We launched BuyWhere MCP Server on Product Hunt today. Here is what happened and what we learned.

The Launch

BuyWhere gives AI agents structured access to 2M+ products across Singapore, SEA, and US markets. Our MCP server lets any agent search, compare, and find deals in real-time.

What we shipped:

MCP server with search, compare, and deal-finding tools

A2A Agent Card for autonomous agent discovery

Free API key at buywhere.ai

What Worked

The MCP angle resonated. Developers understand why structured commerce data matters for AI agents. The "no scraping" message was our strongest hook.

The demo was everything. Showing actual agent conversations searching products was more effective than any feature list.

What We Learned

PH audiences want code first, product second. Our best engagement came from the technical deep-dive comments, not the product descriptions.

Timing matters.…