Initializing RAG System (Thinking Mode: ON)... Loading existing vector store from 'chroma_db_rag'... RAG System ready.
FastMCP LangChain Client initialized successfully! Tools available: ['get_datetime', 'get_weather', 'get_calc', 'get_SQL_response', 'put_SQL_insert', 'document_qa_system'] Version: 0.4.0 thinking/nothinking LLM: qwen3:4b Mode: 易 THINKING
You can now ask general questions, example :
What's the weather and time in Sydney now ?
Is Dianne in our local list of Candidates ?
Do we have orange in our warehouse ?
Type 'quit' to exit.
Your Assistant is Ready! Type 'quit' to exit.
You: What's the weather and time in Sydney now ?
Assistant: ────────────────────────────── 易 THINKING PROCESS ──────────────────────────────
Thought: I need to use tool 'get_datetime' Args: {'query': 'Sydney'}
Thought: I need to use tool 'get_weather' Args: {'query': 'Sydney'}
Observation (get_weather): {"coord": {"lon": 151.2073, "lat": -33.8679}, "weather": [{"id": 803, "main": "Clouds", "description": "broken clouds", "icon": "04n"}], "base": "stations", "main": {"temp": 17.28, "feels_like": 17.26... ────────────────────────────────────────────────────────────────────────────────
The current time in Sydney is Thursday, January 22, 2026 at 03:45 AM. The weather there is currently broken clouds with a temperature of 17.3°C, feeling like 17.26°C, and humidity at 84%.
You: Is Dianne in our local list of Candidates ?
Assistant: ────────────────────────────── 易 THINKING PROCESS ──────────────────────────────
Thought: I need to use tool 'document_qa_system' Args: {'query': 'Is Dianne in our local list of Candidates?'}
[RAG System] Querying with: 'Is Dianne in our local list of Candidates?'
Observation (document_qa_system): Yes, Dianne is in the local list of candidates. The context shows a row for "Dianne Bridgewater" with location "Montgomery, US" and scores 6 and 5. ────────────────────────────────────────────────────────────────────────────────
Yes, Dianne is in the local list of candidates. The context shows a row for Dianne Bridgewater with location Montgomery, US and scores 6 and 5.
You: Do we have orange in our warehouse ?
Assistant: ────────────────────────────── 易 THINKING PROCESS ──────────────────────────────
Thought: I need to use tool 'get_SQL_response' Args: {'query': "SELECT ITEM, QUANTITY FROM FRUITS WHERE ITEM = 'ORANGE'"}
Observation (get_SQL_response): "ORANGE, 8" ────────────────────────────────────────────────────────────────────────────────
You: