Python Dependency Manager Companion

# Workflow Architecture > Updated on 2025-07-21 by @KemingHe Modular automation for weekly Python dependency manager documentation updates. ## 🏗️ Current System ```mermaid graph LR CRON_TRIGGER["⏰ Tuesday 6pm ET<br/>Cron Trigger"] ORCHESTRATOR["🎯 Orchestrator<br/>auto-update.yml"] UPDATE_DOCS["📚 Documentation Sync<br/>auto-update-docs.yml"] UPDATE_INDEX["🔍 Search Index<br/>auto-update-index.yml"] PUBLISH["🐳 Publish Image<br/>auto-update-publish.yml"] CRON_TRIGGER --> ORCHESTRATOR ORCHESTRATOR --> UPDATE_DOCS UPDATE_DOCS --> UPDATE_INDEX UPDATE_INDEX --> PUBLISH ``` **Security**: Pinned 3rd-party actions, signed commits, modular execution, [CodeQL analysis](README-codeql.md) ## 🚀 Planned Extensions - **Managers**: pipenv, pdm, pixi - **Features**: Conditional updates, performance monitoring ## 🔧 Operations - **Testing**: `workflow_dispatch` on `update-docs`, `update-index`, and `publish` - **Monitoring**: Check Tuesday runs for upstream changes