# tools - search, code executor, create api import os import requests from dotenv import load_dotenv import json load_dotenv() API_KEY = os.getenv("SWARMS_API_KEY") BASE_URL = "https://swarms-api-285321057562.us-east1.run.app" headers = {"x-api-key": API_KEY, "Content-Type": "application/json"} def run_health_check(): response = requests.get(f"{BASE_URL}/health", headers=headers) return response.json() def run_single_swarm(): payload = { "name": "Financial Analysis Swarm", "description": "Market analysis swarm", "agents": [ { "agent_name": "Market Analyst", "description": "Analyzes market trends", "system_prompt": "You are a financial analyst expert.", "model_name": "groq/deepseek-r1-distill-qwen-32b", "role": "worker", "max_loops": 1, "max_tokens": 8192, }, { "agent_name": "Economic Forecaster", "description": "Predicts economic trends", "system_prompt": "You are an expert in economic forecasting.", "model_name": "groq/deepseek-r1-distill-qwen-32b", "role": "worker", "max_loops": 1, "max_tokens": 8192, }, { "agent_name": "Data Scientist", "description": "Performs data analysis", "system_prompt": "You are a data science expert.", "model_name": "groq/deepseek-r1-distill-qwen-32b", "role": "worker", "max_loops": 1, "max_tokens": 8192, }, ], "max_loops": 1, "swarm_type": "ConcurrentWorkflow", "task": "What are the best etfs and index funds for ai and tech?", "output_type": "str", "return_history": True, } response = requests.post( f"{BASE_URL}/v1/swarm/completions", headers=headers, json=payload, ) # return response.json() output = response.json() return json.dumps(output, indent=4) def get_logs(): response = requests.get( f"{BASE_URL}/v1/swarm/logs", headers=headers ) output = response.json() return json.dumps(output, indent=4) if __name__ == "__main__": result = run_single_swarm() print("Swarm Result:") print(result)