
I built a small chatbot application that lets you ask questions about land prices in Tokyo and explore them on an interactive map. I mainly built this because I wanted to try making something with an interactive map and real data, and I found Japan’s open land price data interesting to work with.
Check it out if interested and feel free to give me feedback.
Demo: https://tokyolandpriceai.com/
Source code: https://github.com/spider-hand/tokyo-landprice-rag
Posted by itsspiderhand
![[OC] Built an open-source chatbot to explore land price data in Tokyo with interactive map [OC] Built an open-source chatbot to explore land price data in Tokyo with interactive map](https://www.byteseu.com/wp-content/uploads/2026/01/sf91l2rk85fg1-1536x998.png)
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Data source: [https://nlftp.mlit.go.jp/ksj/gml/datalist/KsjTmplt-L01-2025.html](https://nlftp.mlit.go.jp/ksj/gml/datalist/KsjTmplt-L01-2025.html) (From Japan’s Ministry of Land, Infrastructure, Transport and Tourism)
Tools: Mapbox, Maplibre, OpenStreetMap, mapclassify, tippecanoe, PMTiles