firecrawl/examples/openai_swarm_firecrawl/main.py
2024-10-12 16:12:12 -03:00

108 lines
3.8 KiB
Python

import os
from firecrawl import FirecrawlApp
from swarm import Agent
from swarm.repl import run_demo_loop
import dotenv
from openai import OpenAI
dotenv.load_dotenv()
# Initialize FirecrawlApp and OpenAI
app = FirecrawlApp(api_key=os.getenv("FIRECRAWL_API_KEY"))
client = OpenAI(api_key=os.getenv("OPENAI_API_KEY"))
def scrape_website(url):
"""Scrape a website using Firecrawl."""
scrape_status = app.scrape_url(
url,
params={'formats': ['markdown']}
)
return scrape_status
def generate_completion(role, task, content):
"""Generate a completion using OpenAI."""
response = client.chat.completions.create(
model="gpt-4o-mini",
messages=[
{"role": "system", "content": f"You are a {role}. {task}"},
{"role": "user", "content": content}
]
)
return response.choices[0].message.content
def analyze_website_content(content):
"""Analyze the scraped website content using OpenAI."""
analysis = generate_completion(
"marketing analyst",
"Analyze the following website content and provide key insights for marketing strategy.",
content
)
return {"analysis": analysis}
def generate_copy(brief):
"""Generate marketing copy based on a brief using OpenAI."""
copy = generate_completion(
"copywriter",
"Create compelling marketing copy based on the following brief.",
brief
)
return {"copy": copy}
def create_campaign_idea(target_audience, goals):
"""Create a campaign idea based on target audience and goals using OpenAI."""
campaign_idea = generate_completion(
"marketing strategist",
"Create an innovative campaign idea based on the target audience and goals provided.",
f"Target Audience: {target_audience}\nGoals: {goals}"
)
return {"campaign_idea": campaign_idea}
def handoff_to_copywriter():
"""Hand off the campaign idea to the copywriter agent."""
return copywriter_agent
def handoff_to_analyst():
"""Hand off the website content to the analyst agent."""
return analyst_agent
def handoff_to_campaign_idea():
"""Hand off the target audience and goals to the campaign idea agent."""
return campaign_idea_agent
def handoff_to_website_scraper():
"""Hand off the url to the website scraper agent."""
return website_scraper_agent
user_interface_agent = Agent(
name="User Interface Agent",
instructions="You are a user interface agent that handles all interactions with the user. You need to always start with a URL that the user wants to create a marketing strategy for. Ask clarification questions if needed. Be concise.",
functions=[handoff_to_website_scraper],
)
website_scraper_agent = Agent(
name="Website Scraper Agent",
instructions="You are a website scraper agent specialized in scraping website content.",
functions=[scrape_website, handoff_to_analyst],
)
analyst_agent = Agent(
name="Analyst Agent",
instructions="You are an analyst agent that examines website content and provides insights for marketing strategies. Be concise.",
functions=[analyze_website_content, handoff_to_campaign_idea],
)
campaign_idea_agent = Agent(
name="Campaign Idea Agent",
instructions="You are a campaign idea agent that creates innovative marketing campaign ideas based on website content and target audience. Be concise.",
functions=[create_campaign_idea, handoff_to_copywriter],
)
copywriter_agent = Agent(
name="Copywriter Agent",
instructions="You are a copywriter agent specialized in creating compelling marketing copy based on website content and campaign ideas. Be concise.",
functions=[generate_copy],
)
if __name__ == "__main__":
# Run the demo loop with the user interface agent
run_demo_loop(user_interface_agent, stream=True)