SmartTune CLI – APM/BF/PX4 Log Analysis for AI Agents
SmartTune CLI is a command-line tool designed for AI agents to analyze flight logs from ArduPilot, Betaflight, and PX4 flight controllers. It provides structured, deterministic output in formats like JSON, Markdown, and HTML, enabling integration into automated workflows. The tool supports offline operation, requires no configuration, and offers module-specific analysis for tuning and diagnostics.
- ▪SmartTune CLI is built for AI agent workflows and provides machine-readable, structured output.
- ▪It supports flight log analysis for ArduPilot, Betaflight, and PX4 platforms with no need for cloud connectivity or API keys.
- ▪The tool offers deterministic behavior, fail-fast error handling, and zero interactive prompts to ensure compatibility with automated systems.
- ▪Output formats include JSON, Markdown, HTML, and terminal-friendly formats for both agents and humans.
- ▪Each module provides tuning recommendations with confidence scores and reasoning to support decision-making by AI agents.
Opening excerpt (first ~120 words) tap to expand
Flight log analysis, designed for AI agents Machine-readable output · Structured data · No GUI · Zero cloud ArduPilot · Betaflight · PX4 Quick Start · For Agents · Commands · Output Formats · Architecture SmartTune is a tuning CLI built for the age of AI-assisted flight log analysis. Every output is structured. Every command is deterministic. No TUI, no blocking prompts, no interactive workflows that break when called by an agent. It was designed from day one to be invoked by LLM agents as a tool, and consumed by humans through the same pipeline.
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Excerpt limited to ~120 words for fair-use compliance. The full article is at GitHub.