Summary:

CLI tool to extract Jira issue hierarchies, sanitize PII, and generate AI-powered workflow insights for QE test planning.

  Problem

  Customer workflow data is scattered across Jira issues with no unified view. Manual analysis is time-consuming and insights become stale.

  Solution

  Automated extraction and AI analysis that produces QE-actionable output with repro steps, prerequisites, and expected artifacts.

  Key Features

  - Jira Extraction - Hierarchical traversal with blocker chain following
  - PII Sanitization - Presidio-based redaction before AI analysis
  - AI Analysis - Gemini-powered insights with multimodal support (images/PDFs)
  - Customer Portfolio - Track multiple customers with incremental sync
  - Workflow Library - Deduplicated catalog with relationship linking

  Commands

  analyze --issue KEY    # Extract + analyze single issue
  add-customer           # Onboard customer portfolio
  sync                   # Weekly incremental update
  library list           # View discovered workflows

  Output

  - insight.json / insight.md - QE-aligned workflow insights
  - data/library/ - Global workflow catalog with test-ready markdown

  Tech Stack

  Python 3.11+ | Click | Pydantic | Google Gemini | Microsoft Presidio