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Documentation Index

Fetch the complete documentation index at: https://docs.swarms.world/llms.txt

Use this file to discover all available pages before exploring further.

Enhance your agents with Retrieval-Augmented Generation (RAG). Connect to vector databases and knowledge bases to give agents access to your custom data.

What You’ll Learn

TopicDescription
RAG FundamentalsUnderstanding retrieval-augmented generation
Vector DatabasesConnecting to Qdrant, Pinecone, and more
Document ProcessingIngesting and indexing documents
Semantic SearchFinding relevant context for queries

RAG Examples

ExampleDescriptionVector DBLink
RAG with QdrantComplete RAG implementation with QdrantQdrantView Example

Use Cases

Use CaseDescription
Document Q&AAnswer questions about your documents
Knowledge BaseQuery internal company knowledge
Research AssistantSearch through research papers
Code DocumentationQuery codebase documentation
Customer SupportAccess product knowledge