I build open-source tools that turn AI agents, automation, and public data into practical products. My work spans agent infrastructure, image generation, Taiwan-focused information tools, and developer workflows.

Instagram @labangram · X @Labannnz · Taiwan

• labangram-agent — Public agent rules and MCP discovery metadata for Labangram.
• skills — Production AI agent skill suites for SEO/GEO, adoption, content, design, engineering, and operations.
• li-chiada-perspective ⭐ 3 — A perspective skill combining Minerva 78 Thinking Habits with decision intelligence for Hermes Agent.
• loop-engineering-skill ⭐ 5 — A framework for designing autonomous agent feedback cycles instead of hand-prompting every step.

• chatgpt-web-gen ⭐ 9 — Single-file CLI for generating images through ChatGPT Web with CloakBrowser; no API key required.
• iphone-home-screen-organizer ⭐ 4 — AI-powered iPhone home screen organizer for scanning, categorizing, compacting, and auditing layouts.
• MultiTavilyKey ⭐ 1 — Zero-dependency Tavily proxy with automatic API-key rotation for MCP clients and REST calls.

• geolook-tw · geolook.cc — End-to-end GEO implementation covering status analysis, diagnosis, strategy, tickets, execution, and verification.
• taiwan-cases-archive — Archive of major Taiwan social cases from 1980–2026.
• er-map — Real-time congestion map for Taiwan's intensive-care-capable emergency responsibility hospitals, using NHI open data.

• hyread-mcp — Local MCP server for searching Taiwan public-library HyRead e-book collections and book availability.

Building agent-ready systems that are observable, verifiable, and useful in real workflows — from GEO operations and MCP interfaces to Taiwan public-data products.

Python · TypeScript · JavaScript · Go · Shell · MCP · Playwright · Cloudflare · GitHub Actions · Vite · Leaflet