!pip install llama-index-llms-anthropic -q
!pip install llama-index -q

from llama_index.llms.anthropic import Anthropic
from llama_index.llms.openai import OpenAI
from llama_index.core.tools import FunctionTool
 
import nest_asyncio
 
nest_asyncio.apply()

from google.colab import userdata
 
CLAUDE_API_KEY = userdata.get('ANTHROPIC_API_KEY')
OAI_API_KEY = userdata.get('OPENAI_API_KEY') ## you can choose any other model, I prefer Claude
FMP_API_KEY = userdata.get('FMP_API_KEY')
 
anthropic_llm = Anthropic(model="claude-3-5-sonnet-latest", api_key=CLAUDE_API_KEY)

def get_commodity_info(symbol: Optional[str] = None, name: Optional[str] = None) -> Dict:
    """
    Get detailed information for a specific commodity by symbol or name.
 
    Args:
        symbol (str, optional): Trading symbol of the commodity (e.g., 'GCUSD' for Gold)
        name (str, optional): Name of the commodity (e.g., 'Gold')
    """
    try:
        tracker = CommoditiesTracker()
        return tracker.get_commodity_info(symbol, name)
    except Exception as e:
        return {"error": f"Failed to get commodity info: {str(e)}"}
 
def get_top_movers(n: int = 10, metric: str = 'changesPercentage') -> List[Dict]:
    """
    Get top performing commodities by specified metric.
 
    Args:
        n (int): Number of commodities to return (default: 5)
        metric (str): Metric to sort by - options: 'changesPercentage', 'volume', 'price'
    """
    try:
        tracker = CommoditiesTracker()
        return tracker.get_top_movers(n, metric)
    except Exception as e:
        return [{"error": f"Failed to get top movers: {str(e)}"}]
 
def get_market_summary() -> Dict:
    """
    Get overall commodities market summary statistics.
    """
    try:
        tracker = CommoditiesTracker()
        return tracker.get_market_summary()
    except Exception as e:
        return {"error": f"Failed to get market summary: {str(e)}"}
 
def get_commodity_analysis(symbol: str) -> Dict:
    """
    Get detailed technical analysis for a specific commodity.
 
    Args:
        symbol (str): Trading symbol of the commodity (e.g., 'GCUSD' for Gold)
    """
    try:
        tracker = CommoditiesTracker()
        return tracker.get_commodity_analysis(symbol)
    except Exception as e:
        return {"error": f"Failed to get commodity analysis: {str(e)}"}

commodity_info_tool = FunctionTool.from_defaults(fn=get_commodity_info)
top_movers_tool = FunctionTool.from_defaults(fn=get_top_movers)
market_summary_tool = FunctionTool.from_defaults(fn=get_market_summary)
commodity_analysis_tool = FunctionTool.from_defaults(fn=get_commodity_analysis)

commodities_agent = FunctionCallingAgent.from_tools(
    [
        commodity_info_tool,
        top_movers_tool,
        market_summary_tool,
        commodity_analysis_tool
    ],
    llm=anthropic_llm,
    verbose=False,
    allow_parallel_tool_calls=False,
    system_prompt="You are a commodities analyst. You are given a question and you need to answer it using the tools provided." 
)

query= "What is the price of cocoa and how's it been trending?"
response = commodities_agent.chat(query)
print(str(response))

Current Price and Daily Movement:
- Current Price: $11,567.00
- Today's Change: +$430.00 (+3.86%)
- Today's Range: $11,029.00 - $11,623.00
 
Trend Analysis:
1. Short-term Trend:
- Currently trading significantly above its 50-day moving average of $9,189.44
- Strong daily performance with a 3.86% gain
- Trading near the day's high, showing strong momentum
 
2. Long-term Trend:
- Trading well above its 200-day moving average of $8,927.09
- Remarkable yearly range: $4,034.00 - $12,931.00
- Current price is closer to the yearly high, indicating strong bullish trend
- Has shown extraordinary growth from the yearly low (nearly tripled in value)
 
3. Volume Analysis:
- Current volume: 4,917 contracts
- Average volume: 6,051 contracts
- Trading at about 81% of average volume, indicating moderate market participation
 
Key Observations:
1. Cocoa is in a strong uptrend, trading above both major moving averages
2. The commodity has shown exceptional strength over the past year, with current prices nearly triple the yearly low
3. Today's positive price action (+3.86%) continues the bullish trend
4. The current price of $11,567 is relatively close to the yearly high of $12,931, suggesting continued strong market demand
 
Would you like me to provide any additional analysis or specific aspects of cocoa's price movement?