Skill & evidence

Model Context Protocol (MCP) integrations

Connecting tools, logs, data, and applications to AI assistants.

Customer success technical troubleshooting REST API testing and debugging SQL queries log analysis bug reproduction cross-functional collaboration WordPress and WooCommerce PHP, JavaScript, HTML, and CSS Model Context Protocol (MCP) integrations AI agents and reusable skills automated testing and AI-assisted development n8n PII-redaction safeguards SEO Meta Ads e-commerce operations Bookkeeping GST filing VPS deployment and maintenance Docker Coolify

Projects

Published project

Snippet Editor for Espanso

An Electron desktop editor for text-expansion snippets, with shared GitHub snippets, MCP integration, and AI-assisted changes presented for human approval.

Model Context Protocol (MCP) integrations automated testing and AI-assisted development

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Public experiment

Wi-Fi Explorer

A map combining historical Wireless@SGX venue records, place search, and proximity calculations to help plan places to work outdoors.

REST API testing and debugging Model Context Protocol (MCP) integrations automated testing and AI-assisted development

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Public experiment

Pokémon GO Explorer

A location-based map for finding nearby gyms, PokéStops, and Power Spots when planning trips, extending earlier custom MCP work.

REST API testing and debugging Model Context Protocol (MCP) integrations automated testing and AI-assisted development

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Experience

November 2021 - September 2026

Automattic Inc

Happiness Engineer

Supported merchants, developers, and site owners across WordPress.com and WooCommerce.com. Handled 15,632 recorded support tickets from January 2022 to September 2026, in addition to live chat. Delivered eight merged fixes across five WooCommerce extension repositories during allocated citizenship time alongside support responsibilities.

Writing

19 October 2026

Test the Coolify API and check MCP support for ChatGPT or Claude

Begin with a read-only API check. Verify native MCP and each assistant’s authentication separately, then revoke the temporary token.

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8 October 2026

Designing reviewable AI edits in Snippet Editor

The current proposal-card flow in Snippet Editor, and a planned study of understanding, accepting, and recovering from AI edits.

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7 October 2026

Snippet Editor for Espanso: A GUI for managing your snippets

I built the Snippet Editor for Espanso to make my snippets easier to manage, with a visual editor, search, and an AI assistant.

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1 October 2026

Building a Wi-Fi Explorer for Wireless@SGX

Why a source-backed guide beats a fake live map, and how one catalogue serves a map, an API and an MCP server.

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Supporting evidence

Automattic: MCP integrations and shared AI library connecting log search and a data warehouse.
Snippet Editor for Espanso: MCP integration and shared GitHub snippets.