Background
Realview’s real estate data is used by banks, mortgage companies and real estate agents for valuation, credit assessment and market analysis. The company had an existing customer API and wanted to test an interface that AI agents could query and analyze through.
Realview wanted to test what happens when you give agents direct access to real estate data. And they needed a modern API to build it on.
What I built
I built an API in FastAPI with MCP (Model Context Protocol) included in the original architecture.
Tech stack
- FastAPI for the API itself
- MCP (Model Context Protocol) for agent access
- Realview’s database as the data source
It took two days to produce a working API with endpoints, documentation and an MCP server that AI agents can use.
Results
After delivery, we tested the MCP server by having AI agents run analyses and reports directly on Realview’s housing data. The agents retrieved and processed data, then delivered results for review.
The work showed that access to data is part of the leadership decision about where AI can create value.