Documentation Index
Fetch the complete documentation index at: https://docs.praison.ai/llms.txt
Use this file to discover all available pages before exploring further.
RAG Agent CLI
Build and run RAG agents from the command line.
Commands
Create Knowledge Base
# Create a new knowledge base
praisonai-ts knowledge create my-kb
# Add documents
praisonai-ts knowledge add my-kb ./documents/
# Add from URL
praisonai-ts knowledge add my-kb https://example.com/doc.pdf
Query Knowledge Base
# Query the knowledge base
praisonai-ts knowledge query my-kb "What is PraisonAI?"
# Query with options
praisonai-ts knowledge query my-kb "question" --top-k 5 --min-score 0.7
Run RAG Agent
# Run agent with knowledge base
praisonai-ts run \
--instructions "Answer questions using the knowledge base" \
--knowledge my-kb \
--prompt "What is PraisonAI?"
# Interactive mode
praisonai-ts chat \
--knowledge my-kb \
--instructions "You are a helpful assistant"
Options
| Option | Type | Default | Description |
|---|
--knowledge | string | - | Knowledge base name or path |
--top-k | number | 5 | Number of results to retrieve |
--min-score | number | 0.7 | Minimum similarity score |
--rerank | boolean | false | Enable reranking |
--citations | string | inline | Citation format |
Examples
Build Knowledge Base from Directory
# Add all PDFs from a directory
praisonai-ts knowledge add docs-kb ./docs/ --pattern "*.pdf"
# Add with metadata
praisonai-ts knowledge add docs-kb ./docs/ \
--metadata '{"source": "documentation", "version": "1.0"}'
RAG Chat Session
# Start interactive RAG chat
praisonai-ts chat \
--knowledge docs-kb \
--instructions "Answer questions about the documentation" \
--model gpt-4o
Export Knowledge Base
# Export to JSON
praisonai-ts knowledge export docs-kb --output kb-export.json
# Import from JSON
praisonai-ts knowledge import new-kb --input kb-export.json
Environment Variables
| Variable | Required | Description |
|---|
OPENAI_API_KEY | Yes | For embeddings |
PINECONE_API_KEY | For Pinecone | Pinecone API key |
praisonai-ts knowledge list - List knowledge basespraisonai-ts knowledge delete - Delete knowledge basepraisonai-ts knowledge stats - Show statistics
