Introduction
Get Started
Contribution Guide
Building Node
API Reference
Assistants
Attachments
Chat Message
Chatflows
Document Store
Feedback
Leads
Ping
Prediction
Tools
Upsert History
Variables
Vector Upsert
CLI Reference
User
Using SamaFlow
Agentflow V2
Agentflow V1 (Deprecating)
Multi-Agents
Sequential Agents
Video Tutorials
Prediction
Streaming
Document Stores
Upsertion
Analytic
Arize
LangWatch
Langfuse
Lunary
Opik
Phoenix
Monitoring
Embed
Uploads
Variables
Workspaces
Evaluations
Configuration
Auth
Application
Flows
Databases
Deployment
AWS
Azure
Alibaba Cloud
Digital Ocean
Elestio
GCP
Hugging Face
Kubernetes using Helm
Northflank
Railway
Render
Replit
RepoCloud
Sealos
Zeabur
Environment Variables
Rate Limit
Running SamaFlow behind company proxy
SSO
Running SamaFlow using Queue
Running in Production
Integrations
LangChain
Agents
Airtable Agent
AutoGPT
BabyAGI
CSV Agent
Conversational Agent
Conversational Retrieval Agent
MistralAI Tool Agent
OpenAI Assistant
Threads
OpenAI Function Agent
OpenAI Tool Agent
ReAct Agent Chat
ReAct Agent LLM
Tool Agent
XML Agent
Cache
InMemory Cache
InMemory Embedding Cache
Momento Cache
Redis Cache
Redis Embeddings Cache
Upstash Redis Cache
Chains
GET API Chain
OpenAPI Chain
POST API Chain
Conversation Chain
Conversational Retrieval QA Chain
LLM Chain
Multi Prompt Chain
Multi Retrieval QA Chain
Retrieval QA Chain
Sql Database Chain
Vectara QA Chain
VectorDB QA Chain
Chat Models
AWS ChatBedrock
Azure ChatOpenAI
NVIDIA NIM
ChatCometAPI
ChatAnthropic
ChatCohere
Chat Fireworks
ChatGoogleGenerativeAI
Google VertexAI
ChatHuggingFace
ChatLocalAI
ChatMistralAI
IBM Watsonx
ChatOllama
ChatOpenAI
ChatTogetherAI
GroqChat
Document Loaders
Airtable
API Loader
Apify Website Content Crawler
BraveSearch Loader
Cheerio Web Scraper
Confluence
Csv File
Custom Document Loader
Document Store
Docx File
Epub File
Figma
File
FireCrawl
Folder
GitBook
Github
Google Drive
Google Sheets
Jira
Json File
Json Lines File
Microsoft Excel
Microsoft Powerpoint
Microsoft Word
Notion
Oxylabs
PDF Files
Plain Text
Playwright Web Scraper
Puppeteer Web Scraper
S3 File Loader
SearchApi For Web Search
SerpApi For Web Search
Spider - web search & crawler
Text File
Unstructured File Loader
Unstructured Folder Loader
Embeddings
AWS Bedrock Embeddings
Azure OpenAI Embeddings
Cohere Embeddings
Google GenerativeAI Embeddings
Google VertexAI Embeddings
HuggingFace Inference Embeddings
LocalAI Embeddings
MistralAI Embeddings
Ollama Embeddings
OpenAI Embeddings
OpenAI Embeddings Custom
TogetherAI Embedding
VoyageAI Embeddings
LLMs
AWS Bedrock
Azure OpenAI
Cohere
GoogleVertex AI
HuggingFace Inference
Ollama
OpenAI
Replicate
Memory
Buffer Memory
Buffer Window Memory
Conversation Summary Memory
Conversation Summary Buffer Memory
DynamoDB Chat Memory
MongoDB Atlas Chat Memory
Redis-Backed Chat Memory
Upstash Redis-Backed Chat Memory
Zep Memory
Moderation
OpenAI Moderation
Simple Prompt Moderation
Output Parsers
CSV Output Parser
Custom List Output Parser
Structured Output Parser
Advanced Structured Output Parser
Prompts
Chat Prompt Template
Few Shot Prompt Template
Prompt Template
Record Managers
Retrievers
Extract Metadata Retriever
Custom Retriever
Cohere Rerank Retriever
Embeddings Filter Retriever
HyDE Retriever
LLM Filter Retriever
Multi Query Retriever
Prompt Retriever
Reciprocal Rank Fusion Retriever
Similarity Score Threshold Retriever
Vector Store Retriever
Voyage AI Rerank Retriever
Text Splitters
Character Text Splitter
Code Text Splitter
Html-To-Markdown Text Splitter
Markdown Text Splitter
Recursive Character Text Splitter
Token Text Splitter
Tools
BraveSearch API
Browserless MCP
Calculator
Chain Tool
Chatflow Tool
Code Interpreter by E2B
Custom Tool
Exa Search
Gmail
Google Calendar
Google Custom Search
Google Drive
Google Sheets
Microsoft Outlook
Microsoft Teams
OpenAPI Toolkit
Pipedream MCP
Read File
Request Get
Request Post
Retriever Tool
SearchApi
SearXNG
Serp API
Serper
Slack MCP
Tavily
Web Browser
Write File
Vector Stores
AstraDB
Chroma
Couchbase
Elastic
Faiss
In-Memory Vector Store
Milvus
MongoDB Atlas
OpenSearch
Pinecone
Postgres
Qdrant
Redis
SingleStore
Supabase
Upstash Vector
Vectara
Weaviate
Zep Collection - Open Source
Zep Collection - Cloud
LiteLLM Proxy
LlamaIndex
Agents
OpenAI Tool Agent
Anthropic Tool Agent
Chat Models
AzureChatOpenAI
ChatAnthropic
ChatMistral
ChatOllama
ChatOpenAI
ChatTogetherAI
ChatGroq
Embeddings
Azure OpenAI Embeddings
OpenAI Embedding
Engine
Query Engine
Simple Chat Engine
Context Chat Engine
Sub-Question Query Engine
Response Synthesizer
Refine
Compact And Refine
Simple Response Builder
Tree Summarize
Tools
Query Engine Tool
Vector Stores
Pinecone
SimpleStore
Utilities
Custom JS Function
Set/Get Variable
If Else
Sticky Note
External Integrations
Zapier Zaps
Open WebUI
Streamlit
Migration Guide
Cloud Migration
v1.3.0 Migration Guide
v1.4.3 Migration Guide
v2.1.4 Migration Guide
Tutorials
RAG
Agentic RAG
SQL Agent
Agent as Tool
Interacting with API
Tools & MCP
Structured Output
Human In The Loop
Deep Research
Customer Support
Supervisor and Workers
SamaFlow
SamaFlow GitHub
SamaFlow Cloud
Published with HonKit
External Integrations
External Integrations
SamaFlow can also be used in 3rd party platform. Here are some usage examples:
Zapier Zaps
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