 801471dc67c..15af2d266e7 100644
--- a/docs/docs/integrations/chat/huggingface.ipynb
+++ b/docs/docs/integrations/chat/huggingface.ipynb
@@ -52,7 +52,7 @@
     "\n",
     "| Class | Package | Local | Serializable | JS support | Package downloads | Package latest |\n",
     "| :--- | :--- | :---: | :---: |  :---: | :---: | :---: |\n",
-    "| [ChatHuggingFace](https://python.langchain.com/api_reference/huggingface/chat_models/langchain_huggingface.chat_models.huggingface.ChatHuggingFace.html) | [langchain_huggingface](https://python.langchain.com/api_reference/huggingface/index.html) | ✅ | ❌ | ❌ | ![PyPI - Downloads](https://img.shields.io/pypi/dm/langchain_huggingface?style=flat-square&label=%20) | ![PyPI - Version](https://img.shields.io/pypi/v/langchain_huggingface?style=flat-square&label=%20) |\n",
+    "| [ChatHuggingFace](https://python.langchain.com/api_reference/huggingface/chat_models/langchain_huggingface.chat_models.huggingface.ChatHuggingFace.html) | [langchain-huggingface](https://python.langchain.com/api_reference/huggingface/index.html) | ✅ | ❌ | ❌ | ![PyPI - Downloads](https://img.shields.io/pypi/dm/langchain_huggingface?style=flat-square&label=%20) | ![PyPI - Version](https://img.shields.io/pypi/v/langchain_huggingface?style=flat-square&label=%20) |\n",
     "\n",
     "### Model features\n",
     "| [Tool calling](/docs/how_to/tool_calling) | [Structured output](/docs/how_to/structured_output/) | JSON mode | [Image input](/docs/how_to/multimodal_inputs/) | Audio input | Video input | [Token-level streaming](/docs/how_to/chat_streaming/) | Native async | [Token usage](/docs/how_to/chat_token_usage_tracking/) | [Logprobs](/docs/how_to/logprobs/) |\n",
@@ -61,7 +61,7 @@
     "\n",
     "## Setup\n",
     "\n",
-    "To access `langchain_huggingface` models you'll need to create a/an `Hugging Face` account, get an API key, and install the `langchain_huggingface` integration package.\n",
+    "To access `langchain_huggingface` models you'll need to create a `Hugging Face` account, get an API key, and install the `langchain-huggingface` integration package.\n",
     "\n",
     "### Credentials\n",
     "\n",
diff --git a/docs/docs/integrations/chat/mistralai.ipynb b/docs/docs/integrations/chat/mistralai.ipynb
index a176fa7e98a..75cab6d3d96 100644
--- a/docs/docs/integrations/chat/mistralai.ipynb
+++ b/docs/docs/integrations/chat/mistralai.ipynb
@@ -24,7 +24,7 @@
         "\n",
         "| Class | Package | Local | Serializable | [JS support](https://js.langchain.com/docs/integrations/chat/mistral) | Package downloads | Package latest |\n",
         "| :--- | :--- | :---: | :---: |  :---: | :---: | :---: |\n",
-        "| [ChatMistralAI](https://python.langchain.com/api_reference/mistralai/chat_models/langchain_mistralai.chat_models.ChatMistralAI.html) | [langchain_mistralai](https://python.langchain.com/api_reference/mistralai/index.html) | ❌ | beta | ✅ | ![PyPI - Downloads](https://img.shields.io/pypi/dm/langchain_mistralai?style=flat-square&label=%20) | ![PyPI - Version](https://img.shields.io/pypi/v/langchain_mistralai?style=flat-square&label=%20) |\n",
+        "| [ChatMistralAI](https://python.langchain.com/api_reference/mistralai/chat_models/langchain_mistralai.chat_models.ChatMistralAI.html) | [langchain-mistralai](https://python.langchain.com/api_reference/mistralai/index.html) | ❌ | beta | ✅ | ![PyPI - Downloads](https://img.shields.io/pypi/dm/langchain_mistralai?style=flat-square&label=%20) | ![PyPI - Version](https://img.shields.io/pypi/v/langchain_mistralai?style=flat-square&label=%20) |\n",
         "\n",
         "### Model features\n",
         "| [Tool calling](/docs/how_to/tool_calling) | [Structured output](/docs/how_to/structured_output/) | JSON mode | [Image input](/docs/how_to/multimodal_inputs/) | Audio input | Video input | [Token-level streaming](/docs/how_to/chat_streaming/) | Native async | [Token usage](/docs/how_to/chat_token_usage_tracking/) | [Logprobs](/docs/how_to/logprobs/) |\n",
@@ -34,7 +34,7 @@
         "## Setup\n",
         "\n",
         "\n",
-        "To access `ChatMistralAI` models you'll need to create a Mistral account, get an API key, and install the `langchain_mistralai` integration package.\n",
+        "To access `ChatMistralAI` models you'll need to create a Mistral account, get an API key, and install the `langchain-mistralai` integration package.\n",
         "\n",
         "### Credentials\n",
         "\n",
@@ -80,7 +80,7 @@
       "source": [
         "### Installation\n",
         "\n",
-        "The LangChain Mistral integration lives in the `langchain_mistralai` package:"
+        "The LangChain Mistral integration lives in the `langchain-mistralai` package:"
       ]
     },
     {
@@ -90,7 +90,7 @@
       "metadata": {},
       "outputs": [],
       "source": [
-        "%pip install -qU langchain_mistralai"
+        "%pip install -qU langchain-mistralai"
       ]
     },
     {
diff --git a/docs/docs/integrations/chat/nvidia_ai_endpoints.ipynb b/docs/docs/integrations/chat/nvidia_ai_endpoints.ipynb
index a8e4e68c484..f2b3594eedc 100644
--- a/docs/docs/integrations/chat/nvidia_ai_endpoints.ipynb
+++ b/docs/docs/integrations/chat/nvidia_ai_endpoints.ipynb
@@ -41,7 +41,7 @@
         "\n",
         "| Class | Package | Local | Serializable | JS support | Package downloads | Package latest |\n",
         "| :--- | :--- | :---: | :---: |  :---: | :---: | :---: |\n",
-        "| [ChatNVIDIA](https://python.langchain.com/api_reference/nvidia_ai_endpoints/chat_models/langchain_nvidia_ai_endpoints.chat_models.ChatNVIDIA.html) | [langchain_nvidia_ai_endpoints](https://python.langchain.com/api_reference/nvidia_ai_endpoints/index.html) | ✅ | beta | ❌ | ![PyPI - Downloads](https://img.shields.io/pypi/dm/langchain_nvidia_ai_endpoints?style=flat-square&label=%20) | ![PyPI - Version](https://img.shields.io/pypi/v/langchain_nvidia_ai_endpoints?style=flat-square&label=%20) |\n",
+        "| [ChatNVIDIA](https://python.langchain.com/api_reference/nvidia_ai_endpoints/chat_models/langchain_nvidia_ai_endpoints.chat_models.ChatNVIDIA.html) | [langchain-nvidia-ai-endpoints](https://python.langchain.com/api_reference/nvidia_ai_endpoints/index.html) | ✅ | beta | ❌ | ![PyPI - Downloads](https://img.shields.io/pypi/dm/langchain_nvidia_ai_endpoints?style=flat-square&label=%20) | ![PyPI - Version](https://img.shields.io/pypi/v/langchain_nvidia_ai_endpoints?style=flat-square&label=%20) |\n",
         "\n",
         "### Model features\n",
         "| [Tool calling](/docs/how_to/tool_calling) | [Structured output](/docs/how_to/structured_output/) | JSON mode | [Image input](/docs/how_to/multimodal_inputs/) | Audio input | Video input | [Token-level streaming](/docs/how_to/chat_streaming/) | Native async | [Token usage](/docs/how_to/chat_token_usage_tracking/) | [Logprobs](/docs/how_to/logprobs/) |\n",
@@ -102,7 +102,7 @@
       "source": [
         "### Installation\n",
         "\n",
-        "The LangChain NVIDIA AI Endpoints integration lives in the `langchain_nvidia_ai_endpoints` package:"
+        "The LangChain NVIDIA AI Endpoints integration lives in the `langchain-nvidia-ai-endpoints` package:"
       ]
     },
     {
diff --git a/docs/docs/integrations/document_loaders/agentql.ipynb b/docs/docs/integrations/document_loaders/agentql.ipynb
index 0cdfcc39b81..1ee88aa459f 100644
--- a/docs/docs/integrations/document_loaders/agentql.ipynb
+++ b/docs/docs/integrations/document_loaders/agentql.ipynb
@@ -69,7 +69,7 @@
       },
       "outputs": [],
       "source": [
-        "%pip install -qU langchain_agentql"
+        "%pip install -qU langchain-agentql"
       ]
     },
     {
diff --git a/docs/docs/integrations/document_loaders/azure_ai_data.ipynb b/docs/docs/integrations/document_loaders/azure_ai_data.ipynb
index 27af5013ea7..84e153f816f 100644
--- a/docs/docs/integrations/document_loaders/azure_ai_data.ipynb
+++ b/docs/docs/integrations/document_loaders/azure_ai_data.ipynb
@@ -25,7 +25,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "%pip install --upgrade --quiet  azureml-fsspec, azure-ai-generative"
+    "%pip install --upgrade --quiet azureml-fsspec azure-ai-generative"
    ]
   },
   {
diff --git a/docs/docs/integrations/document_loaders/bshtml.ipynb b/docs/docs/integrations/document_loaders/bshtml.ipynb
index 3610f38a485..7e779cb2c60 100644
--- a/docs/docs/integrations/document_loaders/bshtml.ipynb
+++ b/docs/docs/integrations/document_loaders/bshtml.ipynb
@@ -16,7 +16,7 @@
         "\n",
         "| Class | Package | Local | Serializable | JS support|\n",
         "| :--- | :--- | :---: | :---: |  :---: |\n",
-        "| [BSHTMLLoader](https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.html_bs.BSHTMLLoader.html) | [langchain_community](https://python.langchain.com/api_reference/community/index.html) | ✅ | ❌ | ❌ | \n",
+        "| [BSHTMLLoader](https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.html_bs.BSHTMLLoader.html) | [langchain-community](https://python.langchain.com/api_reference/community/index.html) | ✅ | ❌ | ❌ | \n",
         "### Loader features\n",
         "| Source | Document Lazy Loading | Native Async Support\n",
         "| :---: | :---: | :---: | \n",
@@ -52,7 +52,7 @@
       "source": [
         "### Installation\n",
         "\n",
-        "Install **langchain_community** and **bs4**."
+        "Install **langchain-community** and **bs4**."
       ]
     },
     {
@@ -61,7 +61,7 @@
       "metadata": {},
       "outputs": [],
       "source": [
-        "%pip install -qU langchain_community bs4"
+        "%pip install -qU langchain-community bs4"
       ]
     },
     {
diff --git a/docs/docs/integrations/document_loaders/docling.ipynb b/docs/docs/integrations/document_loaders/docling.ipynb
index 421e21c172d..a0091bd9a94 100644
--- a/docs/docs/integrations/document_loaders/docling.ipynb
+++ b/docs/docs/integrations/document_loaders/docling.ipynb
@@ -245,7 +245,7 @@
     }
    ],
    "source": [
-    "%pip install -q --progress-bar off --no-warn-conflicts langchain-core langchain-huggingface langchain_milvus langchain python-dotenv"
+    "%pip install -q --progress-bar off --no-warn-conflicts langchain-core langchain-huggingface langchain-milvus langchain python-dotenv"
    ]
   },
   {
diff --git a/docs/docs/integrations/document_loaders/firecrawl.ipynb b/docs/docs/integrations/document_loaders/firecrawl.ipynb
index a6ec4ff418b..6ef8423a705 100644
--- a/docs/docs/integrations/document_loaders/firecrawl.ipynb
+++ b/docs/docs/integrations/document_loaders/firecrawl.ipynb
@@ -15,7 +15,7 @@
     "\n",
     "| Class | Package | Local | Serializable | [JS support](https://js.langchain.com/docs/integrations/document_loaders/web_loaders/firecrawl/)|\n",
     "| :--- | :--- | :---: | :---: |  :---: |\n",
-    "| [FireCrawlLoader](https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.firecrawl.FireCrawlLoader.html) | [langchain_community](https://python.langchain.com/api_reference/community/index.html) | ✅ | ❌ | ✅ | \n",
+    "| [FireCrawlLoader](https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.firecrawl.FireCrawlLoader.html) | [langchain-community](https://python.langchain.com/api_reference/community/index.html) | ✅ | ❌ | ✅ | \n",
     "### Loader features\n",
     "| Source | Document Lazy Loading | Native Async Support\n",
     "| :---: | :---: | :---: | \n",
diff --git a/docs/docs/integrations/document_loaders/json.ipynb b/docs/docs/integrations/document_loaders/json.ipynb
index 1539c009fa8..315bb128522 100644
--- a/docs/docs/integrations/document_loaders/json.ipynb
+++ b/docs/docs/integrations/document_loaders/json.ipynb
@@ -15,7 +15,7 @@
         "\n",
         "| Class | Package | Local | Serializable | [JS support](https://js.langchain.com/docs/integrations/document_loaders/file_loaders/json/)|\n",
         "| :--- | :--- | :---: | :---: |  :---: |\n",
-        "| [JSONLoader](https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.json_loader.JSONLoader.html) | [langchain_community](https://python.langchain.com/api_reference/community/index.html) | ✅ | ❌ | ✅ | \n",
+        "| [JSONLoader](https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.json_loader.JSONLoader.html) | [langchain-community](https://python.langchain.com/api_reference/community/index.html) | ✅ | ❌ | ✅ | \n",
         "### Loader features\n",
         "| Source | Document Lazy Loading | Native Async Support\n",
         "| :---: | :---: | :---: | \n",
@@ -51,7 +51,7 @@
       "source": [
         "### Installation\n",
         "\n",
-        "Install **langchain_community** and **jq**:"
+        "Install **langchain-community** and **jq**:"
       ]
     },
     {
@@ -60,7 +60,7 @@
       "metadata": {},
       "outputs": [],
       "source": [
-        "%pip install -qU langchain_community jq "
+        "%pip install -qU langchain-community jq "
       ]
     },
     {
diff --git a/docs/docs/integrations/document_loaders/mathpix.ipynb b/docs/docs/integrations/document_loaders/mathpix.ipynb
index d270247a7c2..1d3e4ff20f6 100644
--- a/docs/docs/integrations/document_loaders/mathpix.ipynb
+++ b/docs/docs/integrations/document_loaders/mathpix.ipynb
@@ -13,7 +13,7 @@
         "\n",
         "| Class | Package | Local | Serializable | JS support|\n",
         "| :--- | :--- | :---: | :---: |  :---: |\n",
-        "| [MathPixPDFLoader](https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.pdf.MathpixPDFLoader.html) | [langchain_community](https://python.langchain.com/api_reference/community/index.html) | ✅ | ❌ | ❌ | \n",
+        "| [MathPixPDFLoader](https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.pdf.MathpixPDFLoader.html) | [langchain-community](https://python.langchain.com/api_reference/community/index.html) | ✅ | ❌ | ❌ | \n",
         "### Loader features\n",
         "| Source | Document Lazy Loading | Native Async Support\n",
         "| :---: | :---: | :---: | \n",
@@ -60,7 +60,7 @@
       "source": [
         "### Installation\n",
         "\n",
-        "Install **langchain_community**."
+        "Install **langchain-community**."
       ]
     },
     {
@@ -69,7 +69,7 @@
       "metadata": {},
       "outputs": [],
       "source": [
-        "%pip install -qU langchain_community"
+        "%pip install -qU langchain-community"
       ]
     },
     {
diff --git a/docs/docs/integrations/document_loaders/pdfminer.ipynb b/docs/docs/integrations/document_loaders/pdfminer.ipynb
index dc8a456ec35..b2f9268ed0e 100644
--- a/docs/docs/integrations/document_loaders/pdfminer.ipynb
+++ b/docs/docs/integrations/document_loaders/pdfminer.ipynb
@@ -15,7 +15,7 @@
     "\n",
     "| Class                                                                                                                                                | Package | Local | Serializable | JS support|\n",
     "|:-----------------------------------------------------------------------------------------------------------------------------------------------------| :--- | :---: | :---: |  :---: |\n",
-    "| [PDFMinerLoader](https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.pdf.PDFMinerLoader.html) | [langchain_community](https://python.langchain.com/api_reference/community/index.html) | ✅ | ❌ | ❌ |\n",
+    "| [PDFMinerLoader](https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.pdf.PDFMinerLoader.html) | [langchain-community](https://python.langchain.com/api_reference/community/index.html) | ✅ | ❌ | ❌ |\n",
     "\n",
     "---------   \n",
     "\n",
@@ -60,7 +60,7 @@
    "source": [
     "### Installation\n",
     "\n",
-    "Install **langchain_community** and **pdfminer**."
+    "Install **langchain-community** and **pdfminer**."
    ]
   },
   {
@@ -82,7 +82,7 @@
     }
    ],
    "source": [
-    "%pip install -qU langchain_community pdfminer.six"
+    "%pip install -qU langchain-community pdfminer.six"
    ]
   },
   {
@@ -938,7 +938,7 @@
     }
    ],
    "source": [
-    "%pip install -qU langchain_openai"
+    "%pip install -qU langchain-openai"
    ]
   },
   {
diff --git a/docs/docs/integrations/document_loaders/pdfplumber.ipynb b/docs/docs/integrations/document_loaders/pdfplumber.ipynb
index 9a235c49199..ac2d76f50c3 100644
--- a/docs/docs/integrations/document_loaders/pdfplumber.ipynb
+++ b/docs/docs/integrations/document_loaders/pdfplumber.ipynb
@@ -13,7 +13,7 @@
         "\n",
         "| Class | Package | Local | Serializable | JS support|\n",
         "| :--- | :--- | :---: | :---: |  :---: |\n",
-        "| [PDFPlumberLoader](https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.pdf.PDFPlumberLoader.html) | [langchain_community](https://python.langchain.com/api_reference/community/index.html) | ✅ | ❌ | ❌ | \n",
+        "| [PDFPlumberLoader](https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.pdf.PDFPlumberLoader.html) | [langchain-community](https://python.langchain.com/api_reference/community/index.html) | ✅ | ❌ | ❌ | \n",
         "### Loader features\n",
         "| Source | Document Lazy Loading | Native Async Support\n",
         "| :---: | :---: | :---: | \n",
@@ -47,7 +47,7 @@
       "source": [
         "### Installation\n",
         "\n",
-        "Install **langchain_community**."
+        "Install **langchain-community**."
       ]
     },
     {
@@ -56,7 +56,7 @@
       "metadata": {},
       "outputs": [],
       "source": [
-        "%pip install -qU langchain_community"
+        "%pip install -qU langchain-community"
       ]
     },
     {
diff --git a/docs/docs/integrations/document_loaders/pymupdf.ipynb b/docs/docs/integrations/document_loaders/pymupdf.ipynb
index 4549fb42d51..44fefdf04d2 100644
--- a/docs/docs/integrations/document_loaders/pymupdf.ipynb
+++ b/docs/docs/integrations/document_loaders/pymupdf.ipynb
@@ -15,7 +15,7 @@
     "\n",
     "| Class | Package | Local | Serializable | JS support|\n",
     "| :--- | :--- | :---: | :---: |  :---: |\n",
-    "| [PyMuPDFLoader](https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.pdf.PyMuPDFLoader.html) | [langchain_community](https://python.langchain.com/api_reference/community/index.html) | ✅ | ❌ | ❌ | \n",
+    "| [PyMuPDFLoader](https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.pdf.PyMuPDFLoader.html) | [langchain-community](https://python.langchain.com/api_reference/community/index.html) | ✅ | ❌ | ❌ | \n",
     "\n",
     "---------   \n",
     "\n",
@@ -60,7 +60,7 @@
    "source": [
     "### Installation\n",
     "\n",
-    "Install **langchain_community** and **pymupdf**."
+    "Install **langchain-community** and **pymupdf**."
    ]
   },
   {
@@ -71,7 +71,7 @@
      "start_time": "2025-01-16T09:48:33.057015Z"
     }
    },
-   "source": "%pip install -qU langchain_community pymupdf",
+   "source": "%pip install -qU langchain-community pymupdf",
    "outputs": [
     {
      "name": "stdout",
@@ -569,7 +569,7 @@
     }
    },
    "source": [
-    "%pip install -qU langchain_openai"
+    "%pip install -qU langchain-openai"
    ],
    "outputs": [
     {
diff --git a/docs/docs/integrations/document_loaders/pymupdf4llm.ipynb b/docs/docs/integrations/document_loaders/pymupdf4llm.ipynb
index 8eb07540515..45e360cba08 100644
--- a/docs/docs/integrations/document_loaders/pymupdf4llm.ipynb
+++ b/docs/docs/integrations/document_loaders/pymupdf4llm.ipynb
@@ -23,7 +23,7 @@
         "\n",
         "| Class | Package | Local | Serializable | JS support |\n",
         "| :--- | :--- | :---: | :---: |  :---: |\n",
-        "| [PyMuPDF4LLMLoader](https://github.com/lakinduboteju/langchain-pymupdf4llm) | [langchain_pymupdf4llm](https://pypi.org/project/langchain-pymupdf4llm) | ✅ | ❌ | ❌ |\n",
+        "| [PyMuPDF4LLMLoader](https://github.com/lakinduboteju/langchain-pymupdf4llm) | [langchain-pymupdf4llm](https://pypi.org/project/langchain-pymupdf4llm) | ✅ | ❌ | ❌ |\n",
         "\n",
         "### Loader features\n",
         "\n",
@@ -61,7 +61,7 @@
       "source": [
         "### Installation\n",
         "\n",
-        "Install **langchain_community** and **langchain-pymupdf4llm**."
+        "Install **langchain-community** and **langchain-pymupdf4llm**."
       ]
     },
     {
@@ -78,7 +78,7 @@
         }
       ],
       "source": [
-        "%pip install -qU langchain_community langchain-pymupdf4llm"
+        "%pip install -qU langchain-community langchain-pymupdf4llm"
       ]
     },
     {
@@ -554,7 +554,7 @@
         }
       ],
       "source": [
-        "%pip install -qU langchain_openai"
+        "%pip install -qU langchain-openai"
       ]
     },
     {
diff --git a/docs/docs/integrations/document_loaders/pypdfdirectory.ipynb b/docs/docs/integrations/document_loaders/pypdfdirectory.ipynb
index 2c346b42393..af1438250e5 100644
--- a/docs/docs/integrations/document_loaders/pypdfdirectory.ipynb
+++ b/docs/docs/integrations/document_loaders/pypdfdirectory.ipynb
@@ -14,7 +14,7 @@
         "\n",
         "| Class | Package | Local | Serializable | JS support|\n",
         "| :--- | :--- | :---: | :---: |  :---: |\n",
-        "| [PyPDFDirectoryLoader](https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.pdf.PyPDFDirectoryLoader.html) | [langchain_community](https://python.langchain.com/api_reference/community/index.html) | ✅ | ❌ | ❌ | \n",
+        "| [PyPDFDirectoryLoader](https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.pdf.PyPDFDirectoryLoader.html) | [langchain-community](https://python.langchain.com/api_reference/community/index.html) | ✅ | ❌ | ❌ | \n",
         "### Loader features\n",
         "| Source | Document Lazy Loading | Native Async Support\n",
         "| :---: | :---: | :---: | \n",
@@ -53,7 +53,7 @@
       "source": [
         "### Installation\n",
         "\n",
-        "Install **langchain_community**."
+        "Install **langchain-community**."
       ]
     },
     {
@@ -74,7 +74,7 @@
           ]
         }
       ],
-      "source": "%pip install -qU langchain_community pypdf pillow"
+      "source": "%pip install -qU langchain-community pypdf pillow"
     },
     {
       "cell_type": "markdown",
diff --git a/docs/docs/integrations/document_loaders/pypdfium2.ipynb b/docs/docs/integrations/document_loaders/pypdfium2.ipynb
index 311f807a51e..6046b9b97f2 100644
--- a/docs/docs/integrations/document_loaders/pypdfium2.ipynb
+++ b/docs/docs/integrations/document_loaders/pypdfium2.ipynb
@@ -15,7 +15,7 @@
         "\n",
         "| Class | Package | Local | Serializable | JS support|\n",
         "| :--- | :--- | :---: | :---: |  :---: |\n",
-        "| [PyPDFLoader](https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.pdf.PyPDFLoader.html) | [langchain_community](https://python.langchain.com/api_reference/community/index.html) | ✅ | ❌ | ❌ |   \n",
+        "| [PyPDFLoader](https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.pdf.PyPDFLoader.html) | [langchain-community](https://python.langchain.com/api_reference/community/index.html) | ✅ | ❌ | ❌ |   \n",
         "   \n",
         "---------   \n",
         "\n",
@@ -60,7 +60,7 @@
       "source": [
         "### Installation\n",
         "\n",
-        "Install **langchain_community** and **pypdf**."
+        "Install **langchain-community** and **pypdf**."
       ]
     },
     {
@@ -81,7 +81,7 @@
           ]
         }
       ],
-      "source": "%pip install -qU langchain_community pypdfium2"
+      "source": "%pip install -qU langchain-community pypdfium2"
     },
     {
       "cell_type": "markdown",
@@ -802,7 +802,7 @@
         }
       ],
       "source": [
-        "%pip install -qU langchain_openai"
+        "%pip install -qU langchain-openai"
       ]
     },
     {
diff --git a/docs/docs/integrations/document_loaders/pypdfloader.ipynb b/docs/docs/integrations/document_loaders/pypdfloader.ipynb
index 9945df0200b..3c420643701 100644
--- a/docs/docs/integrations/document_loaders/pypdfloader.ipynb
+++ b/docs/docs/integrations/document_loaders/pypdfloader.ipynb
@@ -15,7 +15,7 @@
         "\n",
         "| Class | Package | Local | Serializable | JS support|\n",
         "| :--- | :--- | :---: | :---: |  :---: |\n",
-        "| [PyPDFLoader](https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.pdf.PyPDFLoader.html) | [langchain_community](https://python.langchain.com/api_reference/community/index.html) | ✅ | ❌ | ❌ |   \n",
+        "| [PyPDFLoader](https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.pdf.PyPDFLoader.html) | [langchain-community](https://python.langchain.com/api_reference/community/index.html) | ✅ | ❌ | ❌ |   \n",
         "   \n",
         "---------   \n",
         "\n",
@@ -60,7 +60,7 @@
       "source": [
         "### Installation\n",
         "\n",
-        "Install **langchain_community** and **pypdf**."
+        "Install **langchain-community** and **pypdf**."
       ]
     },
     {
@@ -82,7 +82,7 @@
         }
       ],
       "source": [
-        "%pip install -qU langchain_community pypdf"
+        "%pip install -qU langchain-community pypdf"
       ]
     },
     {
@@ -818,7 +818,7 @@
         }
       ],
       "source": [
-        "%pip install -qU langchain_openai"
+        "%pip install -qU langchain-openai"
       ]
     },
     {
diff --git a/docs/docs/integrations/document_loaders/recursive_url.ipynb b/docs/docs/integrations/document_loaders/recursive_url.ipynb
index 0820fb29356..574377468dd 100644
--- a/docs/docs/integrations/document_loaders/recursive_url.ipynb
+++ b/docs/docs/integrations/document_loaders/recursive_url.ipynb
@@ -14,7 +14,7 @@
     "\n",
     "| Class | Package | Local | Serializable | [JS support](https://js.langchain.com/docs/integrations/document_loaders/web_loaders/recursive_url_loader/)|\n",
     "| :--- | :--- | :---: | :---: |  :---: |\n",
-    "| [RecursiveUrlLoader](https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.recursive_url_loader.RecursiveUrlLoader.html) | [langchain_community](https://python.langchain.com/api_reference/community/index.html) | ✅ | ❌ | ✅ | \n",
+    "| [RecursiveUrlLoader](https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.recursive_url_loader.RecursiveUrlLoader.html) | [langchain-community](https://python.langchain.com/api_reference/community/index.html) | ✅ | ❌ | ✅ | \n",
     "### Loader features\n",
     "| Source | Document Lazy Loading | Native Async Support\n",
     "| :---: | :---: | :---: | \n",
diff --git a/docs/docs/integrations/document_loaders/sitemap.ipynb b/docs/docs/integrations/document_loaders/sitemap.ipynb
index 3fced297125..74dec7943c4 100644
--- a/docs/docs/integrations/document_loaders/sitemap.ipynb
+++ b/docs/docs/integrations/document_loaders/sitemap.ipynb
@@ -15,7 +15,7 @@
         "\n",
         "| Class | Package | Local | Serializable | [JS support](https://js.langchain.com/docs/integrations/document_loaders/web_loaders/sitemap/)|\n",
         "| :--- | :--- | :---: | :---: |  :---: |\n",
-        "| [SiteMapLoader](https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.sitemap.SitemapLoader.html#langchain_community.document_loaders.sitemap.SitemapLoader) | [langchain_community](https://python.langchain.com/api_reference/community/index.html) | ✅ | ❌ | ✅ | \n",
+        "| [SiteMapLoader](https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.sitemap.SitemapLoader.html#langchain_community.document_loaders.sitemap.SitemapLoader) | [langchain-community](https://python.langchain.com/api_reference/community/index.html) | ✅ | ❌ | ✅ | \n",
         "### Loader features\n",
         "| Source | Document Lazy Loading | Native Async Support\n",
         "| :---: | :---: | :---: | \n",
@@ -51,7 +51,7 @@
       "source": [
         "### Installation\n",
         "\n",
-        "Install **langchain_community**."
+        "Install **langchain-community**."
       ]
     },
     {
diff --git a/docs/docs/integrations/document_loaders/unstructured_file.ipynb b/docs/docs/integrations/document_loaders/unstructured_file.ipynb
index 89c79eedbe2..b6636ae17f5 100644
--- a/docs/docs/integrations/document_loaders/unstructured_file.ipynb
+++ b/docs/docs/integrations/document_loaders/unstructured_file.ipynb
@@ -16,7 +16,7 @@
     "\n",
     "| Class | Package | Local | Serializable | [JS support](https://js.langchain.com/docs/integrations/document_loaders/file_loaders/unstructured/)|\n",
     "| :--- | :--- | :---: | :---: |  :---: |\n",
-    "| [UnstructuredLoader](https://python.langchain.com/api_reference/unstructured/document_loaders/langchain_unstructured.document_loaders.UnstructuredLoader.html) | [langchain_unstructured](https://python.langchain.com/api_reference/unstructured/index.html) | ✅ | ❌ | ✅ | \n",
+    "| [UnstructuredLoader](https://python.langchain.com/api_reference/unstructured/document_loaders/langchain_unstructured.document_loaders.UnstructuredLoader.html) | [langchain-unstructured](https://python.langchain.com/api_reference/unstructured/index.html) | ✅ | ❌ | ✅ | \n",
     "### Loader features\n",
     "| Source | Document Lazy Loading | Native Async Support\n",
     "| :---: | :---: | :---: | \n",
diff --git a/docs/docs/integrations/document_loaders/web_base.ipynb b/docs/docs/integrations/document_loaders/web_base.ipynb
index 01bd1d72a23..d92b41dcc82 100644
--- a/docs/docs/integrations/document_loaders/web_base.ipynb
+++ b/docs/docs/integrations/document_loaders/web_base.ipynb
@@ -20,7 +20,7 @@
     "\n",
     "| Class | Package | Local | Serializable | JS support|\n",
     "| :--- | :--- | :---: | :---: |  :---: |\n",
-    "| [WebBaseLoader](https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.web_base.WebBaseLoader.html) | [langchain_community](https://python.langchain.com/api_reference/community/index.html) | ✅ | ❌ | ❌ | \n",
+    "| [WebBaseLoader](https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.web_base.WebBaseLoader.html) | [langchain-community](https://python.langchain.com/api_reference/community/index.html) | ✅ | ❌ | ❌ | \n",
     "### Loader features\n",
     "| Source | Document Lazy Loading | Native Async Support\n",
     "| :---: | :---: | :---: | \n",
@@ -44,7 +44,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "%pip install -qU langchain_community beautifulsoup4"
+    "%pip install -qU langchain-community beautifulsoup4"
    ]
   },
   {
diff --git a/docs/docs/integrations/llm_caching.ipynb b/docs/docs/integrations/llm_caching.ipynb
index e7fff113154..f7649c60556 100644
--- a/docs/docs/integrations/llm_caching.ipynb
+++ b/docs/docs/integrations/llm_caching.ipynb
@@ -261,7 +261,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "%pip install -qU upstash_redis"
+    "%pip install -qU upstash-redis"
    ]
   },
   {
@@ -1543,7 +1543,7 @@
     }
    ],
    "source": [
-    "%pip install -qU langchain_astradb\n",
+    "%pip install -qU langchain-astradb\n",
     "\n",
     "import getpass\n",
     "\n",
@@ -2683,7 +2683,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "%pip install -qU langchain_couchbase"
+    "%pip install -qU langchain-couchbase"
    ]
   },
   {
diff --git a/docs/docs/integrations/llms/bedrock.ipynb b/docs/docs/integrations/llms/bedrock.ipynb
index 86be8dca203..960c322db36 100644
--- a/docs/docs/integrations/llms/bedrock.ipynb
+++ b/docs/docs/integrations/llms/bedrock.ipynb
@@ -34,7 +34,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "%pip install --upgrade --quiet langchain_aws"
+    "%pip install --upgrade --quiet langchain-aws"
    ]
   },
   {
diff --git a/docs/docs/integrations/llms/cohere.ipynb b/docs/docs/integrations/llms/cohere.ipynb
index 6710b6d9770..835b108f71e 100644
--- a/docs/docs/integrations/llms/cohere.ipynb
+++ b/docs/docs/integrations/llms/cohere.ipynb
@@ -22,7 +22,7 @@
     "\n",
     "| Class | Package | Local | Serializable | [JS support](https://js.langchain.com/docs/integrations/llms/cohere/) | Package downloads | Package latest |\n",
     "| :--- | :--- | :---: | :---: |  :---: | :---: | :---: |\n",
-    "| [Cohere](https://python.langchain.com/api_reference/community/llms/langchain_community.llms.cohere.Cohere.html) | [langchain_community](https://python.langchain.com/api_reference/community/index.html) | ❌ | beta | ✅ | ![PyPI - Downloads](https://img.shields.io/pypi/dm/langchain_community?style=flat-square&label=%20) | ![PyPI - Version](https://img.shields.io/pypi/v/langchain_community?style=flat-square&label=%20) |\n"
+    "| [Cohere](https://python.langchain.com/api_reference/community/llms/langchain_community.llms.cohere.Cohere.html) | [langchain-community](https://python.langchain.com/api_reference/community/index.html) | ❌ | beta | ✅ | ![PyPI - Downloads](https://img.shields.io/pypi/dm/langchain_community?style=flat-square&label=%20) | ![PyPI - Version](https://img.shields.io/pypi/v/langchain_community?style=flat-square&label=%20) |\n"
    ]
   },
   {
diff --git a/docs/docs/integrations/llms/fireworks.ipynb b/docs/docs/integrations/llms/fireworks.ipynb
index 2a558b29306..f033c2ed884 100644
--- a/docs/docs/integrations/llms/fireworks.ipynb
+++ b/docs/docs/integrations/llms/fireworks.ipynb
@@ -22,7 +22,7 @@
     "\n",
     "| Class | Package | Local | Serializable | [JS support](https://js.langchain.com/v0.1/docs/integrations/llms/fireworks/) | Package downloads | Package latest |\n",
     "| :--- | :--- | :---: | :---: |  :---: | :---: | :---: |\n",
-    "| [Fireworks](https://python.langchain.com/api_reference/fireworks/llms/langchain_fireworks.llms.Fireworks.html#langchain_fireworks.llms.Fireworks) | [langchain_fireworks](https://python.langchain.com/api_reference/fireworks/index.html) | ❌ | ❌ | ✅ | ![PyPI - Downloads](https://img.shields.io/pypi/dm/langchain_fireworks?style=flat-square&label=%20) | ![PyPI - Version](https://img.shields.io/pypi/v/langchain_fireworks?style=flat-square&label=%20) |"
+    "| [Fireworks](https://python.langchain.com/api_reference/fireworks/llms/langchain_fireworks.llms.Fireworks.html#langchain_fireworks.llms.Fireworks) | [langchain-fireworks](https://python.langchain.com/api_reference/fireworks/index.html) | ❌ | ❌ | ✅ | ![PyPI - Downloads](https://img.shields.io/pypi/dm/langchain_fireworks?style=flat-square&label=%20) | ![PyPI - Version](https://img.shields.io/pypi/v/langchain_fireworks?style=flat-square&label=%20) |"
    ]
   },
   {
@@ -59,7 +59,7 @@
    "source": [
     "### Installation\n",
     "\n",
-    "You need to install the `langchain_fireworks` python package for the rest of the notebook to work."
+    "You need to install the `langchain-fireworks` python package for the rest of the notebook to work."
    ]
   },
   {
diff --git a/docs/docs/integrations/llms/nvidia_ai_endpoints.ipynb b/docs/docs/integrations/llms/nvidia_ai_endpoints.ipynb
index a9e8fc163c0..ebd92e669b6 100644
--- a/docs/docs/integrations/llms/nvidia_ai_endpoints.ipynb
+++ b/docs/docs/integrations/llms/nvidia_ai_endpoints.ipynb
@@ -29,7 +29,7 @@
     "\n",
     "| Class | Package | Local | Serializable | JS support | Package downloads | Package latest |\n",
     "| :--- | :--- | :---: | :---: |  :---: | :---: | :---: |\n",
-    "| [NVIDIA](https://python.langchain.com/api_reference/nvidia_ai_endpoints/llms/langchain_nvidia_ai_endpoints.chat_models.ChatNVIDIA.html) | [langchain_nvidia_ai_endpoints](https://python.langchain.com/api_reference/nvidia_ai_endpoints/index.html) | ✅ | beta | ❌ | ![PyPI - Downloads](https://img.shields.io/pypi/dm/langchain_nvidia_ai_endpoints?style=flat-square&label=%20) | ![PyPI - Version](https://img.shields.io/pypi/v/langchain_nvidia_ai_endpoints?style=flat-square&label=%20) |\n",
+    "| [NVIDIA](https://python.langchain.com/api_reference/nvidia_ai_endpoints/llms/langchain_nvidia_ai_endpoints.chat_models.ChatNVIDIA.html) | [langchain-nvidia-ai-endpoints](https://python.langchain.com/api_reference/nvidia_ai_endpoints/index.html) | ✅ | beta | ❌ | ![PyPI - Downloads](https://img.shields.io/pypi/dm/langchain_nvidia_ai_endpoints?style=flat-square&label=%20) | ![PyPI - Version](https://img.shields.io/pypi/v/langchain_nvidia_ai_endpoints?style=flat-square&label=%20) |\n",
     "\n",
     "### Model features\n",
     "| JSON mode | [Image input](/docs/how_to/multimodal_inputs/) | Audio input | Video input | [Token-level streaming](/docs/how_to/chat_streaming/) | Native async | [Token usage](/docs/how_to/chat_token_usage_tracking/) | [Logprobs](/docs/how_to/logprobs/) |\n",
@@ -71,7 +71,7 @@
    "source": [
     "### Installation\n",
     "\n",
-    "The LangChain NVIDIA AI Endpoints integration lives in the `langchain_nvidia_ai_endpoints` package:"
+    "The LangChain NVIDIA AI Endpoints integration lives in the `langchain-nvidia-ai-endpoints` package:"
    ]
   },
   {
diff --git a/docs/docs/integrations/retrievers/wikipedia.ipynb b/docs/docs/integrations/retrievers/wikipedia.ipynb
index bb685fda181..ec0a1d715da 100644
--- a/docs/docs/integrations/retrievers/wikipedia.ipynb
+++ b/docs/docs/integrations/retrievers/wikipedia.ipynb
@@ -67,7 +67,7 @@
       },
       "outputs": [],
       "source": [
-        "%pip install -qU langchain_community wikipedia"
+        "%pip install -qU langchain-community wikipedia"
       ]
     },
     {
diff --git a/docs/docs/integrations/stores/astradb.ipynb b/docs/docs/integrations/stores/astradb.ipynb
index 343433fd344..a3b658d4a2e 100644
--- a/docs/docs/integrations/stores/astradb.ipynb
+++ b/docs/docs/integrations/stores/astradb.ipynb
@@ -31,7 +31,7 @@
     "\n",
     "| Class | Package | Local | JS support | Package downloads | Package latest |\n",
     "| :--- | :--- | :---: | :---: |  :---: | :---: |\n",
-    "| [AstraDBByteStore](https://python.langchain.com/api_reference/astradb/storage/langchain_astradb.storage.AstraDBByteStore.html) | [langchain_astradb](https://python.langchain.com/api_reference/astradb/index.html) | ❌ | ❌ | ![PyPI - Downloads](https://img.shields.io/pypi/dm/langchain_astradb?style=flat-square&label=%20) | ![PyPI - Version](https://img.shields.io/pypi/v/langchain_astradb?style=flat-square&label=%20) |\n",
+    "| [AstraDBByteStore](https://python.langchain.com/api_reference/astradb/storage/langchain_astradb.storage.AstraDBByteStore.html) | [langchain-astradb](https://python.langchain.com/api_reference/astradb/index.html) | ❌ | ❌ | ![PyPI - Downloads](https://img.shields.io/pypi/dm/langchain_astradb?style=flat-square&label=%20) | ![PyPI - Version](https://img.shields.io/pypi/v/langchain_astradb?style=flat-square&label=%20) |\n",
     "\n",
     "## Setup\n",
     "\n",
@@ -60,7 +60,7 @@
    "source": [
     "### Installation\n",
     "\n",
-    "The LangChain AstraDB integration lives in the `langchain_astradb` package:"
+    "The LangChain AstraDB integration lives in the `langchain-astradb` package:"
    ]
   },
   {
@@ -69,7 +69,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "%pip install -qU langchain_astradb"
+    "%pip install -qU langchain-astradb"
    ]
   },
   {
diff --git a/docs/docs/integrations/stores/cassandra.ipynb b/docs/docs/integrations/stores/cassandra.ipynb
index 309f6ea61ed..3db5005b446 100644
--- a/docs/docs/integrations/stores/cassandra.ipynb
+++ b/docs/docs/integrations/stores/cassandra.ipynb
@@ -29,7 +29,7 @@
     "\n",
     "| Class | Package | Local | [JS support](https://js.langchain.com/docs/integrations/stores/cassandra_storage) | Package downloads | Package latest |\n",
     "| :--- | :--- | :---: | :---: |  :---: | :---: |\n",
-    "| [CassandraByteStore](https://python.langchain.com/api_reference/community/storage/langchain_community.storage.cassandra.CassandraByteStore.html) | [langchain_community](https://python.langchain.com/api_reference/community/index.html) | ✅ | ✅ | ![PyPI - Downloads](https://img.shields.io/pypi/dm/langchain_community?style=flat-square&label=%20) | ![PyPI - Version](https://img.shields.io/pypi/v/langchain_community?style=flat-square&label=%20) |\n",
+    "| [CassandraByteStore](https://python.langchain.com/api_reference/community/storage/langchain_community.storage.cassandra.CassandraByteStore.html) | [langchain-community](https://python.langchain.com/api_reference/community/index.html) | ✅ | ✅ | ![PyPI - Downloads](https://img.shields.io/pypi/dm/langchain_community?style=flat-square&label=%20) | ![PyPI - Version](https://img.shields.io/pypi/v/langchain_community?style=flat-square&label=%20) |\n",
     "\n",
     "## Setup\n",
     "\n",
@@ -44,7 +44,7 @@
    "source": [
     "### Installation\n",
     "\n",
-    "The LangChain `CassandraByteStore` integration lives in the `langchain_community` package. You'll also need to install the `cassio` package or the `cassandra-driver` package as a peer dependency depending on which initialization method you're using:"
+    "The LangChain `CassandraByteStore` integration lives in the `langchain-community` package. You'll also need to install the `cassio` package or the `cassandra-driver` package as a peer dependency depending on which initialization method you're using:"
    ]
   },
   {
@@ -53,7 +53,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "%pip install -qU langchain_community\n",
+    "%pip install -qU langchain-community\n",
     "%pip install -qU cassandra-driver\n",
     "%pip install -qU cassio"
    ]
diff --git a/docs/docs/integrations/stores/elasticsearch.ipynb b/docs/docs/integrations/stores/elasticsearch.ipynb
index e7578ad362d..eea8e2825f8 100644
--- a/docs/docs/integrations/stores/elasticsearch.ipynb
+++ b/docs/docs/integrations/stores/elasticsearch.ipynb
@@ -29,7 +29,7 @@
     "\n",
     "| Class | Package | Local | JS support | Package downloads | Package latest |\n",
     "| :--- | :--- | :---: | :---: |  :---: | :---: |\n",
-    "| [ElasticsearchEmbeddingsCache](https://python.langchain.com/api_reference/elasticsearch/cache/langchain_elasticsearch.cache.ElasticsearchEmbeddingsCache.html) | [langchain_elasticsearch](https://python.langchain.com/api_reference/elasticsearch/index.html) | ✅ | ❌ | ![PyPI - Downloads](https://img.shields.io/pypi/dm/langchain_elasticsearch?style=flat-square&label=%20) | ![PyPI - Version](https://img.shields.io/pypi/v/langchain_elasticsearch?style=flat-square&label=%20) |\n",
+    "| [ElasticsearchEmbeddingsCache](https://python.langchain.com/api_reference/elasticsearch/cache/langchain_elasticsearch.cache.ElasticsearchEmbeddingsCache.html) | [langchain-elasticsearch](https://python.langchain.com/api_reference/elasticsearch/index.html) | ✅ | ❌ | ![PyPI - Downloads](https://img.shields.io/pypi/dm/langchain_elasticsearch?style=flat-square&label=%20) | ![PyPI - Version](https://img.shields.io/pypi/v/langchain_elasticsearch?style=flat-square&label=%20) |\n",
     "\n",
     "## Setup\n",
     "\n",
@@ -42,7 +42,7 @@
    "source": [
     "### Installation\n",
     "\n",
-    "The LangChain `ElasticsearchEmbeddingsCache` integration lives in the `__package_name__` package:"
+    "The LangChain `ElasticsearchEmbeddingsCache` integration lives in the `langchain-elasticsearch` package:"
    ]
   },
   {
@@ -51,7 +51,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "%pip install -qU langchain_elasticsearch"
+    "%pip install -qU langchain-elasticsearch"
    ]
   },
   {
diff --git a/docs/docs/integrations/stores/in_memory.ipynb b/docs/docs/integrations/stores/in_memory.ipynb
index b253249e97c..8a0cf30a544 100644
--- a/docs/docs/integrations/stores/in_memory.ipynb
+++ b/docs/docs/integrations/stores/in_memory.ipynb
@@ -29,7 +29,7 @@
     "\n",
     "| Class | Package | Local | [JS support](https://js.langchain.com/docs/integrations/stores/in_memory/) | Package downloads | Package latest |\n",
     "| :--- | :--- | :---: | :---: |  :---: | :---: |\n",
-    "| [InMemoryByteStore](https://python.langchain.com/api_reference/core/stores/langchain_core.stores.InMemoryByteStore.html) | [langchain_core](https://python.langchain.com/api_reference/core/index.html) | ✅ | ✅ | ![PyPI - Downloads](https://img.shields.io/pypi/dm/langchain_core?style=flat-square&label=%20) | ![PyPI - Version](https://img.shields.io/pypi/v/langchain_core?style=flat-square&label=%20) |"
+    "| [InMemoryByteStore](https://python.langchain.com/api_reference/core/stores/langchain_core.stores.InMemoryByteStore.html) | [langchain-core](https://python.langchain.com/api_reference/core/index.html) | ✅ | ✅ | ![PyPI - Downloads](https://img.shields.io/pypi/dm/langchain_core?style=flat-square&label=%20) | ![PyPI - Version](https://img.shields.io/pypi/v/langchain_core?style=flat-square&label=%20) |"
    ]
   },
   {
@@ -38,7 +38,7 @@
    "source": [
     "### Installation\n",
     "\n",
-    "The LangChain `InMemoryByteStore` integration lives in the `langchain_core` package:"
+    "The LangChain `InMemoryByteStore` integration lives in the `langchain-core` package:"
    ]
   },
   {
@@ -47,7 +47,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "%pip install -qU langchain_core"
+    "%pip install -qU langchain-core"
    ]
   },
   {
diff --git a/docs/docs/integrations/stores/redis.ipynb b/docs/docs/integrations/stores/redis.ipynb
index 8eaaf5a3bb2..fb4822028a7 100644
--- a/docs/docs/integrations/stores/redis.ipynb
+++ b/docs/docs/integrations/stores/redis.ipynb
@@ -29,7 +29,7 @@
     "\n",
     "| Class | Package | Local | [JS support](https://js.langchain.com/docs/integrations/stores/ioredis_storage) | Package downloads | Package latest |\n",
     "| :--- | :--- | :---: | :---: |  :---: | :---: |\n",
-    "| [RedisStore](https://python.langchain.com/api_reference/community/storage/langchain_community.storage.redis.RedisStore.html) | [langchain_community](https://python.langchain.com/api_reference/community/index.html) | ✅ | ✅ | ![PyPI - Downloads](https://img.shields.io/pypi/dm/langchain_community?style=flat-square&label=%20) | ![PyPI - Version](https://img.shields.io/pypi/v/langchain_community?style=flat-square&label=%20) |\n",
+    "| [RedisStore](https://python.langchain.com/api_reference/community/storage/langchain_community.storage.redis.RedisStore.html) | [langchain-community](https://python.langchain.com/api_reference/community/index.html) | ✅ | ✅ | ![PyPI - Downloads](https://img.shields.io/pypi/dm/langchain_community?style=flat-square&label=%20) | ![PyPI - Version](https://img.shields.io/pypi/v/langchain_community?style=flat-square&label=%20) |\n",
     "\n",
     "## Setup\n",
     "\n",
@@ -42,7 +42,7 @@
    "source": [
     "### Installation\n",
     "\n",
-    "The LangChain `RedisStore` integration lives in the `langchain_community` package:"
+    "The LangChain `RedisStore` integration lives in the `langchain-community` package:"
    ]
   },
   {
@@ -51,7 +51,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "%pip install -qU langchain_community redis"
+    "%pip install -qU langchain-community redis"
    ]
   },
   {
diff --git a/docs/docs/integrations/stores/upstash_redis.ipynb b/docs/docs/integrations/stores/upstash_redis.ipynb
index 54d9c668b04..66efda09bd8 100644
--- a/docs/docs/integrations/stores/upstash_redis.ipynb
+++ b/docs/docs/integrations/stores/upstash_redis.ipynb
@@ -31,7 +31,7 @@
     "\n",
     "| Class | Package | Local | [JS support](https://js.langchain.com/docs/integrations/stores/upstash_redis_storage) | Package downloads | Package latest |\n",
     "| :--- | :--- | :---: | :---: |  :---: | :---: |\n",
-    "| [UpstashRedisByteStore](https://python.langchain.com/api_reference/community/storage/langchain_community.storage.upstash_redis.UpstashRedisByteStore.html) | [langchain_community](https://python.langchain.com/api_reference/community/index.html) | ❌ | ✅ | ![PyPI - Downloads](https://img.shields.io/pypi/dm/langchain_community?style=flat-square&label=%20) | ![PyPI - Version](https://img.shields.io/pypi/v/langchain_community?style=flat-square&label=%20) |\n",
+    "| [UpstashRedisByteStore](https://python.langchain.com/api_reference/community/storage/langchain_community.storage.upstash_redis.UpstashRedisByteStore.html) | [langchain-community](https://python.langchain.com/api_reference/community/index.html) | ❌ | ✅ | ![PyPI - Downloads](https://img.shields.io/pypi/dm/langchain_community?style=flat-square&label=%20) | ![PyPI - Version](https://img.shields.io/pypi/v/langchain_community?style=flat-square&label=%20) |\n",
     "\n",
     "## Setup\n",
     "\n",
@@ -60,7 +60,7 @@
    "source": [
     "### Installation\n",
     "\n",
-    "The LangChain Upstash integration lives in the `langchain_community` package. You'll also need to install the `upstash-redis` package as a peer dependency:"
+    "The LangChain Upstash integration lives in the `langchain-community` package. You'll also need to install the `upstash-redis` package as a peer dependency:"
    ]
   },
   {
@@ -69,7 +69,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "%pip install -qU langchain_community upstash-redis"
+    "%pip install -qU langchain-community upstash-redis"
    ]
   },
   {
diff --git a/docs/docs/integrations/text_embedding/nvidia_ai_endpoints.ipynb b/docs/docs/integrations/text_embedding/nvidia_ai_endpoints.ipynb
index c6a133a8315..1ef0bbdba4a 100644
--- a/docs/docs/integrations/text_embedding/nvidia_ai_endpoints.ipynb
+++ b/docs/docs/integrations/text_embedding/nvidia_ai_endpoints.ipynb
@@ -411,7 +411,7 @@
    },
    "outputs": [],
    "source": [
-    "%pip install --upgrade --quiet  langchain faiss-cpu tiktoken langchain_community\n",
+    "%pip install --upgrade --quiet  langchain faiss-cpu tiktoken langchain-community\n",
     "\n",
     "from operator import itemgetter\n",
     "\n",
diff --git a/docs/docs/integrations/tools/agentql.ipynb b/docs/docs/integrations/tools/agentql.ipynb
index 96c3c3797cc..c6dbfb28a99 100644
--- a/docs/docs/integrations/tools/agentql.ipynb
+++ b/docs/docs/integrations/tools/agentql.ipynb
@@ -55,7 +55,7 @@
    },
    "outputs": [],
    "source": [
-    "%pip install --quiet -U langchain_agentql"
+    "%pip install --quiet -U langchain-agentql"
    ]
   },
   {
diff --git a/docs/docs/integrations/tools/cassandra_database.ipynb b/docs/docs/integrations/tools/cassandra_database.ipynb
index 018fd21527a..7e368b5611d 100644
--- a/docs/docs/integrations/tools/cassandra_database.ipynb
+++ b/docs/docs/integrations/tools/cassandra_database.ipynb
@@ -85,7 +85,7 @@
     "Install the following Python modules:\n",
     "\n",
     "```bash\n",
-    "pip install ipykernel python-dotenv cassio langchain_openai langchain langchain-community langchainhub\n",
+    "pip install ipykernel python-dotenv cassio langchain-openai langchain langchain-community langchainhub\n",
     "```\n",
     "\n",
     "### .env file\n",
diff --git a/docs/docs/integrations/tools/jira.ipynb b/docs/docs/integrations/tools/jira.ipynb
index e424a090a89..94290289455 100644
--- a/docs/docs/integrations/tools/jira.ipynb
+++ b/docs/docs/integrations/tools/jira.ipynb
@@ -51,7 +51,7 @@
    },
    "outputs": [],
    "source": [
-    "%pip install -qU langchain-community langchain_openai"
+    "%pip install -qU langchain-community langchain-openai"
    ]
   },
   {
diff --git a/docs/docs/integrations/vectorstores/milvus.ipynb b/docs/docs/integrations/vectorstores/milvus.ipynb
index 94b1d2c3f35..3d26dae3b21 100644
--- a/docs/docs/integrations/vectorstores/milvus.ipynb
+++ b/docs/docs/integrations/vectorstores/milvus.ipynb
@@ -36,7 +36,7 @@
     }
    ],
    "source": [
-    "pip install -qU langchain_milvus"
+    "pip install -qU langchain-milvus"
    ]
   },
   {
diff --git a/docs/docs/integrations/vectorstores/pgvector.ipynb b/docs/docs/integrations/vectorstores/pgvector.ipynb
index a31c300dddf..249421e8ddd 100644
--- a/docs/docs/integrations/vectorstores/pgvector.ipynb
+++ b/docs/docs/integrations/vectorstores/pgvector.ipynb
@@ -9,13 +9,13 @@
     "\n",
     "> An implementation of LangChain vectorstore abstraction using `postgres` as the backend and utilizing the `pgvector` extension.\n",
     "\n",
-    "The code lives in an integration package called: [langchain_postgres](https://github.com/langchain-ai/langchain-postgres/).\n",
+    "The code lives in an integration package called: [langchain-postgres](https://github.com/langchain-ai/langchain-postgres/).\n",
     "\n",
     "## Status\n",
     "\n",
-    "This code has been ported over from `langchain_community` into a dedicated package called `langchain-postgres`. The following changes have been made:\n",
+    "This code has been ported over from `langchain-community` into a dedicated package called `langchain-postgres`. The following changes have been made:\n",
     "\n",
-    "* langchain_postgres works only with psycopg3. Please update your connnecion strings from `postgresql+psycopg2://...` to `postgresql+psycopg://langchain:langchain@...` (yes, it's the driver name is `psycopg` not `psycopg3`, but it'll use `psycopg3`.\n",
+    "* `langchain-postgres` works only with psycopg3. Please update your connnecion strings from `postgresql+psycopg2://...` to `postgresql+psycopg://langchain:langchain@...` (yes, it's the driver name is `psycopg` not `psycopg3`, but it'll use `psycopg3`.\n",
     "* The schema of the embedding store and collection have been changed to make add_documents work correctly with user specified ids.\n",
     "* One has to pass an explicit connection object now.\n",
     "\n",
@@ -35,7 +35,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "pip install -qU langchain_postgres"
+    "pip install -qU langchain-postgres"
    ]
   },
   {
@@ -63,7 +63,7 @@
    "source": [
     "### Credentials\n",
     "\n",
-    "There are no credentials needed to run this notebook, just make sure you downloaded the `langchain_postgres` package and correctly started the postgres container."
+    "There are no credentials needed to run this notebook, just make sure you downloaded the `langchain-postgres` package and correctly started the postgres container."
    ]
   },
   {
diff --git a/docs/docs/integrations/vectorstores/pgvectorstore.ipynb b/docs/docs/integrations/vectorstores/pgvectorstore.ipynb
index 2b0edced75a..da9847a32c5 100644
--- a/docs/docs/integrations/vectorstores/pgvectorstore.ipynb
+++ b/docs/docs/integrations/vectorstores/pgvectorstore.ipynb
@@ -10,7 +10,7 @@
     "\n",
     "This notebook goes over how to use the `PGVectorStore` API.\n",
     "\n",
-    "The code lives in an integration package called: [langchain_postgres](https://github.com/langchain-ai/langchain-postgres/)."
+    "The code lives in an integration package called: [langchain-postgres](https://github.com/langchain-ai/langchain-postgres/)."
    ]
   },
   {
diff --git a/docs/docs/integrations/vectorstores/sqlserver.ipynb b/docs/docs/integrations/vectorstores/sqlserver.ipynb
index 768708e9fa4..266e6a9b6f0 100644
--- a/docs/docs/integrations/vectorstores/sqlserver.ipynb
+++ b/docs/docs/integrations/vectorstores/sqlserver.ipynb
@@ -61,7 +61,7 @@
    "source": [
     "## Credentials\n",
     "\n",
-    "There are no credentials needed to run this notebook, just make sure you downloaded the `langchain_sqlserver` package\n",
+    "There are no credentials needed to run this notebook, just make sure you downloaded the `langchain-sqlserver` package\n",
     "If you want to get best in-class automated tracing of your model calls you can also set your [LangSmith](https://docs.smith.langchain.com/) API key by uncommenting below:"
    ]
   },
diff --git a/docs/src/theme/FeatureTables.js b/docs/src/theme/FeatureTables.js
index 6d22ff66ae1..5aeb5fba86d 100644
--- a/docs/src/theme/FeatureTables.js
+++ b/docs/src/theme/FeatureTables.js
@@ -321,7 +321,7 @@ const FEATURE_TABLES = {
             },
             {
                 name: "VertexAILLM",
-                link: "google_vertexai",
+                link: "google_vertex_ai_palm",
                 package: "langchain-google-vertexai",
                 apiLink: "https://python.langchain.com/api_reference/google_vertexai/llms/langchain_google_vertexai.llms.VertexAI.html"
             },
@@ -776,7 +776,7 @@ const FEATURE_TABLES = {
             },
             {
                 name: "Reddit",
-                link: "RedditPostsLoader",
+                link: "reddit",
                 loaderName: "RedditPostsLoader",
                 apiLink: "https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.reddit.RedditPostsLoader.html"
             },