Systems Built

AI-driven pipelines, automation infrastructure, and documentation systems that scale.

Release Notes Automation

Python Jira API Full day → 2 hours

End-to-end pipeline: Jira JQL extraction, schema enforcement, HTML generation by solution area, quality scoring, and bulk publishing. Delivered 10 consecutive biweekly release cycles with zero missed deadlines. Dramatically reduced manual work and eliminated coverage guesswork.

Python Jira API HTML Generation Scheduling

Support Ticket Classifier

Python AI Classification 459 tickets → 1 guide

Analyzed 17,500 support tickets using AI classification to identify patterns and documentation gaps. Discovered 20 major gaps generating avoidable customer contacts. Prioritized content creation roadmap for 6 months based on data-driven analysis of missing documentation.

Python Jira API AI Classification Analytics

Cross-Platform Migration Engine

Async Python REST APIs 3 systems → 1 KB

Async pipelines reconciling content across Jira, Confluence, and Document360 simultaneously. Handles authentication, rate limiting, structured extraction, and automated publishing. Unified multiple knowledge bases into single source of truth with zero data loss.

asyncio REST APIs Confluence Doc360 Authentication

Legacy System Scraper

Playwright CDP Protocol 200+ docs rescued

Async Playwright scraper for legacy Jira system with no API access. Used Chrome DevTools Protocol for authentication and navigation. Extracted and preserved 200+ configuration documents before system decommission. Automated attachment downloads and structured data extraction.

Playwright asyncio CDP Automation

OCR Screenshot Library

Python OCR 95.8% coverage

Extracted 7,541 screenshots from legacy training PDFs using OCR. Enriched dataset with AI-generated tags (34,414 total tags). Built searchable knowledge base indexed by UI element, field name, and solution area. Enables rapid troubleshooting and visual documentation.

Python OCR PDF Extraction Indexing

BC Technical Upgrade Repository

HTML/CSS/JS Build Pipeline 24 docs shipped

Standalone reference site consolidating version jump guides, pre-flight checklists, and deployment specs. Unified content from Confluence, Jira, and release notes into cohesive technical resource. Custom build pipeline with automated deployments.

HTML/CSS/JS Build Pipeline Static Site

Confluence Forge App

React Atlassian Forge Production deployed

Custom Atlassian plugin implementing "Create from Template" for 9 documentation types. React frontend with Confluence API backend. One-click page creation with pre-populated fields, automatic linking, and standardized formatting. Self-service authoring for domain teams.

React Atlassian Forge Confluence API TypeScript

Custom Agent Toolkit (Claude Code)

MCP Servers Claude API 60+ skills • 3 MCP servers

Personal DevTools platform with 60+ authored agent skills and custom MCP servers wrapping domain workflows. Includes KB coverage audits, release-note scoring, leak/GA-risk scanning, cross-source config lookup. Pre-write linter verifies system-variable codes against live KB. Transforms documentation domain expertise into reusable automation.

MCP Claude API Agent Skills Node.js

Narration-Driven Video Pipeline

faster-whisper Playwright Doc → video, unattended

Transforms written documentation into narrated walkthrough videos automatically. Uses faster-whisper for transcription, Playwright for screen capture, and ffmpeg for assembly. Includes Synthesia API path for avatar narration. Enables video content creation without manual recording or editing.

faster-whisper Playwright ffmpeg Synthesia API

Unattended Capture Pipeline

Playwright Self-Healing 395 RNs, unattended

Reverse-engineered SmartClient data grid ResultSet to click rows deterministically. Overnight batch captures rendered docs and config screens per release note. Implements session reuse, resumable manifest, per-item failure isolation. Codex-based self-repair layer auto-diagnoses and recovers from failed runs.

Playwright Reverse Engineering CDP Self-Healing

Cross-Tool Task Aggregator

Python MCP 3 sources → 1 view

CLI tool unifying Jira (via MCP), Outlook, and internal DSC tasks. Used Windows COM interop to reach Outlook where Graph API was blocked by conditional-access policy. Single command view across all task sources with filtering and prioritization.

Python MCP COM Interop CLI

See More on GitHub

Explore more code, scripts, automation tools, and open source projects on GitHub. Check out my repositories for implementation details and additional work.

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