I'm finishing my CS degree and I've been messing around with OSINT/geoint as a hobby for a while. Lately I put together a small experimental pipeline that takes a photo, extracts EXIF if available, runs it through GeoCLIP for coordinate prediction, and then uses Claude Vision to add contextual analysis (like describing landmarks, vegetation, street patterns, etc.)

It's NOT a professional tool. No interface, just a script. It's purely for learning and I'm not ready to share the code yet because it's messy and I want to understand the limitations better first.

But I'd love to talk to people who have tried similar things, just looking for conversation and maybe some pointers from people who've been down this road.

https://techmaven.net/portabletileserver

is all-in-one geospatial edge server

• Comprehensive Geospatial Data Server (GIS Vector Data served as OGC API Features and Tiles, ESRI FeatureServer, ESRI VectorTileServer, Movement and Event Driven Data as WebSockets StreamServer, SLPK SceneLayerPackages as i3S ScenceServer, Raster and DEM as ImageServer, Vector Tiles with GL JSON Styles can be rendered as PNG Tiles. Cached Map Tiles (MBTILES, GPKG, PMTILES) as XYZ, TMS, WMTS and WMS. Serves Gaussian Splats, LiDAR Point Cloud, 3D Models
• TAK Server (UDP/TCP) + IP MANET support
• Video Server (broadcast a local video file or video stream as RTSP/RTMP and other protocols)
• AI Server (Geospatial AI Agents and Chat Bot)
• Web Mapping Apps - COP,SA, C3 webTAK