import json import os import requests from crewai import Agent, Task from langchain.tools import tool from unstructured.partition.html import partition_html class BrowserTools(): @tool("Scrape website content") def scrape_and_summarize_website(website): """Useful to scrape and summarize a website content""" url = f"https://chrome.browserless.io/content?token={os.environ['BROWSERLESS_API_KEY']}" payload = json.dumps({"url": website}) headers = {'cache-control': 'no-cache', 'content-type': 'application/json'} response = requests.request("POST", url, headers=headers, data=payload) elements = partition_html(text=response.text) content = "\n\n".join([str(el) for el in elements]) content = [content[i:i + 8000] for i in range(0, len(content), 8000)] summaries = [] for chunk in content: agent = Agent( role='Principal Researcher', goal= 'Do amazing researches and summaries based on the content you are working with', backstory= "You're a Principal Researcher at a big company and you need to do a research about a given topic.", allow_delegation=False) task = Task( agent=agent, description= f'Analyze and summarize the content bellow, make sure to include the most relevant information in the summary, return only the summary nothing else.\n\nCONTENT\n----------\n{chunk}' ) summary = task.execute() summaries.append(summary) return "\n\n".join(summaries)