appy.py

Key Features of This Tool:
Structured Document: Generates a professional Word report template
Sections Included:
Case Description
Process Assessment Metrics
Requirements Template
Process & System Design Documentation
UAT Test Cases
Chart/Graph Integration Preparation
Automation Suitability Evaluation: Provides a framework to rate process factors (e.g., frequency, complexity)
Placeholders for Customization: Includes editable sections and tables for analysts to fill in case-specific data
Adaptable Workflow: Built to align with UiPath RPA project lifecycle stages
Integration with Your Workflow:
AI Agent Integration: Wrap this function as a custom tool within your existing agent framework (e.g., decorate with

@tool
for LangChain compatibility)
Document Enrichment: Use your LLM model (e.g., Qwen/Qwen2.5-Coder-32B-Instruct) to generate initial content for sections like the Process Overview or UAT test cases
Image Integration: Modify the tool to accept workflow screenshots and embed them using doc.add_picture()
Report Automation: Extend the tool to auto-populate tables with data extracted from stakeholders via UI forms or OCR

app.py

@@ -3,6 +3,7 @@ import datetime
 import requests
 import pytz
 import yaml
+from docx import Document
 from tools.final_answer import FinalAnswerTool
 
 from Gradio_UI import GradioUI
@@ -19,22 +20,90 @@ def my_custom_tool(arg1:str, arg2:int)-> str: #it's import to specify the return
     return "What magic will you build ?"
 
 @tool
-def get_current_time_in_timezone(timezone: str) -> str:
-    """A tool that fetches the current local time in a specified timezone.
-    Args:
-        timezone: A string representing a valid timezone (e.g., 'America/New_York').
-    """
-    try:
-        # Create timezone object
-        tz = pytz.timezone(timezone)
-        # Get current time in that timezone
-        local_time = datetime.datetime.now(tz).strftime("%Y-%m-%d %H:%M:%S")
-        return f"The current local time in {timezone} is: {local_time}"
-    except Exception as e:
-        return f"Error fetching time for timezone '{timezone}': {str(e)}"
+from docx import Document
 
+class UiPathReportTool:
+    def __init__(self):
+        pass
 
-final_answer = FinalAnswerTool()
+    def generate_automation_report(self, case_description: str) -> str:
+        """A tool that generates a structured Word report for RPA analysts based on a case description."""
+        # Create a new Word document
+        doc = Document()
+        
+        # Report title
+        doc.add_heading('Automation Suitability & Requirements Report', 0)
+        
+        # Case Description
+        doc.add_heading('Case Description', 1)
+        p = doc.add_paragraph(case_description)
+        p.style = 'List Bullet'  # Example formatting
+        
+        # Process Assessment Tool
+        doc.add_heading('Process Assessment Tool (PAT) for Automation', 1)
+        pat_table = doc.add_table(rows=1, cols=3)
+        hdr_cells = pat_table.rows[0].cells
+        hdr_cells[0].text = 'METRIC'
+        hdr_cells[1].text = 'RATING (1-5)'
+        hdr_cells[2].text = 'JUSTIFICATION'
+        # Example assessment
+        row = pat_table.add_row().cells
+        row[0].text = 'Frequency of Execution'
+        row[1].text = '5'
+        row[2].text = 'Process is executed daily with predictable patterns'
+        
+        # Requirements Template
+        doc.add_heading('Business Requirements Template', 1)
+        doc.add_heading('I. PROJECT SCOPE', 2)
+        doc.add_paragraph('The goal of this automation is to... ')
+        # Add requirement sections here (Objectives, Constraints, Compliance, etc.)
+        
+        # PDD (Process Definition Document)
+        doc.add_heading('Process Definition Document (PDD)', 1)
+        doc.add_heading('A. Process Overview', 2)
+        doc.add_paragraph('This section describes the current manual process.')
+        # Add PDD sections like Input/Output Data, Process Step Diagram, Stakeholders
+        
+        # SDD (System Design Document)
+        doc.add_heading('System Design Document (SDD)', 1)
+        doc.add_heading('1. Technical Architecture', 2)
+        doc.add_paragraph('This section outlines the system architecture.')
+        # Add SDD sections (Integration Points, Error Handling, Validation Rules)
+        
+        # UAT (User Acceptance Testing)
+        doc.add_heading('User Acceptance Testing (UAT) Plan', 1)
+        doc.add_heading('A. Test Cases', 2)
+        uat_table = doc.add_table(rows=1, cols=4)
+        hdr_cells = uat_table.rows[0].cells
+        hdr_cells[0].text = 'TEST ID'
+        hdr_cells[1].text = 'CASE DESCRIPTION'
+        hdr_cells[2].text = 'EXPECTED RESULT'
+        hdr_cells[3].text = 'STATUS'
+        # Example test case
+        row = uat_table.add_row().cells
+        row[0].text = 'UAT-001'
+        row[1].text = 'Validate data extraction accuracy'
+        row[2].text = 'All fields correctly populated'
+        row[3].text = 'PASSED'  # Default placeholder
+        
+        # Analysis Charts
+        doc.add_heading('Analysis Charts & Key Metrics', 1)
+        doc.add_paragraph('Include charts like Process Complexity vs. Frequency, ROI Projection.')
+        doc.add_paragraph('These visualizations can be inserted as Excel graphs or Visio diagrams.')
+        
+        # Save the document
+        report_filename = 'Automation_Suitability_Report.docx'
+        doc.save(report_filename)
+        
+        return (f"Automation suitability report successfully generated: {report_filename}. "
+                f"Replace placeholders with project-specific details and add supporting images as needed.")
+
+# Example usage
+if __name__ == "__main__":
+    report_tool = UiPathReportTool()
+    case_desc = "A manual process where sales orders are entered into ERP from emails, currently taking 30 minutes per order."
+    result = report_tool.generate_automation_report(case_desc)
+    print(result)
 
 # If the agent does not answer, the model is overloaded, please use another model or the following Hugging Face Endpoint that also contains qwen2.5 coder:
 # model_id='https://pflgm2locj2t89co.us-east-1.aws.endpoints.huggingface.cloud' 
@@ -47,11 +116,6 @@ custom_role_conversions=None,
 )
 
 
-# Import tool from Hub
-image_generation_tool = load_tool("agents-course/text-to-image", trust_remote_code=True)
-
-with open("prompts.yaml", 'r') as stream:
-    prompt_templates = yaml.safe_load(stream)
     
 agent = CodeAgent(
     model=model,