Private Codebase RAG

Engineering work by Orçun Candan.

Implementation

Fully local Ollama, DeepSeek-R1 and ChromaDB setup for querying PHP code and database schemas.

Results & scope

50,000+ lines of PHP · about 40% less manual inspection time.

Tools & technologies

• Ollama
• DeepSeek-R1
• ChromaDB
• PHP
• RAG