docs(langchain-ibm): Updated langchain-ibm reference documentation

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

@@ -0,0 +1,12 @@
+---
+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`.
+
+::: langchain_ibm.chat_models.ChatWatsonx

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

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+---
+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`.
+
+::: langchain_ibm.embeddings.WatsonxEmbeddings

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

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+---
+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`.
+
+::: langchain_ibm.llms.WatsonxLLM

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

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+---
+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`.
+
+::: langchain_ibm.rerank.WatsonxRerank

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

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+---
+title: WatsonxSQLDatabaseToolkit
+---
+
+# `WatsonxSQLDatabaseToolkit`
+
+!!! warning "Reference docs"
+    This page contains **reference documentation** for `WatsonxSQLDatabaseToolkit`.
+
+::: langchain_ibm.agent_toolkits.sql.toolkit.WatsonxSQLDatabaseToolkit

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

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+---
+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`.
+
+::: langchain_ibm.agent_toolkits.utility.toolkit.WatsonxToolkit

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

@@ -0,0 +1,66 @@
+---
+title: IBM
+---
+
+# `langchain-ibm`
+
+[![PyPI - Version](https://img.shields.io/pypi/v/langchain-ibm?label=%20)](https://pypi.org/project/langchain-ibm/#history)
+[![PyPI - License](https://img.shields.io/pypi/l/langchain-ibm)](https://opensource.org/licenses/MIT)
+[![PyPI - Downloads](https://img.shields.io/pepy/dt/langchain-ibm)](https://pypistats.org/packages/langchain-ibm)
+
+## Modules
+
+!!! note "Usage documentation"
+    Refer to [the docs](https://docs.langchain.com/oss/python/integrations/providers/ibm) for a high-level guide on how to use each module. These reference pages contain auto-generated API documentation for each module, focusing on the "what" rather than the "how" or "why" (i.e. no end-to-end tutorials or conceptual overviews).
+
+<div class="grid cards" markdown>
+
+- :material-message-text:{ .lg .middle } __`ChatWatsonx`__
+
+    ---
+
+    IBM watsonx.ai chat models.
+
+    [:octicons-arrow-right-24: Reference](./ChatWatsonx.md)
+
+- :material-message-text:{ .lg .middle } __`WatsonxLLM`__
+
+    ---
+
+    (Legacy) IBM watsonx.ai text completion models.
+
+    [:octicons-arrow-right-24: Reference](./WatsonxLLM.md)
+
+- :fontawesome-solid-layer-group:{ .lg .middle } __`WatsonxEmbeddings`__
+
+    ---
+
+    IBM watsonx.ai embedding models.
+
+    [:octicons-arrow-right-24: Reference](./WatsonxEmbeddings.md)
+
+- :fontawesome-solid-layer-group:{ .lg .middle } __`WatsonxRerank`__
+
+    ---
+
+    IBM watsonx.ai document retriever.
+
+    [:octicons-arrow-right-24: Reference](./WatsonxRerank.md)
+
+- :fontawesome-solid-screwdriver-wrench:{ .lg .middle } __`WatsonxToolkit`__
+
+    ---
+
+    IBM watsonx.ai toolkit.
+
+    [:octicons-arrow-right-24: Reference](./WatsonxToolkit.md)
+
+- :fontawesome-solid-screwdriver-wrench:{ .lg .middle } __`WatsonxSQLDatabaseToolkit`__
+
+    ---
+
+    IBM watsonx.ai SQL database toolkit.
+
+    [:octicons-arrow-right-24: Reference](./WatsonxSQLDatabaseToolkit.md)
+
+</div>

reference/python/mkdocs.yml

@@ -444,7 +444,14 @@ nav:
       - Google (VertexAI): integrations/langchain_google_vertexai.md
       - Groq: integrations/langchain_groq.md
       - HuggingFace: integrations/langchain_huggingface.md
-      - IBM: integrations/langchain_ibm.md
+      - IBM:
+        - integrations/langchain_ibm/index.md
+        - ChatWatsonx: integrations/langchain_ibm/ChatWatsonx.md
+        - WatsonxLLM: integrations/langchain_ibm/WatsonxLLM.md
+        - WatsonxEmbeddings: integrations/langchain_ibm/WatsonxEmbeddings.md
+        - WatsonxRerank: integrations/langchain_ibm/WatsonxRerank.md
+        - WatsonxToolkit: integrations/langchain_ibm/WatsonxToolkit.md
+        - WatsonxSQLDatabaseToolkit: integrations/langchain_ibm/WatsonxSQLDatabaseToolkit.md
       - Milvus: integrations/langchain_milvus.md
       - Mistral AI: integrations/langchain_mistralai.md
       - MongoDB: https://langchain-mongodb.readthedocs.io/en/latest/index.html