docs: integrations reference updates 4 (#25118)

Added missed references; missed provider pages.

---------

Co-authored-by: Chester Curme <chester.curme@gmail.com>

docs/docs/integrations/platforms/microsoft.mdx

@@ -7,6 +7,7 @@ keywords: [azure]
 All functionality related to `Microsoft Azure` and other `Microsoft` products.
 
 ## Chat Models
+
 ### Azure OpenAI
 
 >[Microsoft Azure](https://en.wikipedia.org/wiki/Microsoft_Azure), often referred to as `Azure` is a cloud computing platform run by `Microsoft`, which offers access, management, and development of applications and services through global data centers. It provides a range of capabilities, including software as a service (SaaS), platform as a service (PaaS), and infrastructure as a service (IaaS). `Microsoft Azure` supports many programming languages, tools, and frameworks, including Microsoft-specific and third-party software and systems.
@@ -33,6 +34,12 @@ See a [usage example](/docs/integrations/chat/azure_chat_openai)
 from langchain_openai import AzureChatOpenAI
 ```
 
+### Azure ML Chat Online Endpoint
+
+See the documentation [here](/docs/integrations/chat/azureml_chat_endpoint) for accessing chat
+models hosted with [Azure Machine Learning](https://azure.microsoft.com/en-us/products/machine-learning/).
+
+
 ## LLMs
 
 ### Azure ML
@@ -337,7 +344,19 @@ See a [usage example](/docs/integrations/memory/postgres_chat_message_history/).
 
 Since Azure Database for PostgreSQL is open-source Postgres, you can use the [LangChain's Postgres support](/docs/integrations/vectorstores/pgvector/) to connect to Azure Database for PostgreSQL.
 
+
+### Azure AI Search
+
+[Azure AI Search](https://learn.microsoft.com/azure/search/search-what-is-azure-search) is a cloud search service
+that gives developers infrastructure, APIs, and tools for information retrieval of vector, keyword, and hybrid
+queries at scale. See [here](/docs/integrations/vectorstores/azuresearch) for usage examples.
+
+```python
+from langchain_community.vectorstores.azuresearch import AzureSearch
+```
+
 ## Retrievers
+
 ### Azure AI Search
 
 >[Azure AI Search](https://learn.microsoft.com/en-us/azure/search/search-what-is-azure-search) (formerly known as `Azure Search` or `Azure Cognitive Search` ) is a cloud search service that gives developers infrastructure, APIs, and tools for building a rich search experience over private, heterogeneous content in web, mobile, and enterprise applications.
@@ -354,7 +373,7 @@ See [set up instructions](https://learn.microsoft.com/en-us/azure/search/search-
 See a [usage example](/docs/integrations/retrievers/azure_ai_search).
 
 ```python
-from langchain.retrievers import AzureAISearchRetriever
+from langchain_community.retrievers import AzureAISearchRetriever
 ```
 
 ## Vector Store
@@ -417,6 +436,15 @@ See a [usage example](/docs/integrations/tools/azure_ai_services).
 from langchain_community.agent_toolkits import azure_ai_services
 ```
 
+The `azure_ai_services` toolkit includes the following tools:
+
+- Image Analysis: [AzureAiServicesImageAnalysisTool](https://python.langchain.com/v0.2/api_reference/community/tools/langchain_community.tools.azure_ai_services.image_analysis.AzureAiServicesImageAnalysisTool.html)
+- Document Intelligence: [AzureAiServicesDocumentIntelligenceTool](https://python.langchain.com/v0.2/api_reference/community/tools/langchain_community.tools.azure_ai_services.document_intelligence.AzureAiServicesDocumentIntelligenceTool.html)
+- Speech to Text: [AzureAiServicesSpeechToTextTool](https://python.langchain.com/v0.2/api_reference/community/tools/langchain_community.tools.azure_ai_services.speech_to_text.AzureAiServicesSpeechToTextTool.html)
+- Text to Speech: [AzureAiServicesTextToSpeechTool](https://python.langchain.com/v0.2/api_reference/community/tools/langchain_community.tools.azure_ai_services.text_to_speech.AzureAiServicesTextToSpeechTool.html)
+- Text Analytics for Health: [AzureAiServicesTextAnalyticsForHealthTool](https://python.langchain.com/v0.2/api_reference/community/tools/langchain_community.tools.azure_ai_services.text_analytics_for_health.AzureAiServicesTextAnalyticsForHealthTool.html)
+
+
 ### Microsoft Office 365 email and calendar
 
 We need to install `O365` python package.
@@ -480,8 +508,6 @@ from langchain_community.tools.playwright import NavigateTool
 from langchain_community.tools.playwright import NavigateBackTool
 ```
 
-
-```python
 ## Graphs
 
 ### Azure Cosmos DB for Apache Gremlin

docs/docs/integrations/providers/arize.mdx

@@ -0,0 +1,24 @@
+# Arize
+
+[Arize](https://arize.com) is an AI observability and LLM evaluation platform that offers
+support for LangChain applications, providing detailed traces of input, embeddings, retrieval,
+functions, and output messages.
+
+
+## Installation and Setup
+
+First, you need to install `arize` python package.
+
+```bash
+pip install arize
+```
+
+Second, you need to set up your [Arize account](https://app.arize.com/auth/join)
+and get your  `API_KEY` or `SPACE_KEY`.
+
+
+## Callback handler
+
+```python
+from langchain_community.callbacks import ArizeCallbackHandler
+```

docs/docs/integrations/providers/asknews.mdx

@@ -0,0 +1,33 @@
+# AskNews
+
+[AskNews](https://asknews.app/) enhances language models with up-to-date global or historical news
+by processing and indexing over 300,000 articles daily, providing prompt-optimized responses
+through a low-latency endpoint, and ensuring transparency and diversity in its news coverage.
+
+## Installation and Setup
+
+First, you need to install `asknews` python package.
+
+```bash
+pip install asknews
+```
+
+You also need to set our AskNews API credentials, which can be generated at 
+the [AskNews console](https://my.asknews.app/).
+
+
+## Retriever
+
+See a [usage example](/docs/integrations/retrievers/asknews).
+
+```python
+from langchain_community.retrievers import AskNewsRetriever
+```
+
+## Tool
+
+See a [usage example](/docs/integrations/tools/asknews).
+
+```python
+from langchain_community.tools.asknews import AskNewsSearch
+```

docs/docs/integrations/providers/assemblyai.mdx

@@ -30,3 +30,13 @@ See a [usage example](/docs/integrations/document_loaders/assemblyai).
 ```python
 from langchain_community.document_loaders import AssemblyAIAudioTranscriptLoader
 ```
+
+###  AssemblyAI Audio Loader By Id
+
+The `AssemblyAIAudioLoaderById` uses the AssemblyAI API to get an existing 
+transcription and loads the transcribed text into one or more Documents, 
+depending on the specified format.
+
+```python
+from langchain_community.document_loaders import AssemblyAIAudioLoaderById
+```