API Reference

This section provides detailed documentation for all major components of the Manas framework.

Core Components

Agents and Flows

• Agent - Base agent class for creating autonomous agents
• Flow - Flow orchestration and management
• Node - Base node class for all specialized nodes

Node Types

• QANode - Question answering node with RAG support
• DocumentNode - Document processing node
• ToolNode - Tool integration node
• APINode - External API integration node

LLM Integration

• LLM - Language model interface
• LLMConfig - LLM configuration
• LLMNode - Base LLM node

Provider System

• BaseProvider - Base provider class
• OpenAI - OpenAI integration
• Anthropic - Claude models
• HuggingFace - Hugging Face models
• Ollama - Local model integration

Vector Stores

• VectorStore - Base vector store
• FAISS - FAISS integration
• Chroma - Chroma integration
• Pinecone - Pinecone integration

RAG System

• RAG - Retrieval augmented generation
• RAGConfig - RAG configuration
• RAGNode - RAG node implementation

Utilities

• Tool - Tool definition and management
• Memory - Memory management
• Middleware - Provider middleware
• Errors - Error types and handling

Using the API Reference

Each component’s documentation includes:

• Description and purpose
• Configuration options
• Constructor parameters
• Available methods
• Usage examples
• Important notes

For example, see the QANode documentation for a comprehensive reference of a specific component.