Geospatial Intel Console Converted to MCP

Prestigious_Act3077 · reddit · 2026-07-11

The author transformed a real-time geospatial intelligence console into an MCP server specifically designed for agent use.

The core design ensures the tool returns compact, restricted JSON, such as counts, grids, and up to 50 samples, preventing context bloat from excessive features. focusarea(lat,lon,radius) loads an area's aircraft, density, interference, vessels, and fusion anomalies all at once; deepanalyze(question) delegates complex analysis to a reasoning model, returning only the conclusion to the agent.

The project also supports graceful degradation: it returns structured errors if the backend is unavailable, and returns raw JSON instead of crashing if Ollama is down. The core data source is free to use without authentication, it's licensed under Apache-2.0, and it can be installed as a Claude Code plugin with a single command or added via claude mcp add.

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