import React from "react";
import {useCurrentSidebarCategory} from '@docusaurus/theme-common';
import {
useDocById,
} from '@docusaurus/plugin-content-docs/client';
const FEATURE_TABLES = {
chat: {
link: "/docs/integrations/chat",
columns: [
{title: "Provider", formatter: (item) => {item.name}},
{title: Tool calling, formatter: (item) => item.tool_calling ? "✅" : "❌"},
{title: Structured output, formatter: (item) => item.structured_output ? "✅" : "❌"},
{title: "JSON mode", formatter: (item) => item.json_mode ? "✅" : "❌"},
{title: "Local", formatter: (item) => item.local ? "✅" : "❌"},
{title: Multimodal, formatter: (item) => item.multimodal ? "✅" : "❌"},
{title: "Package", formatter: (item) => {item.package}},
],
items: [
{
"name": "ChatAnthropic",
"package": "langchain-anthropic",
"link": "anthropic/",
"structured_output": true,
"tool_calling": true,
"json_mode": false,
"multimodal": true,
"local": false,
"apiLink": "https://python.langchain.com/api_reference/anthropic/chat_models/langchain_anthropic.chat_models.ChatAnthropic.html"
},
{
"name": "ChatMistralAI",
"package": "langchain-mistralai",
"link": "mistralai/",
"structured_output": true,
"tool_calling": true,
"json_mode": false,
"multimodal": false,
"local": false,
"apiLink": "https://python.langchain.com/api_reference/mistralai/chat_models/langchain_mistralai.chat_models.ChatMistralAI.html"
},
{
"name": "ChatFireworks",
"package": "langchain-fireworks",
"link": "fireworks/",
"structured_output": true,
"tool_calling": true,
"json_mode": true,
"multimodal": false,
"local": false,
"apiLink": "https://python.langchain.com/api_reference/fireworks/chat_models/langchain_fireworks.chat_models.ChatFireworks.html"
},
{
"name": "AzureChatOpenAI",
"package": "langchain-openai",
"link": "azure_chat_openai/",
"structured_output": true,
"tool_calling": true,
"json_mode": true,
"multimodal": true,
"local": false,
"apiLink": "https://python.langchain.com/api_reference/openai/chat_models/langchain_openai.chat_models.azure.AzureChatOpenAI.html"
},
{
"name": "ChatOpenAI",
"package": "langchain-openai",
"link": "openai/",
"structured_output": true,
"tool_calling": true,
"json_mode": true,
"multimodal": true,
"local": false,
"apiLink": "https://python.langchain.com/api_reference/openai/chat_models/langchain_openai.chat_models.base.ChatOpenAI.html"
},
{
"name": "ChatTogether",
"package": "langchain-together",
"link": "together/",
"structured_output": true,
"tool_calling": true,
"json_mode": true,
"multimodal": false,
"local": false,
"apiLink": "https://python.langchain.com/api_reference/together/chat_models/langchain_together.chat_models.ChatTogether.html"
},
{
"name": "ChatVertexAI",
"package": "langchain-google-vertexai",
"link": "google_vertex_ai_palm/",
"structured_output": true,
"tool_calling": true,
"json_mode": false,
"multimodal": true,
"local": false,
"apiLink": "https://python.langchain.com/api_reference/google_vertexai/chat_models/langchain_google_vertexai.chat_models.ChatVertexAI.html"
},
{
"name": "ChatGoogleGenerativeAI",
"package": "langchain-google-genai",
"link": "google_generative_ai/",
"structured_output": true,
"tool_calling": true,
"json_mode": false,
"multimodal": true,
"local": false,
"apiLink": "https://python.langchain.com/api_reference/google_genai/chat_models/langchain_google_genai.chat_models.ChatGoogleGenerativeAI.html"
},
{
"name": "ChatGroq",
"package": "langchain-groq",
"link": "groq/",
"structured_output": true,
"tool_calling": true,
"json_mode": true,
"multimodal": false,
"local": false,
"apiLink": "https://python.langchain.com/api_reference/groq/chat_models/langchain_groq.chat_models.ChatGroq.html"
},
{
"name": "ChatCohere",
"package": "langchain-cohere",
"link": "cohere/",
"structured_output": true,
"tool_calling": true,
"json_mode": false,
"multimodal": false,
"local": false,
"apiLink": "https://python.langchain.com/api_reference/cohere/chat_models/langchain_cohere.chat_models.ChatCohere.html"
},
{
"name": "ChatBedrock",
"package": "langchain-aws",
"link": "bedrock/",
"structured_output": true,
"tool_calling": true,
"json_mode": false,
"multimodal": false,
"local": false,
"apiLink": "https://python.langchain.com/api_reference/aws/chat_models/langchain_aws.chat_models.bedrock.ChatBedrock.html"
},
{
"name": "ChatHuggingFace",
"package": "langchain-huggingface",
"link": "huggingface/",
"structured_output": true,
"tool_calling": true,
"json_mode": false,
"multimodal": false,
"local": true,
"apiLink": "https://python.langchain.com/api_reference/huggingface/chat_models/langchain_huggingface.chat_models.huggingface.ChatHuggingFace.html",
},
{
"name": "ChatNVIDIA",
"package": "langchain-nvidia-ai-endpoints",
"link": "nvidia_ai_endpoints/",
"structured_output": true,
"tool_calling": true,
"json_mode": true,
"multimodal": true,
"local": true,
"apiLink": "https://python.langchain.com/api_reference/nvidia_ai_endpoints/chat_models/langchain_nvidia_ai_endpoints.chat_models.ChatNVIDIA.html"
},
{
"name": "ChatOllama",
"package": "langchain-ollama",
"link": "ollama/",
"structured_output": true,
"tool_calling": true,
"json_mode": true,
"multimodal": false,
"local": true,
"apiLink": "https://python.langchain.com/api_reference/ollama/chat_models/langchain_ollama.chat_models.ChatOllama.html"
},
{
"name": "ChatLlamaCpp",
"package": "langchain-community",
"link": "llamacpp",
"structured_output": true,
"tool_calling": true,
"json_mode": false,
"multimodal": false,
"local": true,
"apiLink": "https://python.langchain.com/api_reference/community/chat_models/langchain_community.chat_models.llamacpp.ChatLlamaCpp.html"
},
{
"name": "ChatAI21",
"package": "langchain-ai21",
"link": "ai21",
"structured_output": true,
"tool_calling": true,
"json_mode": false,
"multimodal": false,
"local": false,
"apiLink": "https://python.langchain.com/api_reference/ai21/chat_models/langchain_ai21.chat_models.ChatAI21.html"
},
{
"name": "ChatUpstage",
"package": "langchain-upstage",
"link": "upstage",
"structured_output": true,
"tool_calling": true,
"json_mode": false,
"multimodal": false,
"local": false,
"apiLink": "https://python.langchain.com/api_reference/upstage/chat_models/langchain_upstage.chat_models.ChatUpstage.html"
},
{
"name": "ChatDatabricks",
"package": "databricks-langchain",
"link": "databricks",
"structured_output": true,
"tool_calling": true,
"json_mode": false,
"multimodal": false,
"local": false,
"apiLink": "https://api-docs.databricks.com/python/databricks-ai-bridge/latest/databricks_langchain.html#databricks_langchain.ChatDatabricks"
},
{
"name": "ChatWatsonx",
"package": "langchain-ibm",
"link": "ibm_watsonx",
"structured_output": true,
"tool_calling": true,
"json_mode": true,
"multimodal": false,
"local": false,
"apiLink": "https://python.langchain.com/api_reference/ibm/chat_models/langchain_ibm.chat_models.ChatWatsonx.html"
},
{
"name": "ChatXAI",
"package": "langchain-xai",
"link": "xai",
"structured_output": true,
"tool_calling": true,
"json_mode": false,
"multimodal": false,
"local": false,
"apiLink": "https://python.langchain.com/api_reference/xai/chat_models/langchain_xai.chat_models.ChatXAI.html"
},
{
"name": "ChatPerplexity",
"package": "langchain-perplexity",
"link": "perplexity",
"structured_output": true,
"tool_calling": false,
"json_mode": true,
"multimodal": true,
"local": false,
"apiLink": "https://python.langchain.com/api_reference/perplexity/chat_models/langchain_perplexity.chat_models.ChatPerplexity.html"
}
],
},
llms: {
link: "/docs/integrations/llms",
columns: [
{title: "Provider", formatter: (item) => {item.name}},
{title: "Package", formatter: (item) => {item.package}},
],
items: [
{
name: "AI21LLM",
link: "ai21",
package: "langchain-ai21",
apiLink: "https://python.langchain.com/api_reference/ai21/llms/langchain_ai21.llms.AI21LLM.html"
},
{
name: "AnthropicLLM",
link: "anthropic",
package: "langchain-anthropic",
apiLink: "https://python.langchain.com/api_reference/anthropic/llms/langchain_anthropic.llms.AnthropicLLM.html"
},
{
name: "AzureOpenAI",
link: "azure_openai",
package: "langchain-openai",
apiLink: "https://python.langchain.com/api_reference/openai/llms/langchain_openai.llms.azure.AzureOpenAI.html"
},
{
name: "BedrockLLM",
link: "bedrock",
package: "langchain-aws",
apiLink: "https://python.langchain.com/api_reference/aws/llms/langchain_aws.llms.bedrock.BedrockLLM.html"
},
{
name: "CohereLLM",
link: "cohere",
package: "langchain-cohere",
apiLink: "https://python.langchain.com/api_reference/cohere/llms/langchain_cohere.llms.Cohere.html"
},
{
name: "FireworksLLM",
link: "fireworks",
package: "langchain-fireworks",
apiLink: "https://python.langchain.com/api_reference/fireworks/llms/langchain_fireworks.llms.Fireworks.html"
},
{
name: "OllamaLLM",
link: "ollama",
package: "langchain-ollama",
apiLink: "https://python.langchain.com/api_reference/ollama/llms/langchain_ollama.llms.OllamaLLM.html"
},
{
name: "OpenAILLM",
link: "openai",
package: "langchain-openai",
apiLink: "https://python.langchain.com/api_reference/openai/llms/langchain_openai.llms.base.OpenAI.html"
},
{
name: "TogetherLLM",
link: "together",
package: "langchain-together",
apiLink: "https://python.langchain.com/api_reference/together/llms/langchain_together.llms.Together.html"
},
{
name: "VertexAILLM",
link: "google_vertexai",
package: "langchain-google_vertexai",
apiLink: "https://python.langchain.com/api_reference/google_vertexai/llms/langchain_google_vertexai.llms.VertexAI.html"
},
{
name: "NVIDIA",
link: "NVIDIA",
package: "langchain-nvidia",
apiLink: "https://python.langchain.com/api_reference/nvidia_ai_endpoints/llm/langchain_nvidia_ai_endpoints.llm.NVIDIA.html"
},
],
},
text_embedding: {
link: "/docs/integrations/text_embedding",
columns: [
{title: "Provider", formatter: (item) => {item.name}},
{title: "Package", formatter: (item) => {item.package}},
],
items:[
{
name: "AzureOpenAI",
link: "azureopenai",
package: "langchain-openai",
apiLink: "https://python.langchain.com/api_reference/openai/embeddings/langchain_openai.embeddings.azure.AzureOpenAIEmbeddings.html"
},
{
name: "Ollama",
link: "ollama",
package: "langchain-ollama",
apiLink: "https://python.langchain.com/api_reference/ollama/embeddings/langchain_ollama.embeddings.OllamaEmbeddings.html"
},
{
name: "AI21",
link: "ai21",
package: "langchain-ai21",
apiLink: "https://python.langchain.com/api_reference/ai21/embeddings/langchain_ai21.embeddings.AI21Embeddings.html"
},
{
name: "Fake",
link: "fake",
package: "langchain-core",
apiLink: "https://python.langchain.com/api_reference/core/embeddings/langchain_core.embeddings.fake.FakeEmbeddings.html"
},
{
name: "OpenAI",
link: "openai",
package: "langchain-openai",
apiLink: "https://python.langchain.com/api_reference/openai/chat_models/langchain_openai.chat_models.base.ChatOpenAI.html"
},
{
name: "Google Gemini",
link: "google-generative-ai",
package: "langchain-google-genai",
apiLink: "https://python.langchain.com/api_reference/google_genai/embeddings/langchain_google_genai.embeddings.GoogleGenerativeAIEmbeddings.html"
},
{
name: "Together",
link: "together",
package: "langchain-together",
apiLink: "https://python.langchain.com/api_reference/together/embeddings/langchain_together.embeddings.TogetherEmbeddings.html"
},
{
name: "Fireworks",
link: "fireworks",
package: "langchain-fireworks",
apiLink: "https://python.langchain.com/api_reference/fireworks/embeddings/langchain_fireworks.embeddings.FireworksEmbeddings.html"
},
{
name: "MistralAI",
link: "mistralai",
package: "langchain-mistralai",
apiLink: "https://python.langchain.com/api_reference/mistralai/embeddings/langchain_mistralai.embeddings.MistralAIEmbeddings.html"
},
{
name: "Cohere",
link: "cohere",
package: "langchain-cohere",
apiLink: "https://python.langchain.com/api_reference/cohere/embeddings/langchain_cohere.embeddings.CohereEmbeddings.html"
},
{
name: "Nomic",
link: "nomic",
package: "langchain-nomic",
apiLink: "https://python.langchain.com/api_reference/nomic/embeddings/langchain_nomic.embeddings.NomicEmbeddings.html"
},
{
name: "Databricks",
link: "databricks",
package: "databricks-langchain",
apiLink: "https://api-docs.databricks.com/python/databricks-ai-bridge/latest/databricks_langchain.html#databricks_langchain.DatabricksEmbeddings"
},
{
name: "VoyageAI",
link: "voyageai",
package: "langchain-voyageai",
apiLink: "https://python.langchain.com/api_reference/voyageai/embeddings/langchain_voyageai.embeddings.VoyageAIEmbeddings.html"
},
{
name: "IBM",
link: "ibm_watsonx",
package: "langchain-ibm",
apiLink: "https://python.langchain.com/api_reference/ibm/embeddings/langchain_ibm.embeddings.WatsonxEmbeddings.html"
},
{
name: "NVIDIA",
link: "nvidia_ai_endpoints",
package: "langchain-nvidia",
apiLink: "https://python.langchain.com/api_reference/nvidia_ai_endpoints/embeddings/langchain_nvidia_ai_endpoints.embeddings.NVIDIAEmbeddings.html"
},
]
},
document_retrievers: {
link: 'docs/integrations/retrievers',
columns: [
{title: "Retriever", formatter: (item) => {item.name}},
{title: "Self-host", formatter: (item) => item.selfHost ? "✅" : "❌"},
{title: "Cloud offering", formatter: (item) => item.cloudOffering ? "✅" : "❌"},
{title: "Package", formatter: (item) => {item.package}},
],
items: [
{
name: "AmazonKnowledgeBasesRetriever",
link: "bedrock",
selfHost: false,
cloudOffering: true,
apiLink: "https://python.langchain.com/api_reference/aws/retrievers/langchain_aws.retrievers.bedrock.AmazonKnowledgeBasesRetriever.html",
package: "langchain_aws"
},
{
name: "AzureAISearchRetriever",
link: "azure_ai_search",
selfHost: false,
cloudOffering: true,
apiLink: "https://python.langchain.com/api_reference/community/retrievers/langchain_community.retrievers.azure_ai_search.AzureAISearchRetriever.html",
package: "langchain_community"
},
{
name: "ElasticsearchRetriever",
link: "elasticsearch_retriever",
selfHost: true,
cloudOffering: true,
apiLink: "https://python.langchain.com/api_reference/elasticsearch/retrievers/langchain_elasticsearch.retrievers.ElasticsearchRetriever.html",
package: "langchain_elasticsearch"
},
{
name: "MilvusCollectionHybridSearchRetriever",
link: "milvus_hybrid_search",
selfHost: true,
cloudOffering: false,
apiLink: "https://python.langchain.com/api_reference/milvus/retrievers/langchain_milvus.retrievers.milvus_hybrid_search.MilvusCollectionHybridSearchRetriever.html",
package: "langchain_milvus"
},
{
name: "VertexAISearchRetriever",
link: "google_vertex_ai_search",
selfHost: false,
cloudOffering: true,
apiLink: "https://python.langchain.com/api_reference/google_community/vertex_ai_search/langchain_google_community.vertex_ai_search.VertexAISearchRetriever.html",
package: "langchain_google_community"
}
],
},
external_retrievers: {
link: 'docs/integrations/retrievers',
columns: [
{title: "Retriever", formatter: (item) => {item.name}},
{title: "Source", formatter: (item) => item.source},
{title: "Package", formatter: (item) => {item.package}},
],
items: [
{
name: "ArxivRetriever",
link: "arxiv",
source: (<>Scholarly articles on arxiv.org),
apiLink: "https://python.langchain.com/api_reference/community/retrievers/langchain_community.retrievers.arxiv.ArxivRetriever.html",
package: "langchain_community"
},
{
name: "TavilySearchAPIRetriever",
link: "tavily",
source: "Internet search",
apiLink: "https://python.langchain.com/api_reference/community/retrievers/langchain_community.retrievers.tavily_search_api.TavilySearchAPIRetriever.html",
package: "langchain_community"
},
{
name: "WikipediaRetriever",
link: "wikipedia",
source: (<>Wikipedia articles),
apiLink: "https://python.langchain.com/api_reference/community/retrievers/langchain_community.retrievers.wikipedia.WikipediaRetriever.html",
package: "langchain_community"
}
]
},
document_loaders: {
link: 'docs/integrations/loaders',
columns: [],
items: [],
},
cloud_provider_loaders: {
link: 'docs/integrations/loaders',
columns: [
{title: "Document Loader", formatter: (item) => {item.name}},
{title: "Description", formatter: (item) => item.source},
{title: "Partner Package", formatter: (item) => item.partnerPackage ? "✅" : "❌"},
{title: "API reference", formatter: (item) => {item.loaderName}},
],
items: [
{
name: "AWS S3 Directory",
link: "aws_s3_directory",
source: "Load documents from an AWS S3 directory",
partnerPackage: false,
loaderName: "S3DirectoryLoader",
apiLink: "https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.s3_directory.S3DirectoryLoader.html"
},
{
name: "AWS S3 File",
link: "aws_s3_file",
source: "Load documents from an AWS S3 file",
partnerPackage: false,
loaderName: "S3FileLoader",
apiLink: "https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.s3_file.S3FileLoader.html"
},
{
name: "Azure AI Data",
link: "azure_ai_data",
source: "Load documents from Azure AI services",
partnerPackage: false,
loaderName: "AzureAIDataLoader",
apiLink: "https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.azure_ai_data.AzureAIDataLoader.html"
},
{
name: "Azure Blob Storage Container",
link: "azure_blob_storage_container",
source: "Load documents from an Azure Blob Storage container",
partnerPackage: false,
loaderName: "AzureBlobStorageContainerLoader",
apiLink: "https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.azure_blob_storage_container.AzureBlobStorageContainerLoader.html"
},
{
name: "Azure Blob Storage File",
link: "azure_blob_storage_file",
source: "Load documents from an Azure Blob Storage file",
partnerPackage: false,
loaderName: "AzureBlobStorageFileLoader",
apiLink: "https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.azure_blob_storage_file.AzureBlobStorageFileLoader.html"
},
{
name: "Dropbox",
link: "dropbox",
source: "Load documents from Dropbox",
partnerPackage: false,
loaderName: "DropboxLoader",
apiLink: "https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.dropbox.DropboxLoader.html"
},
{
name: "Google Cloud Storage Directory",
link: "google_cloud_storage_directory",
source: "Load documents from GCS bucket",
partnerPackage: true,
loaderName: "GCSDirectoryLoader",
apiLink: "https://python.langchain.com/api_reference/google_community/gcs_directory/langchain_google_community.gcs_directory.GCSDirectoryLoader.html"
},
{
name: "Google Cloud Storage File",
link: "google_cloud_storage_file",
source: "Load documents from GCS file object",
partnerPackage: true,
loaderName: "GCSFileLoader",
apiLink: "https://python.langchain.com/api_reference/google_community/gcs_file/langchain_google_community.gcs_file.GCSFileLoader.html"
},
{
name: "Google Drive",
link: "google_drive",
source: "Load documents from Google Drive (Google Docs only)",
partnerPackage: true,
loaderName: "GoogleDriveLoader",
apiLink: "https://python.langchain.com/api_reference/google_community/drive/langchain_google_community.drive.GoogleDriveLoader.html"
},
{
name: "Huawei OBS Directory",
link: "huawei_obs_directory",
source: "Load documents from Huawei Object Storage Service Directory",
partnerPackage: false,
loaderName: "OBSDirectoryLoader",
apiLink: "https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.obs_directory.OBSDirectoryLoader.html"
},
{
name: "Huawei OBS File",
link: "huawei_obs_file",
source: "Load documents from Huawei Object Storage Service File",
partnerPackage: false,
loaderName: "OBSFileLoader",
apiLink: "https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.obs_file.OBSFileLoader.html"
},
{
name: "Microsoft OneDrive",
link: "microsoft_onedrive",
source: "Load documents from Microsoft OneDrive",
partnerPackage: false,
loaderName: "OneDriveLoader",
apiLink: "https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.onedrive.OneDriveLoader.html"
},
{
name: "Microsoft SharePoint",
link: "microsoft_sharepoint",
source: "Load documents from Microsoft SharePoint",
partnerPackage: false,
loaderName: "SharePointLoader",
apiLink: "https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.sharepoint.SharePointLoader.html"
},
{
name: "Tencent COS Directory",
link: "tencent_cos_directory",
source: "Load documents from Tencent Cloud Object Storage Directory",
partnerPackage: false,
loaderName: "TencentCOSDirectoryLoader",
apiLink: "https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.tencent_cos_directory.TencentCOSDirectoryLoader.html"
},
{
name: "Tencent COS File",
link: "tencent_cos_file",
source: "Load documents from Tencent Cloud Object Storage File",
partnerPackage: false,
loaderName: "TencentCOSFileLoader",
apiLink: "https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.tencent_cos_file.TencentCOSFileLoader.html"
},
]
},
messaging_loaders: {
link: 'docs/integrations/loaders',
columns: [
{title: "Document Loader", formatter: (item) => {item.name}},
{title: "API reference", formatter: (item) => {item.loaderName}},
],
items: [
{
name: "Telegram",
link: "telegram",
loaderName: "TelegramChatFileLoader",
apiLink: "https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.telegram.TelegramChatFileLoader.html"
},
{
name: "WhatsApp",
link: "whatsapp_chat",
loaderName: "WhatsAppChatLoader",
apiLink: "https://python.langchain.com/api_reference/community/chat_loaders/langchain_community.chat_loaders.whatsapp.WhatsAppChatLoader.html"
},
{
name: "Discord",
link: "discord",
loaderName: "DiscordChatLoader",
apiLink: "https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.discord.DiscordChatLoader.html"
},
{
name: "Facebook Chat",
link: "facebook_chat",
loaderName: "FacebookChatLoader",
apiLink: "https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.facebook_chat.FacebookChatLoader.html"
},
{
name: "Mastodon",
link: "mastodon",
loaderName: "MastodonTootsLoader",
apiLink: "https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.mastodon.MastodonTootsLoader.html"
}
]
},
productivity_loaders: {
link: 'docs/integrations/loaders',
columns: [
{title: "Document Loader", formatter: (item) => {item.name}},
{title: "API reference", formatter: (item) => {item.loaderName}},
],
items: [
{
name: "Figma",
link: "figma",
loaderName: "FigmaFileLoader",
apiLink: "https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.figma.FigmaFileLoader.html"
},
{
name: "Notion",
link: "notion",
loaderName: "NotionDirectoryLoader",
apiLink: "https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.notion.NotionDirectoryLoader.html"
},
{
name: "Slack",
link: "slack",
loaderName: "SlackDirectoryLoader",
apiLink: "https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.slack_directory.SlackDirectoryLoader.html"
},
{
name: "Quip",
link: "quip",
loaderName: "QuipLoader",
apiLink: "https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.quip.QuipLoader.html"
},
{
name: "Trello",
link: "trello",
loaderName: "TrelloLoader",
apiLink: "https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.trello.TrelloLoader.html"
},
{
name: "Roam",
link: "roam",
loaderName: "RoamLoader",
apiLink: "https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.roam.RoamLoader.html"
},
{
name: "GitHub",
link: "github",
loaderName: "GithubFileLoader",
apiLink: "https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.github.GithubFileLoader.html"
}
]
},
social_loaders: {
link: 'docs/integrations/loaders',
columns: [
{title: "Document Loader", formatter: (item) => {item.name}},
{title: "API reference", formatter: (item) => {item.loaderName}},
],
items: [
{
name: "Twitter",
link: "twitter",
loaderName: "TwitterTweetLoader",
apiLink: "https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.twitter.TwitterTweetLoader.html"
},
{
name: "Reddit",
link: "RedditPostsLoader",
loaderName: "RedditPostsLoader",
apiLink: "https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.reddit.RedditPostsLoader.html"
},
]
},
webpage_loaders: {
link: 'docs/integrations/loaders',
columns: [
{title: "Document Loader", formatter: (item) => {item.name}},
{title: "Description", formatter: (item) => item.source},
{title: "Package/API", formatter: (item) => item.api},
],
items: [
{
name: "Web",
link: "web_base",
source: "Uses urllib and BeautifulSoup to load and parse HTML web pages",
api: "Package",
apiLink: "https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.web_base.WebBaseLoader.html"
},
{
name: "Unstructured",
link: "unstructured_file",
source: "Uses Unstructured to load and parse web pages",
api: "Package",
apiLink: "https://python.langchain.com/api_reference/unstructured/document_loaders/langchain_unstructured.document_loaders.UnstructuredLoader.html"
},
{
name: "RecursiveURL",
link: "recursive_url",
source: "Recursively scrapes all child links from a root URL",
api: "Package",
apiLink: "https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.recursive_url_loader.RecursiveUrlLoader.html"
},
{
name: "Sitemap",
link: "sitemap",
source: "Scrapes all pages on a given sitemap",
api: "Package",
apiLink: "https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.sitemap.SitemapLoader.html"
},
{
name: "Firecrawl",
link: "firecrawl",
source: "API service that can be deployed locally, hosted version has free credits.",
api: "API",
apiLink: "https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.firecrawl.FireCrawlLoader.html"
},
{
name: "Docling",
link: "docling",
source: "Uses Docling to load and parse web pages",
api: "Package",
apiLink: "https://python.langchain.com/docs/integrations/document_loaders/docling/"
},
{
name: "Hyperbrowser",
link: "hyperbrowser",
source: "Platform for running and scaling headless browsers, can be used to scrape/crawl any site",
api: "API",
apiLink: "https://python.langchain.com/docs/integrations/document_loaders/hyperbrowser/"
},
{
name: "AgentQL",
link: "agentql",
source: "Web interaction and structured data extraction from any web page using an AgentQL query or a Natural Language prompt",
api: "API",
apiLink: "https://python.langchain.com/docs/integrations/document_loaders/agentql/"
}
]
},
pdf_loaders: {
link: 'docs/integrations/loaders',
columns: [
{title: "Document Loader", formatter: (item) => {item.name}},
{title: "Description", formatter: (item) => item.source},
{title: "Package/API", formatter: (item) => item.api},
],
items: [
{
name: "PyPDF",
link: "pypdfloader",
source: "Uses `pypdf` to load and parse PDFs",
api: "Package",
apiLink: "https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.pdf.PyPDFLoader.html"
},
{
name: "Unstructured",
link: "unstructured_file",
source: "Uses Unstructured's open source library to load PDFs",
api: "Package",
apiLink: "https://python.langchain.com/api_reference/unstructured/document_loaders/langchain_unstructured.document_loaders.UnstructuredLoader.html"
},
{
name: "Amazon Textract",
link: "amazon_textract",
source: "Uses AWS API to load PDFs",
api: "API",
apiLink: "https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.pdf.AmazonTextractPDFLoader.html"
},
{
name: "MathPix",
link: "mathpix",
source: "Uses MathPix to load PDFs",
api: "Package",
apiLink: "https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.pdf.MathpixPDFLoader.html"
},
{
name: "PDFPlumber",
link: "pdfplumber",
source: "Load PDF files using PDFPlumber",
api: "Package",
apiLink: "https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.pdf.PDFPlumberLoader.html"
},
{
name: "PyPDFDirectry",
link: "pypdfdirectory",
source: "Load a directory with PDF files",
api: "Package",
apiLink: "https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.pdf.PyPDFDirectoryLoader.html"
},
{
name: "PyPDFium2",
link: "pypdfium2",
source: "Load PDF files using PyPDFium2",
api: "Package",
apiLink: "https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.pdf.PyPDFium2Loader.html"
},
{
name: "PyMuPDF",
link: "pymupdf",
source: "Load PDF files using PyMuPDF",
api: "Package",
apiLink: "https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.pdf.PyMuPDFLoader.html"
},
{
name: "PyMuPDF4LLM",
link: "pymupdf4llm",
source: "Load PDF content to Markdown using PyMuPDF4LLM",
api: "Package",
apiLink: "https://github.com/lakinduboteju/langchain-pymupdf4llm"
},
{
name: "PDFMiner",
link: "pdfminer",
source: "Load PDF files using PDFMiner",
api: "Package",
apiLink: "https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.pdf.PDFMinerLoader.html"
},
{
name: "Upstage Document Parse Loader",
link: "upstage",
source: "Load PDF files using UpstageDocumentParseLoader",
api: "Package",
apiLink: "https://python.langchain.com/api_reference/upstage/document_parse/langchain_upstage.document_parse.UpstageDocumentParseLoader.html"
},
{
name: "Docling",
link: "docling",
source: "Load PDF files using Docling",
api: "Package",
apiLink: "https://python.langchain.com/docs/integrations/document_loaders/docling/"
}
]
},
common_loaders: {
link: 'docs/integrations/loaders',
columns: [
{title: "Document Loader", formatter: (item) => {item.name}},
{title: "Data Type", formatter: (item) => item.source},
],
items: [
{
name: "CSVLoader",
link: "csv",
source: "CSV files",
apiLink: "https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.csv_loader.CSVLoader.html"
},
{
name: "DirectoryLoader",
link: "../../how_to/document_loader_directory",
source: "All files in a given directory",
apiLink: "https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.directory.DirectoryLoader.html"
},
{
name: "Unstructured",
link: "unstructured_file",
source: "Many file types (see https://docs.unstructured.io/platform/supported-file-types)",
apiLink: "https://python.langchain.com/api_reference/unstructured/document_loaders/langchain_unstructured.document_loaders.UnstructuredLoader.html"
},
{
name: "JSONLoader",
link: "json",
source: "JSON files",
apiLink: "https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.json_loader.JSONLoader.html"
},
{
name: "BSHTMLLoader",
link: "bshtml",
source: "HTML files",
apiLink: "https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.html_bs.BSHTMLLoader.html"
},
{
name: "DoclingLoader",
link: "../../integrations/document_loaders/docling",
source: "Various file types (see https://ds4sd.github.io/docling/)",
apiLink: "https://python.langchain.com/docs/integrations/document_loaders/docling/"
},
]
},
vectorstores: {
link: 'docs/integrations/vectorstores',
columns: [
{title: "Vectorstore", formatter: (item) => {item.name}},
{title: "Delete by ID", formatter: (item) => item.deleteById ? "✅" : "❌"},
{title: "Filtering", formatter: (item) => item.filtering ? "✅" : "❌"},
{title: "Search by Vector", formatter: (item) => item.searchByVector ? "✅" : "❌"},
{title: "Search with score", formatter: (item) => item.searchWithScore ? "✅" : "❌"},
{title: "Async", formatter: (item) => item.async ? "✅" : "❌"},
{title: "Passes Standard Tests", formatter: (item) => item.passesStandardTests ? "✅" : "❌"},
{title: "Multi Tenancy", formatter: (item) => item.multiTenancy ? "✅" : "❌"},
{title: "IDs in add Documents", formatter: (item) => item.idsInAddDocuments ? "✅" : "❌"},
// {title: "Local/Cloud", formatter: (item) => item.local ? "Local" : "Cloud"},
],
items: [
{
name: "AstraDBVectorStore",
link: "astradb",
deleteById: true,
filtering: true,
searchByVector: true,
searchWithScore: true,
async: true,
passesStandardTests: false,
multiTenancy: false,
local: true,
idsInAddDocuments: false,
},
{
name: "Chroma",
link: "chroma",
deleteById: true,
filtering: true,
searchByVector: true,
searchWithScore: true,
async: true,
passesStandardTests: false,
multiTenancy: false,
local: true,
idsInAddDocuments: false,
},
{
name: "Clickhouse",
link: "clickhouse",
deleteById: true,
filtering: true,
searchByVector: false,
searchWithScore: true,
async: false,
passesStandardTests: false,
multiTenancy: false,
local: true,
idsInAddDocuments: false,
},
{
name: "CouchbaseVectorStore",
link: "couchbase",
deleteById: true,
filtering: true,
searchByVector: false,
searchWithScore: true,
async: true,
passesStandardTests: false,
multiTenancy: false,
local: true,
idsInAddDocuments: false,
},
{
name: "DatabricksVectorSearch",
link: "databricks_vector_search",
deleteById: true,
filtering: true,
searchByVector: true,
searchWithScore: true,
async: true,
passesStandardTests: false,
multiTenancy: false,
local: false,
idsInAddDocuments: false,
},
{
name: "ElasticsearchStore",
link: "elasticsearch",
deleteById: true,
filtering: true,
searchByVector: true,
searchWithScore: true,
async: true,
passesStandardTests: false,
multiTenancy: false,
local: true,
idsInAddDocuments: false,
},
{
name: "FAISS",
link: "faiss",
deleteById: true,
filtering: true,
searchByVector: true,
searchWithScore: true,
async: true,
passesStandardTests: false,
multiTenancy: false,
local: true,
idsInAddDocuments: false,
},
{
name: "InMemoryVectorStore",
link: "https://python.langchain.com/api_reference/core/vectorstores/langchain_core.vectorstores.in_memory.InMemoryVectorStore.html",
deleteById: true,
filtering: true,
searchByVector: false,
searchWithScore: true,
async: true,
passesStandardTests: false,
multiTenancy: false,
local: true,
idsInAddDocuments: false,
},
{
name: "Milvus",
link: "milvus",
deleteById: true,
filtering: true,
searchByVector: false,
searchWithScore: true,
async: true,
passesStandardTests: false,
multiTenancy: false,
local: true,
idsInAddDocuments: false,
},
{
name: "MongoDBAtlasVectorSearch",
link: "mongodb_atlas",
deleteById: true,
filtering: true,
searchByVector: true,
searchWithScore: true,
async: true,
passesStandardTests: false,
multiTenancy: false,
local: true,
idsInAddDocuments: false,
},
{
name: "openGauss",
link: "openGauss",
deleteById: true,
filtering: true,
searchByVector: true,
searchWithScore: true,
async: false,
passesStandardTests: true,
multiTenancy: false,
local: true,
idsInAddDocuments: true,
},
{
name: "PGVector",
link: "pgvector",
deleteById: true,
filtering: true,
searchByVector: true,
searchWithScore: true,
async: true,
passesStandardTests: false,
multiTenancy: false,
local: true,
idsInAddDocuments: false,
},
{
name: "PineconeVectorStore",
link: "pinecone",
deleteById: true,
filtering: true,
searchByVector: true,
searchWithScore: false,
async: true,
passesStandardTests: false,
multiTenancy: false,
local: true,
idsInAddDocuments: false,
},
{
name: "QdrantVectorStore",
link: "qdrant",
deleteById: true,
filtering: true,
searchByVector: true,
searchWithScore: true,
async: true,
passesStandardTests: false,
multiTenancy: false,
local: true,
idsInAddDocuments: false,
},
{
name: "Redis",
link: "redis",
deleteById: true,
filtering: true,
searchByVector: true,
searchWithScore: true,
async: true,
passesStandardTests: false,
multiTenancy: false,
local: true,
idsInAddDocuments: false,
},
{
name: "Weaviate",
link: "weaviate",
deleteById: true,
filtering: true,
searchByVector: true,
searchWithScore: true,
async: true,
passesStandardTests: false,
multiTenancy: true,
local: true,
idsInAddDocuments: false,
},
{
name: "SQLServer",
link: "sqlserver",
deleteById: true,
filtering: true,
searchByVector: true,
searchWithScore: true,
async: false,
passesStandardTests: false,
multiTenancy: false,
local: false,
idsInAddDocuments: false,
},
],
}
};
const DEPRECATED_DOC_IDS = [
"integrations/chat/anthropic_functions",
"integrations/chat/ernie",
"integrations/chat/ollama_functions",
"integrations/document_loaders/airbyte_cdk",
"integrations/document_loaders/airbyte_gong",
"integrations/document_loaders/airbyte_hubspot",
"integrations/document_loaders/airbyte_json",
"integrations/document_loaders/airbyte_salesforce",
"integrations/document_loaders/airbyte_shopify",
"integrations/document_loaders/airbyte_stripe",
"integrations/document_loaders/airbyte_typeform",
"integrations/document_loaders/airbyte_zendesk_support",
"integrations/llms/anthropic",
"integrations/text_embedding/ernie",
];
function toTable(columns, items) {
const headers = columns.map((col) => col.title);
return (
{headers.map((header, i) => | {header} | )}
{items.map((item, i) => (
{columns.map((col, j) => | {col.formatter(item)} | )}
))}
);
}
export function CategoryTable({ category }) {
const cat = FEATURE_TABLES[category];
const rtn = toTable(cat.columns, cat.items);
return rtn;
}
export function ItemTable({ category, item }) {
const cat = FEATURE_TABLES[category];
const row = cat.items.find((i) => i.name === item);
if (!row) {
throw new Error(`Item ${item} not found in category ${category}`);
}
const rtn = toTable(cat.columns, [row]);
return rtn;
}
function truncate(str, n) {
return (str.length > n) ? str.substring(0, n-1) + '...' : str;
}
export function IndexTable() {
const { items } = useCurrentSidebarCategory();
const rows = items
.filter(
(item) =>
!item.docId?.endsWith?.("/index") &&
!DEPRECATED_DOC_IDS.includes(item.docId)
)
.map((item) => ({
...item,
description: useDocById(item.docId ?? undefined)?.description,
}));
const rtn = toTable(
[
{
title: "Name",
formatter: (item) => {item.label},
},
{
title: "Description",
formatter: (item) => truncate(item.description ?? "", 70),
},
],
rows,
);
return rtn;
}