AI QA Workflow — From Monolithic to Orchestrated

Описание: NOTE: Sorry about the video quality — I accidentally messed up the conversion and everything came out blurry. The content is all there, just squint a little. I will fix it in future videos.

AI QA Workflow is an open-source toolkit that connects AI code agents like Cursor, Claude, and Claude Code with test management systems. Using slash commands and MCP integrations, it automates the full QA lifecycle — from tracing requirements in Jira, to planning tests, designing test cases, syncing them to TestLink, and even generating demo presentations.

The Problem with v1.0: In version 1.0, three command files totaled over 2,200 lines. The AI would start strong but lose track halfway through — mixing up steps, referencing wrong sections, and producing inconsistent test cases. Long context kills accuracy.

What Changed in v2.0: The three monolithic files were broken into small, focused commands. Each command does exactly one job and ends with a clear next step.

Jira Trace Pipeline: 1 entry point → 3 sub-commands (fetch → structure → document)
Test Workflow: 2 large files → 13 focused commands with built-in review steps
Demo Pipeline: content generation → review → PowerPoint → email announcement
TestLink Sync: smart diff — skips unchanged cases, creates new ones, updates modified ones
New in v2.0:

Test plan review command (coverage matrix + gap analysis)
Test case review command (objective clarity, step specificity, measurable results)
Smart TestLink sync (git-diff style comparison for test management)
Demo presentation pipeline
MCP Server Integrations Covered:

Jira MCP
TestLink MCP (custom-built)
Playwright MCP (browser automation for GUI testing)
FreeRADIUS SQL MCP (authentication/accounting)
WPA Supplicant MCP (wireless client control)
Installation: git pull make install Installs slash commands to both Claude Code and Cursor.

Repository: https://github.com/dogkeeper886/ai-qa...

#QA #AI #TestAutomation #ClaudeCode #Cursor #MCP #Jira #TestLink #OpenSource #DevTools #QualityAssurance