app.py

import os
import json
import yaml
from dotenv import load_dotenv
import gradio as gr
from smolagents import CodeAgent
from smolagents.models import HfApiModel
from tools.final_answer import FinalAnswerTool
from tools.web_search import DuckDuckGoSearchTool
from tools.visit_webpage import VisitWebpageTool
from tools.vuln_search import VulnerabilitySearchTool

# Load environment variables
load_dotenv()

def load_agent_config():
    """Load agent configuration from agent.json"""
    with open('agent.json', 'r') as f:
        return json.load(f)

def load_prompts():
    """Load prompt templates from prompts.yaml"""
    with open('prompts.yaml', 'r') as f:
        return yaml.safe_load(f)

def initialize_tools():
    """Initialize agent tools"""
    tools = {
        'final_answer': FinalAnswerTool(),
        'web_search': DuckDuckGoSearchTool(),
        'visit_webpage': VisitWebpageTool(),
        'vuln_search': VulnerabilitySearchTool()
    }
    return tools

def create_agent():
    """Create and configure the vulnerability agent"""
    config = load_agent_config()
    prompts = load_prompts()
    
    # Configure model a
    model_config = config['agent_config']['model']
    model = HfApiModel(
        model_id=model_config['model_id'],
        max_tokens=model_config['max_tokens'],
        temperature=model_config['temperature']
    )
    
    # Initialize tools
    tools = initialize_tools()
    
    # Create agent
    agent = CodeAgent(
        model=model,
        tools=tools,
        max_steps=config['agent_config']['max_steps'],
        verbosity_level=config['agent_config']['verbosity_level']
    )
    
    return agent, prompts

def process_query(query, analysis_type="general"):
    """Process a user query"""
    agent, prompts = create_agent()
    
    # Select appropriate template
    if analysis_type == "vulnerability":
        template = prompts['vulnerability_analysis']
        formatted_prompt = template.format(cve_id=query)
    elif analysis_type == "threat":
        template = prompts['threat_report']
        formatted_prompt = template.format(target=query)
    else:
        template = prompts['user_prompt']
        formatted_prompt = template.format(query=query)
    
    # Execute agent
    system_prompt = prompts['system_prompt']
    result = agent.run(formatted_prompt, system_prompt=system_prompt)
    
    return result

# Gradio Interface
def create_interface():
    """Create the Gradio user interface"""
    with gr.Blocks(title="Vulnerability Intelligence Agent") as interface:
        gr.Markdown("# Vulnerability Intelligence Agent (VIA)")
        
        with gr.Row():
            with gr.Column():
                query_input = gr.Textbox(
                    label="Query",
                    placeholder="Enter your security query..."
                )
                analysis_type = gr.Radio(
                    choices=["general", "vulnerability", "threat"],
                    label="Analysis Type",
                    value="general"
                )
                submit_btn = gr.Button("Analyze")
            
            with gr.Column():
                output = gr.Markdown(label="Result")
        
        submit_btn.click(
            fn=process_query,
            inputs=[query_input, analysis_type],
            outputs=output
        )
    
    return interface

if __name__ == "__main__":
    interface = create_interface()
    interface.launch()