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AI QA Automation Agent
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AI QA Automation Agent
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Description:
This agent generates manual test cases from user input, converts them into automation scripts,
and captures execution logs for QA workflows.
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Architecture Flow
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1. User Input
- Receives test scenario or flow description
- Example: "Vendor Login and Invoice Submission"
2. Input Parser
- Analyzes user input
- Identifies actions, expected results, and test steps
3. Test Case Generator
- Generates structured manual test cases
- Example:
Step 1: Enter valid username
Step 2: Enter valid password
Step 3: Click Login
Expected Result: Dashboard loaded
4. Automation Script Generator
- Converts manual test cases into Playwright/JS scripts
- Example:
await page.fill('#username', 'testuser');
await page.fill('#password', 'password');
await page.click('#login');
5. Logger & Reporter
- Tracks execution logs of each step
- Displays success/fail status
6. Feedback Loop
- Captures errors/failures
- Refines test cases & automation scripts for improvement
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Tech Flow / AI Pipeline
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Python Script
↓
LangChain
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Gemini API
↓
Google AI Servers
↓
Gemini Model
↓
AI Response
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Tech Stack & Components Used
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- Python (Core Scripts & Logic)
- LangChain (Pipeline Orchestration)
- Gemini API & Gemini Model (AI Test Case Generation)
- Google AI Servers (Model Hosting & Processing)
- Playwright (Automation Scripts)
- JSON-based structured test case & script generation
- Custom Logger & Terminal UI for Portfolio Display