BobAi ba28246178 Add LLM synthesis feature with smart model selection and increase default results to 10
🧠 NEW: LLM Synthesis Feature
- Intelligent analysis of RAG search results using Ollama LLMs
- Smart model selection: Qwen3 → Qwen2.5 → Mistral → Llama3.2
- Prioritizes efficient models (1.5B-3B parameters) for best performance
- Structured output: summary, key findings, code patterns, suggested actions
- Confidence scoring for result reliability
- Graceful fallback with setup instructions if Ollama unavailable

📊 Enhanced Search Experience
- Increased default search results from 5 to 10 across all components
- Updated demo script to show all 8 results with richer previews
- Better user experience with more comprehensive result sets

🎯 New CLI Options
- Added --synthesize/-s flag: rag-mini search project "query" --synthesize
- Zero-configuration setup - automatically detects best available model
- Never downloads models - only uses what's already installed

🧪 Tested with qwen3:1.7b
- Confirmed excellent performance with 1.7B parameter model
- Professional-grade analysis including security recommendations
- Fast response times with quality RAG context

Perfect for users who already have Ollama - transforms FSS-Mini-RAG
from search tool into AI-powered code assistant\!
2025-08-12 17:12:51 +10:00
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