Merge branch 'main' into brace/typedoc-monorepo

docs/core_docs/.gitignore

@@ -212,28 +212,70 @@ docs/how_to/assign.md
 docs/how_to/assign.mdx
 docs/how_to/agent_executor.md
 docs/how_to/agent_executor.mdx
+docs/integrations/vectorstores/weaviate.md
+docs/integrations/vectorstores/weaviate.mdx
+docs/integrations/vectorstores/upstash.md
+docs/integrations/vectorstores/upstash.mdx
+docs/integrations/vectorstores/supabase.md
+docs/integrations/vectorstores/supabase.mdx
+docs/integrations/vectorstores/redis.md
+docs/integrations/vectorstores/redis.mdx
+docs/integrations/vectorstores/qdrant.md
+docs/integrations/vectorstores/qdrant.mdx
+docs/integrations/vectorstores/pinecone.md
+docs/integrations/vectorstores/pinecone.mdx
+docs/integrations/vectorstores/pgvector.md
+docs/integrations/vectorstores/pgvector.mdx
+docs/integrations/vectorstores/mongodb_atlas.md
+docs/integrations/vectorstores/mongodb_atlas.mdx
+docs/integrations/vectorstores/memory.md
+docs/integrations/vectorstores/memory.mdx
+docs/integrations/vectorstores/hnswlib.md
+docs/integrations/vectorstores/hnswlib.mdx
+docs/integrations/vectorstores/faiss.md
+docs/integrations/vectorstores/faiss.mdx
+docs/integrations/vectorstores/elasticsearch.md
+docs/integrations/vectorstores/elasticsearch.mdx
+docs/integrations/vectorstores/chroma.md
+docs/integrations/vectorstores/chroma.mdx
+docs/integrations/tools/tavily_search.md
+docs/integrations/tools/tavily_search.mdx
+docs/integrations/tools/exa_search.md
+docs/integrations/tools/exa_search.mdx
 docs/integrations/tools/duckduckgo_search.md
 docs/integrations/tools/duckduckgo_search.mdx
+docs/integrations/toolkits/vectorstore.md
+docs/integrations/toolkits/vectorstore.mdx
 docs/integrations/toolkits/sql.md
 docs/integrations/toolkits/sql.mdx
 docs/integrations/toolkits/openapi.md
 docs/integrations/toolkits/openapi.mdx
+docs/integrations/stores/in_memory.md
+docs/integrations/stores/in_memory.mdx
+docs/integrations/stores/file_system.md
+docs/integrations/stores/file_system.mdx
 docs/integrations/text_embedding/togetherai.md
 docs/integrations/text_embedding/togetherai.mdx
 docs/integrations/text_embedding/openai.md
 docs/integrations/text_embedding/openai.mdx
+docs/integrations/text_embedding/ollama.md
+docs/integrations/text_embedding/ollama.mdx
 docs/integrations/text_embedding/mistralai.md
 docs/integrations/text_embedding/mistralai.mdx
+docs/integrations/text_embedding/google_vertex_ai.md
+docs/integrations/text_embedding/google_vertex_ai.mdx
+docs/integrations/text_embedding/google_generativeai.md
+docs/integrations/text_embedding/google_generativeai.mdx
 docs/integrations/text_embedding/fireworks.md
 docs/integrations/text_embedding/fireworks.mdx
 docs/integrations/text_embedding/cohere.md
 docs/integrations/text_embedding/cohere.mdx
+docs/integrations/text_embedding/cloudflare_ai.md
+docs/integrations/text_embedding/cloudflare_ai.mdx
+docs/integrations/text_embedding/bedrock.md
+docs/integrations/text_embedding/bedrock.mdx
 docs/integrations/text_embedding/azure_openai.md
 docs/integrations/text_embedding/azure_openai.mdx
-docs/integrations/stores/in_memory.md
-docs/integrations/stores/in_memory.mdx
-docs/integrations/stores/file_system.md
-docs/integrations/stores/file_system.mdx
 docs/integrations/retrievers/tavily.md
 docs/integrations/retrievers/tavily.mdx
 docs/integrations/retrievers/kendra-retriever.md
@@ -242,10 +284,12 @@ docs/integrations/retrievers/exa.md
 docs/integrations/retrievers/exa.mdx
 docs/integrations/retrievers/bedrock-knowledge-bases.md
 docs/integrations/retrievers/bedrock-knowledge-bases.mdx
+docs/integrations/llms/together.md
+docs/integrations/llms/together.mdx
 docs/integrations/llms/openai.md
 docs/integrations/llms/openai.mdx
-docs/integrations/llms/mistralai.md
-docs/integrations/llms/mistralai.mdx
+docs/integrations/llms/ollama.md
+docs/integrations/llms/ollama.mdx
 docs/integrations/llms/mistral.md
 docs/integrations/llms/mistral.mdx
 docs/integrations/llms/google_vertex_ai.md
@@ -254,6 +298,8 @@ docs/integrations/llms/fireworks.md
 docs/integrations/llms/fireworks.mdx
 docs/integrations/llms/cohere.md
 docs/integrations/llms/cohere.mdx
+docs/integrations/llms/cloudflare_workersai.md
+docs/integrations/llms/cloudflare_workersai.mdx
 docs/integrations/llms/bedrock.md
 docs/integrations/llms/bedrock.mdx
 docs/integrations/llms/azure.md
@@ -276,6 +322,12 @@ docs/integrations/chat/fireworks.md
 docs/integrations/chat/fireworks.mdx
 docs/integrations/chat/cohere.md
 docs/integrations/chat/cohere.mdx
+docs/integrations/chat/cloudflare_workersai.md
+docs/integrations/chat/cloudflare_workersai.mdx
+docs/integrations/chat/bedrock_converse.md
+docs/integrations/chat/bedrock_converse.mdx
+docs/integrations/chat/bedrock.md
+docs/integrations/chat/bedrock.mdx
 docs/integrations/chat/azure.md
 docs/integrations/chat/azure.mdx
 docs/integrations/chat/anthropic.md
@@ -296,16 +348,6 @@ docs/integrations/retrievers/self_query/hnswlib.md
 docs/integrations/retrievers/self_query/hnswlib.mdx
 docs/integrations/retrievers/self_query/chroma.md
 docs/integrations/retrievers/self_query/chroma.mdx
-docs/integrations/document_loaders/web_loaders/web_puppeteer.md
-docs/integrations/document_loaders/web_loaders/web_puppeteer.mdx
-docs/integrations/document_loaders/web_loaders/web_cheerio.md
-docs/integrations/document_loaders/web_loaders/web_cheerio.mdx
-docs/integrations/document_loaders/web_loaders/recursive_url_loader.md
-docs/integrations/document_loaders/web_loaders/recursive_url_loader.mdx
-docs/integrations/document_loaders/web_loaders/pdf.md
-docs/integrations/document_loaders/web_loaders/pdf.mdx
-docs/integrations/document_loaders/web_loaders/firecrawl.md
-docs/integrations/document_loaders/web_loaders/firecrawl.mdx
 docs/integrations/document_loaders/file_loaders/unstructured.md
 docs/integrations/document_loaders/file_loaders/unstructured.mdx
 docs/integrations/document_loaders/file_loaders/text.md
@@ -317,3 +359,13 @@ docs/integrations/document_loaders/file_loaders/directory.mdx
 docs/integrations/document_loaders/file_loaders/csv.md
 docs/integrations/document_loaders/file_loaders/csv.mdx
 .vercel
+docs/integrations/document_loaders/web_loaders/web_puppeteer.md
+docs/integrations/document_loaders/web_loaders/web_puppeteer.mdx
+docs/integrations/document_loaders/web_loaders/web_cheerio.md
+docs/integrations/document_loaders/web_loaders/web_cheerio.mdx
+docs/integrations/document_loaders/web_loaders/recursive_url_loader.md
+docs/integrations/document_loaders/web_loaders/recursive_url_loader.mdx
+docs/integrations/document_loaders/web_loaders/pdf.md
+docs/integrations/document_loaders/web_loaders/pdf.mdx
+docs/integrations/document_loaders/web_loaders/firecrawl.md
+docs/integrations/document_loaders/web_loaders/firecrawl.mdx

docs/core_docs/docs/integrations/chat/google_vertex_ai.ipynb

@@ -10,7 +10,7 @@
    },
    "source": [
     "---\n",
-    "sidebar_label: Google VertexAI\n",
+    "sidebar_label: Google Vertex AI\n",
     "---"
    ]
   },
@@ -21,7 +21,7 @@
    "source": [
     "# ChatVertexAI\n",
     "\n",
-    "[Google Vertex](https://cloud.google.com/vertex-ai) is a service that exposes all foundational models available in Google Cloud, like `gemini-1.5-pro`, `gemini-1.5-flash`, etc.\n",
+    "[Google Vertex](https://cloud.google.com/vertex-ai) is a service that exposes all foundation models available in Google Cloud, like `gemini-1.5-pro`, `gemini-1.5-flash`, etc.\n",
     "\n",
     "This will help you getting started with `ChatVertexAI` [chat models](/docs/concepts/#chat-models). For detailed documentation of all `ChatVertexAI` features and configurations head to the [API reference](https://api.js.langchain.com/classes/langchain_google_vertexai.ChatVertexAI.html).\n",
     "\n",

docs/core_docs/docs/integrations/llms/google_palm.mdx

@@ -5,7 +5,7 @@ sidebar_class_name: hidden
 
 import CodeBlock from "@theme/CodeBlock";
 
-# Google PaLM
+# Google PaLM (Legacy)
 
 :::warning
 The Google PaLM API is deprecated and will be removed in 0.3.0. Please use the [Google GenAI](/docs/integrations/chat/google_generativeai) or [VertexAI](/docs/integrations/llms/google_vertex_ai) integrations instead.

docs/core_docs/docs/integrations/llms/google_vertex_ai.ipynb

@@ -31,7 +31,7 @@
     "\n",
     "```\n",
     "\n",
-    "[Google Vertex](https://cloud.google.com/vertex-ai) is a service that exposes all foundational models available in Google Cloud, like `gemini-1.5-pro`, `gemini-1.5-flash`, etc.\n",
+    "[Google Vertex](https://cloud.google.com/vertex-ai) is a service that exposes all foundation models available in Google Cloud, like `gemini-1.5-pro`, `gemini-1.5-flash`, etc.\n",
     "\n",
     "This will help you get started with VertexAI completion models (LLMs) using LangChain. For detailed documentation on `VertexAI` features and configuration options, please refer to the [API reference](https://api.js.langchain.com/classes/langchain_google_vertexai.VertexAI.html).\n",
     "\n",