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Create app.py
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app.py
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| 1 |
+
#!/usr/bin/env python3
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| 2 |
+
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| 3 |
+
import gradio as gr
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| 4 |
+
import os
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| 5 |
+
from typing import Dict, List, Any, Optional
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| 6 |
+
import json
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| 7 |
+
from datetime import datetime
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| 8 |
+
import traceback
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| 9 |
+
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| 10 |
+
# CrewAI and Julia Browser imports
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| 11 |
+
from crewai import Agent, Task, Crew, Process
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| 12 |
+
from crewai_tools import BaseTool
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| 13 |
+
from crewai.llm import LLM
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| 14 |
+
from julia_browser import AgentSDK
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| 15 |
+
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| 16 |
+
# Initialize browser
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| 17 |
+
browser = AgentSDK()
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| 18 |
+
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| 19 |
+
class OpenWebsiteTool(BaseTool):
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| 20 |
+
name: str = "open_website"
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| 21 |
+
description: str = "Open a website and get page content. Input: url (string)"
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| 22 |
+
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| 23 |
+
def _run(self, url: str) -> str:
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| 24 |
+
result = browser.open_website(url)
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| 25 |
+
return f"Opened: {result['title']} at {url}"
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| 26 |
+
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| 27 |
+
class ListElementsTool(BaseTool):
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| 28 |
+
name: str = "list_elements"
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| 29 |
+
description: str = "List all clickable elements and input fields on current page"
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| 30 |
+
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| 31 |
+
def _run(self) -> str:
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| 32 |
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elements = browser.list_elements()
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| 33 |
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output = []
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| 34 |
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for elem in elements.get("elements", []):
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| 35 |
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output.append(f"[{elem['id']}] {elem['type']}: {elem.get('text', 'N/A')}")
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| 36 |
+
return f"Found {elements['total_clickable']} clickable, {elements['total_inputs']} inputs:\n" + "\n".join(output)
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| 37 |
+
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| 38 |
+
class ClickElementTool(BaseTool):
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| 39 |
+
name: str = "click_element"
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| 40 |
+
description: str = "Click a button or link by its number ID. Input: element_id (int)"
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| 41 |
+
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| 42 |
+
def _run(self, element_id: int) -> str:
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| 43 |
+
result = browser.click_element(element_id)
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| 44 |
+
return f"Clicked: {result.get('element', 'Unknown')} - {result['status']}"
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| 45 |
+
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| 46 |
+
class TypeTextTool(BaseTool):
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| 47 |
+
name: str = "type_text"
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| 48 |
+
description: str = "Type text into an input field. Input: field_id (int), text (string)"
|
| 49 |
+
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| 50 |
+
def _run(self, field_id: int, text: str) -> str:
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| 51 |
+
result = browser.type_text(field_id, text)
|
| 52 |
+
return f"Typed '{text}' into field {field_id} - {result['status']}"
|
| 53 |
+
|
| 54 |
+
class SubmitFormTool(BaseTool):
|
| 55 |
+
name: str = "submit_form"
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| 56 |
+
description: str = "Submit the current form with typed data"
|
| 57 |
+
|
| 58 |
+
def _run(self) -> str:
|
| 59 |
+
result = browser.submit_form()
|
| 60 |
+
return f"Form submitted - New page: {result.get('title', 'Unknown')}"
|
| 61 |
+
|
| 62 |
+
class GetPageInfoTool(BaseTool):
|
| 63 |
+
name: str = "get_page_info"
|
| 64 |
+
description: str = "Get current page title, URL, and content"
|
| 65 |
+
|
| 66 |
+
def _run(self) -> str:
|
| 67 |
+
info = browser.get_page_info()
|
| 68 |
+
return f"Title: {info['title']}\nURL: {info['url']}\nContent: {info['content'][:300]}..."
|
| 69 |
+
|
| 70 |
+
class ScrollDownTool(BaseTool):
|
| 71 |
+
name: str = "scroll_down"
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| 72 |
+
description: str = "Scroll down the page. Input: chunks (int, default 1)"
|
| 73 |
+
|
| 74 |
+
def _run(self, chunks: int = 1) -> str:
|
| 75 |
+
result = browser.scroll_down(chunks)
|
| 76 |
+
return f"Scrolled down {chunks} chunks - Position: {result['position']}"
|
| 77 |
+
|
| 78 |
+
class ScrollUpTool(BaseTool):
|
| 79 |
+
name: str = "scroll_up"
|
| 80 |
+
description: str = "Scroll up the page. Input: chunks (int, default 1)"
|
| 81 |
+
|
| 82 |
+
def _run(self, chunks: int = 1) -> str:
|
| 83 |
+
result = browser.scroll_up(chunks)
|
| 84 |
+
return f"Scrolled up {chunks} chunks - Position: {result['position']}"
|
| 85 |
+
|
| 86 |
+
class SearchPageTool(BaseTool):
|
| 87 |
+
name: str = "search_page"
|
| 88 |
+
description: str = "Search for text within current page. Input: term (string)"
|
| 89 |
+
|
| 90 |
+
def _run(self, term: str) -> str:
|
| 91 |
+
result = browser.search_page(term)
|
| 92 |
+
return f"Found {result.get('matches', 0)} matches for '{term}'"
|
| 93 |
+
|
| 94 |
+
class FollowLinkTool(BaseTool):
|
| 95 |
+
name: str = "follow_link"
|
| 96 |
+
description: str = "Navigate to a link by its number. Input: link_id (int)"
|
| 97 |
+
|
| 98 |
+
def _run(self, link_id: int) -> str:
|
| 99 |
+
result = browser.follow_link(link_id)
|
| 100 |
+
return f"Followed link {link_id} - Now at: {result.get('title', 'Unknown')}"
|
| 101 |
+
|
| 102 |
+
# Initialize all tools
|
| 103 |
+
browser_tools = [
|
| 104 |
+
OpenWebsiteTool(),
|
| 105 |
+
ListElementsTool(),
|
| 106 |
+
ClickElementTool(),
|
| 107 |
+
TypeTextTool(),
|
| 108 |
+
SubmitFormTool(),
|
| 109 |
+
GetPageInfoTool(),
|
| 110 |
+
ScrollDownTool(),
|
| 111 |
+
ScrollUpTool(),
|
| 112 |
+
SearchPageTool(),
|
| 113 |
+
FollowLinkTool()
|
| 114 |
+
]
|
| 115 |
+
|
| 116 |
+
class WebAutomationAgent:
|
| 117 |
+
def __init__(self):
|
| 118 |
+
# Configure Groq LLM
|
| 119 |
+
self.llm = LLM(
|
| 120 |
+
model="groq/qwen2.5-32b-instruct",
|
| 121 |
+
api_key=os.getenv("GROQ_API_KEY")
|
| 122 |
+
)
|
| 123 |
+
|
| 124 |
+
# Create web automation agent
|
| 125 |
+
self.agent = Agent(
|
| 126 |
+
role="Web Automation Expert",
|
| 127 |
+
goal="Execute web tasks using browser tools based on user instructions",
|
| 128 |
+
backstory="""You are a skilled web automation expert who can navigate websites,
|
| 129 |
+
interact with elements, fill forms, and extract information. You break down
|
| 130 |
+
complex tasks into simple browser actions and execute them step by step.""",
|
| 131 |
+
tools=browser_tools,
|
| 132 |
+
llm=self.llm,
|
| 133 |
+
verbose=True,
|
| 134 |
+
allow_delegation=False
|
| 135 |
+
)
|
| 136 |
+
|
| 137 |
+
def execute_task(self, instruction: str) -> str:
|
| 138 |
+
"""Execute user task"""
|
| 139 |
+
task = Task(
|
| 140 |
+
description=f"""
|
| 141 |
+
Task: {instruction}
|
| 142 |
+
|
| 143 |
+
Use the available browser tools to complete this task:
|
| 144 |
+
- open_website(url) - Open websites
|
| 145 |
+
- list_elements() - See what's clickable on page
|
| 146 |
+
- click_element(id) - Click buttons/links
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| 147 |
+
- type_text(field_id, text) - Fill input fields
|
| 148 |
+
- submit_form() - Submit forms
|
| 149 |
+
- get_page_info() - Get page details
|
| 150 |
+
- scroll_down(chunks) - Scroll to see more
|
| 151 |
+
- search_page(term) - Find text on page
|
| 152 |
+
- follow_link(id) - Navigate to links
|
| 153 |
+
|
| 154 |
+
Work step by step and explain what you're doing.
|
| 155 |
+
""",
|
| 156 |
+
agent=self.agent,
|
| 157 |
+
expected_output="Complete step-by-step execution report with results"
|
| 158 |
+
)
|
| 159 |
+
|
| 160 |
+
crew = Crew(
|
| 161 |
+
agents=[self.agent],
|
| 162 |
+
tasks=[task],
|
| 163 |
+
process=Process.sequential,
|
| 164 |
+
verbose=True
|
| 165 |
+
)
|
| 166 |
+
|
| 167 |
+
try:
|
| 168 |
+
result = crew.kickoff()
|
| 169 |
+
return str(result)
|
| 170 |
+
except Exception as e:
|
| 171 |
+
return f"Error: {str(e)}\n{traceback.format_exc()}"
|
| 172 |
+
|
| 173 |
+
# Initialize agent
|
| 174 |
+
automation_agent = WebAutomationAgent()
|
| 175 |
+
|
| 176 |
+
def execute_user_task(message: str, history: List[List[str]]) -> tuple:
|
| 177 |
+
"""Process user message and execute task"""
|
| 178 |
+
if not message.strip():
|
| 179 |
+
return history, ""
|
| 180 |
+
|
| 181 |
+
# Add user message
|
| 182 |
+
history.append([message, "π€ Executing task..."])
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| 183 |
+
|
| 184 |
+
try:
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| 185 |
+
# Execute task
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| 186 |
+
result = automation_agent.execute_task(message)
|
| 187 |
+
# Update with result
|
| 188 |
+
history[-1][1] = result
|
| 189 |
+
except Exception as e:
|
| 190 |
+
history[-1][1] = f"β Error: {str(e)}"
|
| 191 |
+
|
| 192 |
+
return history, ""
|
| 193 |
+
|
| 194 |
+
def clear_history():
|
| 195 |
+
return [], ""
|
| 196 |
+
|
| 197 |
+
# Sample tasks
|
| 198 |
+
sample_tasks = [
|
| 199 |
+
"Open google.com and search for 'web automation'",
|
| 200 |
+
"Go to example.com and list all elements",
|
| 201 |
+
"Navigate to a news website and find the main headline",
|
| 202 |
+
"Open a shopping site and look for search functionality",
|
| 203 |
+
"Visit github.com and find the login button"
|
| 204 |
+
]
|
| 205 |
+
|
| 206 |
+
def load_sample(task_text):
|
| 207 |
+
return task_text
|
| 208 |
+
|
| 209 |
+
# Create Gradio Interface
|
| 210 |
+
with gr.Blocks(title="AI Web Agent", theme=gr.themes.Soft()) as demo:
|
| 211 |
+
|
| 212 |
+
gr.HTML("""
|
| 213 |
+
<div style="text-align: center; margin: 20px;">
|
| 214 |
+
<h1>π€ AI Web Automation Agent</h1>
|
| 215 |
+
<p><strong>Julia Browser + CrewAI + Groq (Qwen-32B)</strong></p>
|
| 216 |
+
<p>Give me web tasks in plain English!</p>
|
| 217 |
+
</div>
|
| 218 |
+
""")
|
| 219 |
+
|
| 220 |
+
# Main chat interface - centered
|
| 221 |
+
chatbot = gr.Chatbot(
|
| 222 |
+
label="Agent Execution",
|
| 223 |
+
height=600,
|
| 224 |
+
show_copy_button=True
|
| 225 |
+
)
|
| 226 |
+
|
| 227 |
+
# Centered input section
|
| 228 |
+
with gr.Row(elem_id="input-row"):
|
| 229 |
+
with gr.Column(scale=1):
|
| 230 |
+
pass # Left spacer
|
| 231 |
+
with gr.Column(scale=3):
|
| 232 |
+
with gr.Row():
|
| 233 |
+
user_input = gr.Textbox(
|
| 234 |
+
placeholder="Tell me what to do on the web...",
|
| 235 |
+
container=False,
|
| 236 |
+
scale=4,
|
| 237 |
+
elem_id="main-input"
|
| 238 |
+
)
|
| 239 |
+
send_btn = gr.Button("π Execute", variant="primary", scale=1)
|
| 240 |
+
|
| 241 |
+
clear_btn = gr.Button("ποΈ Clear", variant="secondary", size="sm")
|
| 242 |
+
with gr.Column(scale=1):
|
| 243 |
+
pass # Right spacer
|
| 244 |
+
|
| 245 |
+
# Sample tasks section
|
| 246 |
+
with gr.Row():
|
| 247 |
+
with gr.Column(scale=1):
|
| 248 |
+
pass # Left spacer
|
| 249 |
+
with gr.Column(scale=2):
|
| 250 |
+
gr.HTML("<h3 style='text-align: center;'>π Sample Tasks</h3>")
|
| 251 |
+
|
| 252 |
+
for i, task in enumerate(sample_tasks):
|
| 253 |
+
sample_btn = gr.Button(
|
| 254 |
+
f"Sample {i+1}: {task[:30]}...",
|
| 255 |
+
variant="outline",
|
| 256 |
+
size="sm"
|
| 257 |
+
)
|
| 258 |
+
sample_btn.click(
|
| 259 |
+
lambda t=task: t,
|
| 260 |
+
outputs=user_input
|
| 261 |
+
)
|
| 262 |
+
|
| 263 |
+
with gr.Row():
|
| 264 |
+
with gr.Column():
|
| 265 |
+
gr.HTML("""
|
| 266 |
+
<div style="padding: 15px; background: #f8f9fa; border-radius: 8px;">
|
| 267 |
+
<h4>π‘ Tips:</h4>
|
| 268 |
+
<ul style="font-size: 12px;">
|
| 269 |
+
<li>Specify the website URL</li>
|
| 270 |
+
<li>Describe what to click/type</li>
|
| 271 |
+
<li>Ask for information extraction</li>
|
| 272 |
+
<li>Request form interactions</li>
|
| 273 |
+
</ul>
|
| 274 |
+
</div>
|
| 275 |
+
""")
|
| 276 |
+
|
| 277 |
+
with gr.Column():
|
| 278 |
+
gr.HTML("""
|
| 279 |
+
<div style="padding: 15px; background: #e3f2fd; border-radius: 8px;">
|
| 280 |
+
<h4>βοΈ Setup:</h4>
|
| 281 |
+
<p style="font-size: 12px;">
|
| 282 |
+
Set GROQ_API_KEY:<br>
|
| 283 |
+
<code>export GROQ_API_KEY="gsk_..."</code>
|
| 284 |
+
</p>
|
| 285 |
+
</div>
|
| 286 |
+
""")
|
| 287 |
+
with gr.Column(scale=1):
|
| 288 |
+
pass # Right spacer
|
| 289 |
+
|
| 290 |
+
# Event handlers
|
| 291 |
+
send_btn.click(
|
| 292 |
+
execute_user_task,
|
| 293 |
+
inputs=[user_input, chatbot],
|
| 294 |
+
outputs=[chatbot, user_input]
|
| 295 |
+
)
|
| 296 |
+
|
| 297 |
+
user_input.submit(
|
| 298 |
+
execute_user_task,
|
| 299 |
+
inputs=[user_input, chatbot],
|
| 300 |
+
outputs=[chatbot, user_input]
|
| 301 |
+
)
|
| 302 |
+
|
| 303 |
+
clear_btn.click(
|
| 304 |
+
clear_history,
|
| 305 |
+
outputs=[chatbot, user_input]
|
| 306 |
+
)
|
| 307 |
+
|
| 308 |
+
if __name__ == "__main__":
|
| 309 |
+
# Check for API key
|
| 310 |
+
if not os.getenv("GROQ_API_KEY"):
|
| 311 |
+
print("β οΈ Warning: GROQ_API_KEY not found in environment variables")
|
| 312 |
+
print("Set it with: export GROQ_API_KEY='your_api_key_here'")
|
| 313 |
+
|
| 314 |
+
print("π Starting AI Web Automation Agent...")
|
| 315 |
+
print("π Available browser tools:")
|
| 316 |
+
for tool in browser_tools:
|
| 317 |
+
print(f" - {tool.name}: {tool.description}")
|
| 318 |
+
|
| 319 |
+
# For Hugging Face Spaces, use environment port if available
|
| 320 |
+
port = int(os.getenv("PORT", 7860))
|
| 321 |
+
|
| 322 |
+
demo.launch(
|
| 323 |
+
server_name="0.0.0.0",
|
| 324 |
+
server_port=port,
|
| 325 |
+
share=False,
|
| 326 |
+
show_error=True
|
| 327 |
+
)
|