Most AI data tools stop at generating a snippet you still have to run yourself. Bonacci Studio's agent has real tool access: it connects to your database, inspects schemas, writes PySpark or SQL, executes it on Spark, streams logs back, and debugs its own failures. Also included: a visual drag-and-drop DAG builder, Kafka streaming, Apache Camel API integration, RAG knowledge bases, and native MCP support. Bring your own model - Claude, GPT, Gemini, Groq, or fully local via Ollama