{"id":"kartoza-geoserver","name":"geoserver","af_score":29.2,"security_score":52.5,"reliability_score":45.0,"what_it_does":"GeoServer is an open-source server for publishing and sharing geospatial data. It exposes GIS layers through standard OGC services (e.g., WMS/WFS/WCS) and supports styling and formats for common spatial workflows.","best_when":"You need standards-based geospatial publishing (OGC) and can run/manage an application server (often with a backing data store) to serve map/vector/raster services.","avoid_when":"You cannot provide appropriate infrastructure/security hardening (network controls, TLS, authn/authz, and server resource limits) or you only need a simple non-GIS API.","last_evaluated":"2026-03-30T13:39:58.562089+00:00","has_mcp":false,"has_api":false,"auth_methods":["HTTP Basic (common in OGC service deployments)","Form-based authentication / container auth (deployment-dependent)","Role-based access control via GeoServer security integration (deployment-dependent)"],"has_free_tier":false,"known_gotchas":["GeoServer service operations are often parameter-heavy (OGC requests); agents may struggle without careful request construction","Operational endpoints and auth behavior may vary significantly depending on deployment (reverse proxy/app server/security config)","Long-running requests (e.g., complex WFS queries) can fail due to server-side timeouts; retry logic may require idempotency and caching considerations","Layer styling/data-source configuration is frequently the real complexity, not the transport API itself"],"error_quality":0.0}