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End-to-End Agentic AI QA Workflow with AI Agents, MCP & Playwright | Build an Autonomous QA Engineer
🎯 What You Will Learn
In this hands-on tutorial you will learn how to:
✔ Read User Stories automatically
✔ Generate AI-powered Test Plans
✔ Perform Exploratory Testing using Playwright MCP
✔ Auto-generate Playwright Automation Scripts
✔ Execute tests and auto-heal failures
✔ Generate complete test reports
✔ Commit all artifacts to GitHub automatically
🧠 AI Agents Used in This Workflow
This Agentic QA pipeline uses the following agents:
• Test Planner Agent – Generates test scenarios from requirements
• Test Generator Agent – Converts test plans into Playwright scripts
• Test Healer Agent – Fixes failing tests automatically
🧰 Tools & Technologies Used
• Playwright Test Automation
• Playwright MCP Server
• GitHub MCP Server
• AI Agents for QA Automation
• Node.js
• JavaScript Test Scripts
🔄 End-to-End Workflow Covered
User Story
⬇
AI Test Plan Generation
⬇
Exploratory Testing via MCP
⬇
Automation Script Generation
⬇
Test Execution & Healing
⬇
AI Generated Test Report
⬇
Commit Everything to GitHub
👨💻 GitHub Repository
Project repository used in this tutorial:
https://github.com/ravikaanthe/AgentE2EQAWorkflow-Playwright
#MCP #ModelContextProtocol #FastMCP #PythonMCPSDK #BuildYourOwnMCP #AIAgents #AITestAutomation #TestAutomation #QAAutomation #ClaudeAI #VSCodeAI #AutomationEngineering #AgenticAI #PlaywrightMCP #AIDrivenTesting #TestAutomation #GitHubCopilot #NaturalLanguageTesting #AIinTesting #PlaywrightAutomation #ModelContextProtocol #LLM #AgentAutomation #TestOps #AutomationTesting #GenerativeAI #AIforQA #NoCodeTesting #CopilotX #PromptEngineering #Playwright #MCP #AITestAutomation #ZeroCodeTesting #GitHubCopilot #NaturalLanguageTesting #AIinQA #AutomationFramework #SoftwareTesting #qacommunity
________________________________________________________________________
Playlist: AI-Based Test Automation using Agents, Agentic AI & MCP Servers
https://www.youtube.com/playlist?list=PLkLerKPSoQ_PtE7tQ3hlXJqBDsUWYgZFq
Playlist: Generative AI Based Test Automation tool Playwright MCP + GitHub Copilot
https://www.youtube.com/playlist?list=PLkLerKPSoQ_NL7ytXfS58bkvJBxGBygx9
Playlist: Generative AI based Test Automation Tool testRigor
https://www.youtube.com/playlist?list=PLkLerKPSoQ_OR4w9DZrMdoY_KSjL9ggGg
Playlist: Tosca Mobile Automation Tutorial:
https://www.youtube.com/playlist?list=PLkLerKPSoQ_PGGFVuxDfRdjfY784BWKG9
My Katalon Automation Courses from Official Katalon Academy website:
https://academy.katalon.com/instructor/ravikanth-edamakanti/
Playlist: Tosca Automation Real-Time scenarios to solve Obstacles
https://www.youtube.com/playlist?list=PLkLerKPSoQ_Nwk0dN2oPEQuB2ojVI4QZx
Playlist: Appium Mobile Automation:
https://youtube.com/playlist?list=PLkLerKPSoQ_PxB4-UZXeL_1tEjZNsZquK&si=bVCBn00QhhJDteLt
Paylist: Keysight Eggplant Automation Concepts
https://www.youtube.com/playlist?list=PLkLerKPSoQ_MnhZfZIOhiToAao5DMo4LY
Playlist: Tosca API Automation:
https://www.youtube.com/playlist?list=PLkLerKPSoQ_M7boX_PyEdOnU3csOlCEIo
Playlist: TRICENTIS Tosca SAP Automation:
https://youtube.com/playlist?list=PLkLerKPSoQ_MANziGGlEgjIMnjGHlQGfi
Playlist: TRICENTIS Tosca 16.0 Automation Tutorial:
https://youtube.com/playlist?list=PLkLerKPSoQ_O81yaTjYoVG3MG98-wj1Sh
Playlist: Postman Automation Tool concepts:
https://youtube.com/playlist?list=PLkLerKPSoQ_PbkN7Yz1SDliR2bRb4o_7f
Playlist: Katalon Automation Tool concepts:
https://youtube.com/playlist?list=PLkLerKPSoQ_PEotwsKqL1WseMRzbbhoV-
Playlist: Cypress Automation Tutorial:
https://www.youtube.com/playlist?list=PLkLerKPSoQ_NeYm275ESoO6Cgo6TL-9sQ
Playlist: Playwright Automation Tutorial:
https://www.youtube.com/playlist?list=PLkLerKPSoQ_Of8TlhG3wGXNtrQ5cG-Ont
Playlist: YouTube Videos on Tosca Automation Specialist Level 1 & 2 concepts:
https://youtube.com/playlist?list=PLkLerKPSoQ_OSOLuC8rYGJ-hpvxU3I3v8
Playlist: YouTube Videos on Tosca Automation Engineer Level 1 concepts:
https://youtube.com/playlist?list=PLkLerKPSoQ_PEFPOSmrKzQJJiVnIS4Qol
Playlist: Azure DevOps Total 30+ Lessons
https://www.youtube.com/playlist?list=PLkLerKPSoQ_M1kA_FzK1106ZsJdSZFIhp
Playlist: TestProject Automation Tool Concepts:
https://youtube.com/playlist?list=PLkLerKPSoQ_P8blmPzqaBVscRv9KQ0uHt
Видео End-to-End Agentic AI QA Workflow with AI Agents, MCP & Playwright | Build an Autonomous QA Engineer канала Ravikanth FicusRoot - Tech Videos
In this hands-on tutorial you will learn how to:
✔ Read User Stories automatically
✔ Generate AI-powered Test Plans
✔ Perform Exploratory Testing using Playwright MCP
✔ Auto-generate Playwright Automation Scripts
✔ Execute tests and auto-heal failures
✔ Generate complete test reports
✔ Commit all artifacts to GitHub automatically
🧠 AI Agents Used in This Workflow
This Agentic QA pipeline uses the following agents:
• Test Planner Agent – Generates test scenarios from requirements
• Test Generator Agent – Converts test plans into Playwright scripts
• Test Healer Agent – Fixes failing tests automatically
🧰 Tools & Technologies Used
• Playwright Test Automation
• Playwright MCP Server
• GitHub MCP Server
• AI Agents for QA Automation
• Node.js
• JavaScript Test Scripts
🔄 End-to-End Workflow Covered
User Story
⬇
AI Test Plan Generation
⬇
Exploratory Testing via MCP
⬇
Automation Script Generation
⬇
Test Execution & Healing
⬇
AI Generated Test Report
⬇
Commit Everything to GitHub
👨💻 GitHub Repository
Project repository used in this tutorial:
https://github.com/ravikaanthe/AgentE2EQAWorkflow-Playwright
#MCP #ModelContextProtocol #FastMCP #PythonMCPSDK #BuildYourOwnMCP #AIAgents #AITestAutomation #TestAutomation #QAAutomation #ClaudeAI #VSCodeAI #AutomationEngineering #AgenticAI #PlaywrightMCP #AIDrivenTesting #TestAutomation #GitHubCopilot #NaturalLanguageTesting #AIinTesting #PlaywrightAutomation #ModelContextProtocol #LLM #AgentAutomation #TestOps #AutomationTesting #GenerativeAI #AIforQA #NoCodeTesting #CopilotX #PromptEngineering #Playwright #MCP #AITestAutomation #ZeroCodeTesting #GitHubCopilot #NaturalLanguageTesting #AIinQA #AutomationFramework #SoftwareTesting #qacommunity
________________________________________________________________________
Playlist: AI-Based Test Automation using Agents, Agentic AI & MCP Servers
https://www.youtube.com/playlist?list=PLkLerKPSoQ_PtE7tQ3hlXJqBDsUWYgZFq
Playlist: Generative AI Based Test Automation tool Playwright MCP + GitHub Copilot
https://www.youtube.com/playlist?list=PLkLerKPSoQ_NL7ytXfS58bkvJBxGBygx9
Playlist: Generative AI based Test Automation Tool testRigor
https://www.youtube.com/playlist?list=PLkLerKPSoQ_OR4w9DZrMdoY_KSjL9ggGg
Playlist: Tosca Mobile Automation Tutorial:
https://www.youtube.com/playlist?list=PLkLerKPSoQ_PGGFVuxDfRdjfY784BWKG9
My Katalon Automation Courses from Official Katalon Academy website:
https://academy.katalon.com/instructor/ravikanth-edamakanti/
Playlist: Tosca Automation Real-Time scenarios to solve Obstacles
https://www.youtube.com/playlist?list=PLkLerKPSoQ_Nwk0dN2oPEQuB2ojVI4QZx
Playlist: Appium Mobile Automation:
https://youtube.com/playlist?list=PLkLerKPSoQ_PxB4-UZXeL_1tEjZNsZquK&si=bVCBn00QhhJDteLt
Paylist: Keysight Eggplant Automation Concepts
https://www.youtube.com/playlist?list=PLkLerKPSoQ_MnhZfZIOhiToAao5DMo4LY
Playlist: Tosca API Automation:
https://www.youtube.com/playlist?list=PLkLerKPSoQ_M7boX_PyEdOnU3csOlCEIo
Playlist: TRICENTIS Tosca SAP Automation:
https://youtube.com/playlist?list=PLkLerKPSoQ_MANziGGlEgjIMnjGHlQGfi
Playlist: TRICENTIS Tosca 16.0 Automation Tutorial:
https://youtube.com/playlist?list=PLkLerKPSoQ_O81yaTjYoVG3MG98-wj1Sh
Playlist: Postman Automation Tool concepts:
https://youtube.com/playlist?list=PLkLerKPSoQ_PbkN7Yz1SDliR2bRb4o_7f
Playlist: Katalon Automation Tool concepts:
https://youtube.com/playlist?list=PLkLerKPSoQ_PEotwsKqL1WseMRzbbhoV-
Playlist: Cypress Automation Tutorial:
https://www.youtube.com/playlist?list=PLkLerKPSoQ_NeYm275ESoO6Cgo6TL-9sQ
Playlist: Playwright Automation Tutorial:
https://www.youtube.com/playlist?list=PLkLerKPSoQ_Of8TlhG3wGXNtrQ5cG-Ont
Playlist: YouTube Videos on Tosca Automation Specialist Level 1 & 2 concepts:
https://youtube.com/playlist?list=PLkLerKPSoQ_OSOLuC8rYGJ-hpvxU3I3v8
Playlist: YouTube Videos on Tosca Automation Engineer Level 1 concepts:
https://youtube.com/playlist?list=PLkLerKPSoQ_PEFPOSmrKzQJJiVnIS4Qol
Playlist: Azure DevOps Total 30+ Lessons
https://www.youtube.com/playlist?list=PLkLerKPSoQ_M1kA_FzK1106ZsJdSZFIhp
Playlist: TestProject Automation Tool Concepts:
https://youtube.com/playlist?list=PLkLerKPSoQ_P8blmPzqaBVscRv9KQ0uHt
Видео End-to-End Agentic AI QA Workflow with AI Agents, MCP & Playwright | Build an Autonomous QA Engineer канала Ravikanth FicusRoot - Tech Videos
GenerativeAI TestAutomation AIinTesting MachineLearning NoCodeTesting AIAutomation QATools AIAgents LangChain AutoTest TestEngineering Automation testing qa testautomation Playwright MCP Playwright MCP LLM Agent GitHub Copilot English Prompt Data-driven agents Playwright Agents Planner Healer AI-Powered Testing Atlassian MCP Selenium ModelContextProtocol FastMCP PythonMCPSDK BuildYourOwnMCP AITestAutomation QAAutomation ClaudeAI VSCodeAI AutomationEngineering AgenticAI
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11 марта 2026 г. 17:53:22
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