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참고/firecrawl-main/examples/openai_swarm_firecrawl/.env.example

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+OPENAI_API_KEY=
+FIRECRAWL_API_KEY=

참고/firecrawl-main/examples/openai_swarm_firecrawl/README.md

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+# Swarm Firecrawl Marketing Agent
+
+A multi-agent system using [OpenAI Swarm](https://github.com/openai/swarm) for AI-powered marketing strategies using [Firecrawl](https://firecrawl.dev) for web scraping.
+
+## Agents
+
+1. User Interface: Manages user interactions
+2. Website Scraper: Extracts clean LLM-ready content via Firecrawl API
+3. Analyst: Provides marketing insights
+4. Campaign Idea: Generates marketing campaign concepts
+5. Copywriter: Creates compelling marketing copy
+
+## Requirements
+
+- [Firecrawl](https://firecrawl.dev) API key
+- [OpenAI](https://platform.openai.com/api-keys) API key
+
+## Setup
+
+1. Install the required packages:
+   ```
+   pip install -r requirements.txt
+   ```
+
+2. Set up your environment variables in a `.env` file:
+   ```
+   OPENAI_API_KEY=your_openai_api_key
+   FIRECRAWL_API_KEY=your_firecrawl_api_key
+   ```
+
+## Usage
+
+Run the main script to start the interactive demo:
+
+```
+python main.py
+```

참고/firecrawl-main/examples/openai_swarm_firecrawl/main.py

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+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)

참고/firecrawl-main/examples/openai_swarm_firecrawl/requirements.txt

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+firecrawl-py
+openai