Afiq Sazlan
POSTApr 2026

Data Analysis with MCP and Claude Chat

Data Analysis with MCP and Claude Chat

I have always been intrigued with business problems. I enjoy the process of crunching my brain to come up with ideas and strategies. I often find myself relentlessly digging out buried data and attempt to make sense out of them.

Working at Kiddocare gives me just that. A platform always require balance. You need to continuously nudge left and right, top and bottom, spin it around and upside down to ensure the interaction between supply (parents) and demand (Kiddocarers) is just right. Too heavy in either side, the whole ecosystem would topple and spiral to the ground.

Every worthwhile exploration should start with a hypothesis or a problem statement. For example: "Kiddocarers want to apply to many more available sessions within a target area on the same day so they can maximise their income."


TODO:

  • Write about the workflow using Claude Command in Claude Code which is working just fine for my self
  • Reason introduced MCP Server (Laravel)
  • Tweaking prompts: sparring partner instead of yes-to-everything intern
  • Reason used Claude Desktop chat instead of built-in chat interace + Anthropic API (context window for analysis, cost for advanced model)