firecrawl agent implementation
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6 changed files with 80 additions and 3 deletions
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from exa_py import Exa
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# Initialize Exa with your API key
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exa = Exa(api_key="EXA_API_KEY")
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def get_competitor_urls(url=None, description=None):
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@ -27,6 +26,5 @@ def get_competitor_urls(url=None, description=None):
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# Extracting and return only the competitor URLs
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competitor_urls = [item.url for item in result.results]
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return competitor_urls
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# return result
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print(get_competitor_urls(description="Competitors of a company that works on AI Neuro Health Tech"))
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41
ai_agent_tutorials/ai_competitors_analysis_team/fire.py
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ai_agent_tutorials/ai_competitors_analysis_team/fire.py
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from phi.agent import Agent
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from phi.tools.firecrawl import FirecrawlTools
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from phi.model.openai import OpenAIChat
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firecrawl_tools = FirecrawlTools(
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api_key="",
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scrape=False,
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crawl=True,
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limit=5
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)
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agent = Agent(
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model=OpenAIChat(id="gpt-4o-mini", api_key=""),
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tools=[firecrawl_tools],
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show_tool_calls=True,
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markdown=True
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)
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def extract_competitor_info(competitor_url: str):
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crawl_response = agent.run(f"Crawl and summarize {competitor_url}")
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crawled_data = crawl_response.content
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structured_info = agent.run(
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f"""Extract the following information from the crawled data:
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- Product pricing and features - exact pricing numbers from their pricing page
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- Technology stack information
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- Marketing messaging/positioning
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- Customer testimonials/case studies
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Crawled Data:
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{crawled_data}
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"""
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)
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return structured_info.content
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if __name__ == "__main__":
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competitor_url = "https://www.equal.in"
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competitor_info = extract_competitor_info(competitor_url)
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print(f"Competitor: {competitor_url}")
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print(competitor_info)
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from firecrawl import FirecrawlApp
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from pydantic import BaseModel, Field
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from typing import Optional
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# Define a simple schema for testing
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class SimpleSchema(BaseModel):
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title: Optional[str] = Field(description="Title of the webpage.")
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description: Optional[str] = Field(description="Meta description of the webpage.")
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# Initialize the FirecrawlApp with your API key
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app = FirecrawlApp(api_key='fc-') # Replace with your API key
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def extract_competitor_info(competitor_url: str):
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try:
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# Use Firecrawl to scrape and extract data
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data = app.scrape_url(competitor_url, {
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'formats': ['extract'],
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'extract': {
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'schema': SimpleSchema.model_json_schema(),
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}
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})
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return data.get("extract", {})
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except Exception as e:
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return {"error": str(e)}
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# Example usage
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if __name__ == "__main__":
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# Competitor URL to analyze
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competitor_url = "https://www.equal.in" # Replace with your competitor URL
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# Extract competitor information
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competitor_info = extract_competitor_info(competitor_url)
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# Print the structured information
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print(f"Competitor: {competitor_url}")
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print(competitor_info)
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exa-py==1.0.6
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exa-py==1.0.6
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firecrawl-py==1.9.0
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