- 1. Introduction
- 2. Get Started
- 3. Contribution Guide
- 3.1. Building Node
- 4. API Reference
- 4.1. Assistants
- 4.2. Attachments
- 4.3. Chat Message
- 4.4. Chatflows
- 4.5. Document Store
- 4.6. Feedback
- 4.7. Leads
- 4.8. Ping
- 4.9. Prediction
- 4.10. Tools
- 4.11. Upsert History
- 4.12. Variables
- 4.13. Vector Upsert
- 5. Using AiMicromind
- 5.1. Agentflows
- 5.1.1. Multi-Agents
- 5.1.2. Sequential Agents
- 5.1.2.1. Video Tutorials
- 5.2. API
- 5.3. Analytic
- 5.3.1. Arize
- 5.3.2. Langfuse
- 5.3.3. Lunary
- 5.3.4. Opik
- 5.3.5. Phoenix
- 5.4. Document Stores
- 5.5. Embed
- 5.6. Monitoring
- 5.7. Streaming
- 5.8. Telemetry
- 5.9. Uploads
- 5.10. Variables
- 5.11. Workspaces
- 5.12. Evaluations
- 6. Configuration
- 6.1. Auth
- 6.1.1. App Level
- 6.1.2. Chatflow Level
- 6.2. Databases
- 6.3. Deployment
- 6.3.1. AWS
- 6.3.2. Azure
- 6.3.3. Digital Ocean
- 6.3.4. GCP
- 6.3.5. Hugging Face
- 6.3.6. Railway
- 6.3.7. Render
- 6.3.8. Replit
- 6.3.9. Sealos
- 6.3.10. Zeabur
- 6.4. Environment Variables
- 6.5. Rate Limit
- 6.6. Running aimicromind behind company proxy
- 6.7. SSO
- 6.8. Running aimicromind using Queue
- 6.9. Running in Production
- 7. Integrations
- 7.1. LangChain
- 7.1.1. Agents
- 7.1.1.1. Airtable Agent
- 7.1.1.2. AutoGPT
- 7.1.1.3. BabyAGI
- 7.1.1.4. CSV Agent
- 7.1.1.5. Conversational Agent
- 7.1.1.6. Conversational Retrieval Agent
- 7.1.1.7. MistralAI Tool Agent
- 7.1.1.8. OpenAI Assistant
- 7.1.1.8.1. Threads
- 7.1.1.9. OpenAI Function Agent
- 7.1.1.10. OpenAI Tool Agent
- 7.1.1.11. ReAct Agent Chat
- 7.1.1.12. ReAct Agent LLM
- 7.1.1.13. Tool Agent
- 7.1.1.14. XML Agent
- 7.1.2. Cache
- 7.1.2.1. InMemory Cache
- 7.1.2.2. InMemory Embedding Cache
- 7.1.2.3. Momento Cache
- 7.1.2.4. Redis Cache
- 7.1.2.5. Redis Embeddings Cache
- 7.1.2.6. Upstash Redis Cache
- 7.1.3. Chains
- 7.1.3.1. GET API Chain
- 7.1.3.2. OpenAPI Chain
- 7.1.3.3. POST API Chain
- 7.1.3.4. Conversation Chain
- 7.1.3.5. Conversational Retrieval QA Chain
- 7.1.3.6. LLM Chain
- 7.1.3.7. Multi Prompt Chain
- 7.1.3.8. Multi Retrieval QA Chain
- 7.1.3.9. Retrieval QA Chain
- 7.1.3.10. Sql Database Chain
- 7.1.3.11. Vectara QA Chain
- 7.1.3.12. VectorDB QA Chain
- 7.1.4. Chat Models
- 7.1.4.1. AWS ChatBedrock
- 7.1.4.2. Azure ChatOpenAI
- 7.1.4.3. NVIDIA NIM
- 7.1.4.4. ChatAnthropic
- 7.1.4.5. ChatCohere
- 7.1.4.6. Chat Fireworks
- 7.1.4.7. ChatGoogleGenerativeAI
- 7.1.4.8. Google VertexAI
- 7.1.4.9. ChatHuggingFace
- 7.1.4.10. ChatLocalAI
- 7.1.4.11. ChatMistralAI
- 7.1.4.12. IBM Watsonx
- 7.1.4.13. ChatOllama
- 7.1.4.14. ChatOpenAI
- 7.1.4.15. ChatTogetherAI
- 7.1.4.16. GroqChat
- 7.1.5. Document Loaders
- 7.1.5.1. API Loader
- 7.1.5.2. Airtable
- 7.1.5.3. Apify Website Content Crawler
- 7.1.5.4. Cheerio Web Scraper
- 7.1.5.5. Confluence
- 7.1.5.6. Csv File
- 7.1.5.7. Custom Document Loader
- 7.1.5.8. Document Store
- 7.1.5.9. Docx File
- 7.1.5.10. File Loader
- 7.1.5.11. Figma
- 7.1.5.12. FireCrawl
- 7.1.5.13. Folder with Files
- 7.1.5.14. GitBook
- 7.1.5.15. Github
- 7.1.5.16. Json File
- 7.1.5.17. Json Lines File
- 7.1.5.18. Notion Database
- 7.1.5.19. Notion Folder
- 7.1.5.20. Notion Page
- 7.1.5.21. PDF Files
- 7.1.5.22. Plain Text
- 7.1.5.23. Playwright Web Scraper
- 7.1.5.24. Puppeteer Web Scraper
- 7.1.5.25. S3 File Loader
- 7.1.5.26. SearchApi For Web Search
- 7.1.5.27. SerpApi For Web Search
- 7.1.5.28. Spider Web Scraper/Crawler
- 7.1.5.29. Text File
- 7.1.5.30. Unstructured File Loader
- 7.1.5.31. Unstructured Folder Loader
- 7.1.5.32. VectorStore To Document
- 7.1.6. Embeddings
- 7.1.6.1. AWS Bedrock Embeddings
- 7.1.6.2. Azure OpenAI Embeddings
- 7.1.6.3. Cohere Embeddings
- 7.1.6.4. Google GenerativeAI Embeddings
- 7.1.6.5. Google VertexAI Embeddings
- 7.1.6.6. HuggingFace Inference Embeddings
- 7.1.6.7. LocalAI Embeddings
- 7.1.6.8. MistralAI Embeddings
- 7.1.6.9. Ollama Embeddings
- 7.1.6.10. OpenAI Embeddings
- 7.1.6.11. OpenAI Embeddings Custom
- 7.1.6.12. TogetherAI Embedding
- 7.1.6.13. VoyageAI Embeddings
- 7.1.7. LLMs
- 7.1.7.1. AWS Bedrock
- 7.1.7.2. Azure OpenAI
- 7.1.7.3. Cohere
- 7.1.7.4. GoogleVertex AI
- 7.1.7.5. HuggingFace Inference
- 7.1.7.6. Ollama
- 7.1.7.7. OpenAI
- 7.1.7.8. Replicate
- 7.1.8. Memory
- 7.1.8.1. Buffer Memory
- 7.1.8.2. Buffer Window Memory
- 7.1.8.3. Conversation Summary Memory
- 7.1.8.4. Conversation Summary Buffer Memory
- 7.1.8.5. DynamoDB Chat Memory
- 7.1.8.6. MongoDB Atlas Chat Memory
- 7.1.8.7. Redis-Backed Chat Memory
- 7.1.8.8. Upstash Redis-Backed Chat Memory
- 7.1.8.9. Zep Memory
- 7.1.9. Moderation
- 7.1.9.1. OpenAI Moderation
- 7.1.9.2. Simple Prompt Moderation
- 7.1.10. Output Parsers
- 7.1.10.1. CSV Output Parser
- 7.1.10.2. Custom List Output Parser
- 7.1.10.3. Structured Output Parser
- 7.1.10.4. Advanced Structured Output Parser
- 7.1.11. Prompts
- 7.1.11.1. Chat Prompt Template
- 7.1.11.2. Few Shot Prompt Template
- 7.1.11.3. Prompt Template
- 7.1.12. Record Managers
- 7.1.13. Retrievers
- 7.1.13.1. Extract Metadata Retriever
- 7.1.13.2. Custom Retriever
- 7.1.13.3. Cohere Rerank Retriever
- 7.1.13.4. Embeddings Filter Retriever
- 7.1.13.5. HyDE Retriever
- 7.1.13.6. LLM Filter Retriever
- 7.1.13.7. Multi Query Retriever
- 7.1.13.8. Prompt Retriever
- 7.1.13.9. Reciprocal Rank Fusion Retriever
- 7.1.13.10. Similarity Score Threshold Retriever
- 7.1.13.11. Vector Store Retriever
- 7.1.13.12. Voyage AI Rerank Retriever
- 7.1.14. Text Splitters
- 7.1.14.1. Character Text Splitter
- 7.1.14.2. Code Text Splitter
- 7.1.14.3. Html-To-Markdown Text Splitter
- 7.1.14.4. Markdown Text Splitter
- 7.1.14.5. Recursive Character Text Splitter
- 7.1.14.6. Token Text Splitter
- 7.1.15. Tools
- 7.1.15.1. BraveSearch API
- 7.1.15.2. Calculator
- 7.1.15.3. Chain Tool
- 7.1.15.4. Chatflow Tool
- 7.1.15.5. Custom Tool
- 7.1.15.6. Exa Search
- 7.1.15.7. Google Custom Search
- 7.1.15.8. OpenAPI Toolkit
- 7.1.15.9. Code Interpreter by E2B
- 7.1.15.10. Read File
- 7.1.15.11. Request Get
- 7.1.15.12. Request Post
- 7.1.15.13. Retriever Tool
- 7.1.15.14. SearchApi
- 7.1.15.15. SearXNG
- 7.1.15.16. Serp API
- 7.1.15.17. Serper
- 7.1.15.18. Tavily
- 7.1.15.19. Web Browser
- 7.1.15.20. Write File
- 7.1.16. Vector Stores
- 7.1.16.1. AstraDB
- 7.1.16.2. Chroma
- 7.1.16.3. Couchbase
- 7.1.16.4. Elastic
- 7.1.16.5. Faiss
- 7.1.16.6. In-Memory Vector Store
- 7.1.16.7. Milvus
- 7.1.16.8. MongoDB Atlas
- 7.1.16.9. OpenSearch
- 7.1.16.10. Pinecone
- 7.1.16.11. Postgres
- 7.1.16.12. Qdrant
- 7.1.16.13. Redis
- 7.1.16.14. SingleStore
- 7.1.16.15. Supabase
- 7.1.16.16. Upstash Vector
- 7.1.16.17. Vectara
- 7.1.16.18. Weaviate
- 7.1.16.19. Zep Collection - Open Source
- 7.1.16.20. Zep Collection - Cloud
- 7.2. LiteLLM Proxy
- 7.3. LlamaIndex
- 7.3.1. Agents
- 7.3.1.1. OpenAI Tool Agent
- 7.3.1.2. Anthropic Tool Agent
- 7.3.2. Chat Models
- 7.3.2.1. AzureChatOpenAI
- 7.3.2.2. ChatAnthropic
- 7.3.2.3. ChatMistral
- 7.3.2.4. ChatOllama
- 7.3.2.5. ChatOpenAI
- 7.3.2.6. ChatTogetherAI
- 7.3.2.7. ChatGroq
- 7.3.3. Embeddings
- 7.3.3.1. Azure OpenAI Embeddings
- 7.3.3.2. OpenAI Embedding
- 7.3.4. Engine
- 7.3.4.1. Query Engine
- 7.3.4.2. Simple Chat Engine
- 7.3.4.3. Context Chat Engine
- 7.3.4.4. Sub-Question Query Engine
- 7.3.5. Response Synthesizer
- 7.3.5.1. Refine
- 7.3.5.2. Compact And Refine
- 7.3.5.3. Simple Response Builder
- 7.3.5.4. Tree Summarize
- 7.3.6. Tools
- 7.3.6.1. Query Engine Tool
- 7.3.7. Vector Stores
- 7.3.7.1. Pinecone
- 7.3.7.2. SimpleStore
- 7.4. Utilities
- 7.4.1. Custom JS Function
- 7.4.2. Set/Get Variable
- 7.4.3. If Else
- 7.4.4. Sticky Note
- 7.5. External Integrations
- 7.5.1. Zapier Zaps
- 8. Migration Guide
- 8.1. Cloud Migration
- 8.2. v1.3.0 Migration Guide
- 8.3. v1.4.3 Migration Guide
- 8.4. v2.1.4 Migration Guide
- 9. Use Cases
- 9.1. Calling Children Flows
- 9.2. Calling Webhook
- 9.3. Interacting with API
- 9.4. Multiple Documents QnA
- 9.5. SQL QnA
- 9.6. Upserting Data
- 9.7. Web Scrape QnA