• 🤖 AI Agent Systems
• 🔌 Public Transportation MCP Tools
• 💬 SKILL system
• 🧪 Experimental AI / MCP Tools
• 🔨 One Commit a Day v2.X

I believe open source contribution does not require perfection or deep expertise from day one. I built One Commit a Day, a lightweight framework to help you find your way into open source, make consistent progress, and grow as a technical person in an ever-changing tech landscape.

📌 Repo: one-commit-a-day v2.0.1

I'm continually learning how to create better documentation and improve developer learning experience -- areas that are often underestimated in open source.

I enjoy:

• writing a clear and beginner-friendly doc
• learning how to communicate technical ideas more effectively
• creating a structured doc that is clear and usable for both humans and machines
• contributing doc improvements alongside code

• Maximize meaningful open source contributions
• Build and share production-ready AI agent systems
• Design and publish reusable MCP servers and tools for real-world workflows
• Contribute to the evolution of MCP-based agent infrastructure (Python ecosystem focus)

The grass may look greener on someone else's GitHub graph, but what matters is making meaningful progress in your own journey, even when that progress is small.