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Update app.py
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app.py
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import os
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import time
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from crewai import Agent, Task, Crew
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from langchain_openai import ChatOpenAI
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os.getenv("OPENAI_API_KEY") # Enter your OpenAI API key or set it via env var
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def run_scam_analysis(message_content):
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if not message_content.strip():
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return "β Please enter a message or URL to analyze."
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loading_messages = [
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"π‘οΈ Initializing AI security team...",
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"π Claim Extractor analyzing suspicious content...",
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"π Safety Advisor preparing guidance report...",
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"π¨ Generating comprehensive scam analysis..."
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]
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try:
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llm = ChatOpenAI(model_name="gpt-4o-mini", temperature=0.1)
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extractor_agent = Agent(
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role="Claim Extractor",
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goal="Extract key claims, offers, and suspicious elements from messages or URLs",
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)
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verifier_agent = Agent(
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role="Fact Checker",
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goal="Verify claims and assess scam probability using heuristic rules and pattern matching",
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backstory="Cybersecurity expert who specializes in identifying scam patterns.",
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llm=llm,
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process="sequential"
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)
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result = crew.kickoff()
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except Exception as e:
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if __name__ == "__main__":
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app
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import gradio as gr
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import os
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import time
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from crewai import Agent, Task, Crew
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from langchain_openai import ChatOpenAI
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# Secure API key entry
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os.getenv("OPENAI_API_KEY") # Enter your OpenAI API key
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def analyze_scam(message_content):
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if not message_content.strip():
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return "β Please enter a message or URL to analyze."
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loading_messages = [
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"π‘οΈ Initializing AI security team...",
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"π Claim Extractor analyzing suspicious content...",
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"π Safety Advisor preparing guidance report...",
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"π¨ Generating comprehensive scam analysis..."
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]
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yield loading_messages[0]
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try:
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llm = ChatOpenAI(model_name="gpt-4o-mini", temperature=0.1)
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for i, message in enumerate(loading_messages[1:], 1):
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time.sleep(2)
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yield message
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extractor_agent = Agent(
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role="Claim Extractor",
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goal="Extract key claims, offers, and suspicious elements from messages or URLs",
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)
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verifier_agent = Agent(
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role="Fact Checker",
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goal="Verify claims and assess scam probability using heuristic rules and pattern matching",
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backstory="Cybersecurity expert who specializes in identifying scam patterns.",
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llm=llm,
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process="sequential"
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)
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yield "π― AI agents collaborating on final analysis..."
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result = crew.kickoff()
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yield str(result)
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except Exception as e:
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yield f"β Scam analysis failed: {str(e)}"
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def create_gradio_interface():
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with gr.Blocks(title="Scam-Signal Verifier | AI Security Analysis", theme=gr.themes.Default()) as interface:
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# Custom CSS for better contrast
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gr.HTML("""
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<style>
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.team-section { background: #f8f9fa; padding: 2rem; border-radius: 15px; margin-bottom: 2rem; }
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.team-title { text-align: center; margin-bottom: 1.5rem; font-size: 1.4rem; font-weight: bold; color: #1f2937; }
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.team-role { font-weight: bold; color: #111827; }
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.team-desc { font-size: 0.9rem; color: #374151; margin-top: 0.5rem; }
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</style>
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""")
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# Header
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gr.HTML("""
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<div style="text-align: center; padding: 2rem 0;">
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<h1 style="font-size: 3rem; margin-bottom: 1rem; color: #111827;">π‘οΈ Scam-Signal Verifier</h1>
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<p style="font-size: 1.2rem; color: #4b5563;">
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AI-powered protection against phishing and fraudulent messages
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</p>
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</div>
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""")
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# AI Security Team
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gr.HTML("""
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<div class="team-section">
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<div class="team-title">π€ Your AI Security Team</div>
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<div style="display: grid; grid-template-columns: repeat(auto-fit, minmax(250px, 1fr)); gap: 1rem;">
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<div style="text-align: center; padding: 1rem;">
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<div style="font-size: 2rem;">π</div>
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<div class="team-role">Claim Extractor</div>
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<div class="team-desc">Identifies suspicious content and claims</div>
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</div>
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<div style="text-align: center; padding: 1rem;">
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<div style="font-size: 2rem;">βοΈ</div>
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<div class="team-role">Fact Checker</div>
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<div class="team-desc">Verifies claims and calculates risk</div>
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</div>
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<div style="text-align: center; padding: 1rem;">
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<div style="font-size: 2rem;">π</div>
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<div class="team-role">Safety Advisor</div>
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<div class="team-desc">Provides clear guidance and next steps</div>
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</div>
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</div>
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</div>
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""")
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# Input Section
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gr.HTML("<h3 style='text-align: center; margin-bottom: 1rem;'>π± Analyze Suspicious Message or URL</h3>")
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message_input = gr.Textbox(
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label="π¨ Suspicious Message or URL",
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placeholder="Paste the suspicious message, email content, or URL you want to verify...",
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lines=5
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)
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analyze_btn = gr.Button("π Analyze for Scams", variant="primary", size="lg")
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# Output Section β restored to original
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output = gr.Textbox(
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label="π Scam Analysis Report",
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lines=25,
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show_copy_button=True,
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placeholder="Your detailed scam analysis will appear here..."
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)
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# Examples
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gr.Examples(
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examples=[
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["URGENT: Your account will be suspended! Click here immediately to verify: http://suspicious-bank-verify.tk/login"],
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["Congratulations! You've won $10,000! Claim your prize now by clicking this link and entering your bank details."],
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["Your package is held at customs. Pay $50 shipping fee to release: https://bit.ly/customs-fee-pay"],
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["FINAL NOTICE: IRS requires immediate payment of $2,500 or face legal action. Call now: 555-SCAM"],
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["Hello dear, I am Prince Williams from Nigeria with $10 million to share with you..."],
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],
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inputs=message_input,
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label="π§ͺ Try These Example Scams"
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)
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# Footer
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gr.HTML("""
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<div style="text-align: center; padding: 2rem; margin-top: 2rem; border-top: 1px solid #eee;">
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<p><strong>Scam-Signal Verifier</strong> β’ AI-Powered Fraud Detection</p>
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<p style="font-size: 0.9rem; color: #666;">
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β οΈ This tool helps identify potential scams but is not 100% accurate. Always verify independently.
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</p>
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</div>
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""")
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# Event Handlers
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analyze_btn.click(fn=analyze_scam, inputs=[message_input], outputs=output, show_progress=True)
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message_input.submit(fn=analyze_scam, inputs=[message_input], outputs=output, show_progress=True)
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return interface
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if __name__ == "__main__":
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app = create_gradio_interface()
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app.launch(share=False, server_name="0.0.0.0", server_port=7860, show_api=False, inbrowser=False)
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