import os import json import time import requests from dotenv import load_dotenv from openai import OpenAI from serpapi.google_search import GoogleSearch # ANSI color codes class Colors: CYAN = '\033[96m' YELLOW = '\033[93m' GREEN = '\033[92m' RED = '\033[91m' MAGENTA = '\033[95m' BLUE = '\033[94m' RESET = '\033[0m' # Load environment variables load_dotenv() # Initialize clients client = OpenAI(api_key=os.getenv("DEEPSEEK_API_KEY"), base_url="https://api.deepseek.com") firecrawl_api_key = os.getenv("FIRECRAWL_API_KEY") serp_api_key = os.getenv("SERP_API_KEY") def search_google(query): """Search Google using SerpAPI and return top results.""" print(f"{Colors.YELLOW}Searching Google for '{query}'...{Colors.RESET}") search = GoogleSearch({"q": query, "api_key": serp_api_key}) return search.get_dict().get("organic_results", []) def select_urls_with_r1(company, objective, serp_results): """ Use R1 to select the most relevant URLs from SERP results for the given company and objective. Returns a list of URLs. """ try: # Prepare the data for R1 serp_data = [{"title": r.get("title"), "link": r.get("link"), "snippet": r.get("snippet")} for r in serp_results if r.get("link")] response = client.chat.completions.create( model="deepseek-reasoner", messages=[ { "role": "system", "content": "You are a URL selector that always responds with valid JSON. You select URLs from the SERP results relevant to the company and objective. Your response must be a JSON object with a 'selected_urls' array property containing strings." }, { "role": "user", "content": ( f"Company: {company}\n" f"Objective: {objective}\n" f"SERP Results: {json.dumps(serp_data)}\n\n" "Return a JSON object with a property 'selected_urls' that contains an array " "of URLs most likely to help meet the objective. Add a /* to the end of the URL if you think it should search all of the pages in the site. Do not return any social media links. For example: {\"selected_urls\": [\"https://example.com\", \"https://example2.com\"]}" ) } ] ) try: # First try to parse as JSON result = json.loads(response.choices[0].message.content) if isinstance(result, dict) and "selected_urls" in result: urls = result["selected_urls"] else: # If JSON doesn't have the expected structure, fall back to text parsing response_text = response.choices[0].message.content urls = [line.strip() for line in response_text.split('\n') if line.strip().startswith(('http://', 'https://'))] except json.JSONDecodeError: # If JSON parsing fails, fall back to text parsing response_text = response.choices[0].message.content urls = [line.strip() for line in response_text.split('\n') if line.strip().startswith(('http://', 'https://'))] # Clean up URLs - remove wildcards and trailing slashes cleaned_urls = [url.replace('/*', '').rstrip('/') for url in urls] cleaned_urls = [url for url in cleaned_urls if url] if not cleaned_urls: print(f"{Colors.YELLOW}No valid URLs found.{Colors.RESET}") return [] print(f"{Colors.CYAN}Selected URLs for extraction by R1:{Colors.RESET}") for url in cleaned_urls: print(f"- {url}") return cleaned_urls except Exception as e: print(f"{Colors.RED}Error selecting URLs with R1: {e}{Colors.RESET}") return [] def extract_company_info(urls, prompt, company, api_key): """Use requests to call Firecrawl's extract endpoint with selected URLs.""" print(f"{Colors.YELLOW}Extracting structured data from the provided URLs using Firecrawl...{Colors.RESET}") headers = { 'Content-Type': 'application/json', 'Authorization': f'Bearer {api_key}' } payload = { "urls": urls, "prompt": prompt + " for " + company, "enableWebSearch": True } try: response = requests.post( "https://api.firecrawl.dev/v1/extract", headers=headers, json=payload, timeout=30 ) data = response.json() if not data.get('success'): print(f"{Colors.RED}API returned error: {data.get('error', 'No error message')}{Colors.RESET}") return None # Assuming Firecrawl provides a way to retrieve data with 'id' extraction_id = data.get('id') if not extraction_id: print(f"{Colors.RED}No extraction ID found in response.{Colors.RESET}") return None # Polling for the extraction result return poll_firecrawl_result(extraction_id, api_key) except requests.exceptions.RequestException as e: print(f"{Colors.RED}Request failed: {e}{Colors.RESET}") return None except json.JSONDecodeError as e: print(f"{Colors.RED}Failed to parse response: {e}{Colors.RESET}") return None except Exception as e: print(f"{Colors.RED}Failed to extract data: {e}{Colors.RESET}") return None def poll_firecrawl_result(extraction_id, api_key, interval=5, max_attempts=36): """Poll Firecrawl API to get the extraction result.""" url = f"https://api.firecrawl.dev/v1/extract/{extraction_id}" headers = { 'Authorization': f'Bearer {api_key}' } for attempt in range(1, max_attempts + 1): try: # print(f"{Colors.YELLOW}Polling for extraction result (Attempt {attempt}/{max_attempts})...{Colors.RESET}") response = requests.get(url, headers=headers, timeout=30) response.raise_for_status() data = response.json() if data.get('success') and data.get('data'): print(f"{Colors.GREEN}Data successfully extracted:{Colors.RESET}") print(json.dumps(data['data'], indent=2)) return data['data'] elif data.get('success') and not data.get('data'): time.sleep(interval) else: print(f"{Colors.RED}API Error: {data.get('error', 'No error message provided')}{Colors.RESET}") return None except requests.exceptions.RequestException: return None except json.JSONDecodeError: return None except Exception: return None print(f"{Colors.RED}Max polling attempts reached. Extraction did not complete in time.{Colors.RESET}") return None def main(): company = input(f"{Colors.BLUE}Enter the company name: {Colors.RESET}") objective = input(f"{Colors.BLUE}Enter what information you want about the company: {Colors.RESET}") serp_results = search_google(f"{company}") if not serp_results: print(f"{Colors.RED}No search results found.{Colors.RESET}") return # Ask R1 to select URLs selected_urls = select_urls_with_r1(company, objective, serp_results) if not selected_urls: print(f"{Colors.RED}R1 did not return any URLs.{Colors.RESET}") return data = extract_company_info(selected_urls, objective, company, firecrawl_api_key) if data: print(f"{Colors.GREEN}Extraction completed successfully.{Colors.RESET}") else: print(f"{Colors.RED}Failed to extract the requested information. Try refining your prompt or choosing a different company.{Colors.RESET}") if __name__ == "__main__": main()