{"id":"roboflow-roboflow-inference-server-jetson-4-6-1","name":"roboflow-inference-server-jetson-4.6.1","af_score":27.2,"security_score":27.8,"reliability_score":33.8,"what_it_does":"Provides an inference server tailored for NVIDIA Jetson (v4.6.1) to run Roboflow-hosted or packaged computer-vision models on-device, exposing the model as a network service for image/video inference workflows.","best_when":"You need local/edge computer-vision inference with Jetson hardware and can operate/manage the server deployment yourself.","avoid_when":"You need a fully managed cloud API with documented SLAs, centralized auth/ratelimiting, or you cannot open inbound ports for the inference server.","last_evaluated":"2026-04-04T21:34:42.649261+00:00","has_mcp":false,"has_api":true,"auth_methods":["No evidence provided in input data","Likely none or network-layer controls (not verified)"],"has_free_tier":false,"known_gotchas":["Auth and rate limiting are not verifiable from the provided data; agents may need to infer by trial and error.","Edge inference servers often have hardware/driver-related failure modes (GPU memory, CUDA/cuDNN mismatches) that may not have consistent error codes.","Image payload size and preprocessing parameters can cause 4xx/5xx responses that need careful request construction."],"error_quality":0.0}