sentinel-realtime is an Apache-2.0 Python package for distinguishing root causes from symptoms in UAV telemetry. It provides a realtime detector tier and an evaluation harness for assessing LLM agent judges, with support for ArduPilot and MAVLink workflows.
sentinel-realtime sits in PulseGate's LLM evaluation & benchmarks category. It focuses on identifying the underlying causes of UAV telemetry issues instead of treating symptoms, while evaluating LLM-based diagnostic agents. sentinel-realtime is an open-source project aimed at UAV developers and engineers building telemetry diagnostics or evaluating LLM agents. sentinel-realtime is open source under the Apache-2.0 license. sentinel-realtime is available on the command line, and it can be self-hosted.
Rahul Rajelli builds and maintains sentinel-realtime, and it first shipped in 2026. Development happens publicly on GitHub with 68 commits in the last 90 days. Key capabilities include realtime detection, telemetry analysis, and root-cause analysis.
Summary written by a language model from the project’s public pages.
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