Market Analysis Agent

# Live API output — March 12, 2026
Market Regime: Mean-Reverting
Safety Score: 95.6 (HIGH)

Composite Signals:
  BTC: neutral (score: 0.028)\n  ETH: buy (score: 0.236)\n  SOL: buy (score: 0.183)\n  HYPE: strong_buy (score: 0.319)\n
# The bot would use this data to make trading decisions

from langchain.agents import AgentExecutor, create_openai_functions_agent
from langchain.tools import tool
from langchain_openai import ChatOpenAI
import requests

API_KEY = "YOUR_API_KEY"
BASE = "https://algotick.dev"

@tool
def get_market_regime() -> str:
    """Get current market regime classification for all coins."""
    resp = requests.get(f"{{BASE}}/v3/signals/regime", params={{"api_key": API_KEY}})
    data = resp.json()
    return "\n".join(
        f"{{r['coin']}}: {{r['regime_label']}} (confidence: {{r['confidence_score']}})"
        for r in data.get("regimes", [])
    )

@tool
def get_composite_signal(coin: str) -> str:
    """Get composite trading signal for a specific coin (BTC, ETH, SOL, HYPE)."""
    resp = requests.get(f"{{BASE}}/v1/signals/composite", params={{"api_key": API_KEY}})
    data = resp.json()
    sig = next((s for s in data.get("signals", []) if s.get("coin") == coin), None)
    if not sig:
        return f"No signal for {{coin}}"
    components = sig.get("components", {{}})
    parts = [f"{{k}}: value={{v.get('value', 0):.4f}}, score={{v.get('score', 0):.3f}}"
             for k, v in components.items() if isinstance(v, dict)]
    return (f"{{coin}} Composite: {{sig['regime']}} (score: {{sig['composite_score']:.3f}})\n"
            f"Components: {{', '.join(parts)}}")

@tool
def get_whale_activity(coin: str) -> str:
    """Get whale order flow for a specific coin."""
    resp = requests.get(f"{{BASE}}/v1/signals/whale-flow",
                       params={{"coin": coin, "api_key": API_KEY}})
    data = resp.json()
    return (f"{{coin}} Whale Imbalance: {{data.get('whale_imbalance', 0):.3f}}\n"
            f"Bid: ${{data.get('total_whale_bid_usd', 0):,.0f}} | "
            f"Ask: ${{data.get('total_whale_ask_usd', 0):,.0f}}")

tools = [get_market_regime, get_composite_signal, get_whale_activity]
llm = ChatOpenAI(model="gpt-4o", temperature=0)

# Create the agent
agent = create_openai_functions_agent(llm, tools, prompt=...)
executor = AgentExecutor(agent=agent, tools=tools, verbose=True)

# Run analysis
result = executor.invoke({{"input": "Analyze the current crypto market. "
    "Check all regimes, then get composite signals for BTC and ETH. "
    "Also check whale activity. Give me a trading recommendation."}})
print(result["output"])

# All endpoints used by this template:
curl -H "X-API-Key: YOUR_KEY" https://algotick.dev/v3/signals/regime
curl -H "X-API-Key: YOUR_KEY" https://algotick.dev/v1/signals/composite
curl -H "X-API-Key: YOUR_KEY" https://algotick.dev/v3/signals/safety
curl -H "X-API-Key: YOUR_KEY" https://algotick.dev/v1/signals/volatility?coin=BTC