YouTube Knowledge Base MCP

""" Context generation services for Contextual Retrieval. This module implements Anthropic's Contextual Retrieval pattern to improve RAG retrieval quality by generating contextual text for each chunk. """ from .provider import ( ContextProvider, OpenAIContextProvider, OllamaContextProvider, get_context_provider, ) from .contextualizer import ( ContextualizationService, ContextualizedChunk, Chapter, ) __all__ = [ # Providers "ContextProvider", "OpenAIContextProvider", "OllamaContextProvider", "get_context_provider", # Service "ContextualizationService", "ContextualizedChunk", "Chapter", ]