Flight Log Analysis Tool Comparison — LogHat, Mission Planner, MAVExplorer, UAV Log Viewer, PlotJuggler, Flight Review
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Flight Log Analysis Tool Comparison — LogHat, Mission Planner, MAVExplorer, UAV Log Viewer, PlotJuggler, Flight Review

LogHat Engineering TeamJune 9, 202610 min read

Key Takeaway

Six tools dominate ArduPilot and PX4 flight log analysis: Mission Planner (Windows GCS), MAVExplorer (scriptable), UAV Log Viewer (browser), PlotJuggler (robotics), PX4 Flight Review (hosted PX4), and LogHat (AI-driven web). They overlap on plotting but differ on AI, scriptability, format support, and interface. Pick by the question: one-off plot, scripted fleet batch, AI-assisted forensic report, or parameter deep-dive.

TL;DR: Six tools dominate ArduPilot and PX4 flight log analysis: Mission Planner (Windows GCS, integrated), MAVExplorer (MAVProxy ecosystem, scriptable), UAV Log Viewer (browser, 3D replay), PlotJuggler (robotics, ROS-friendly), PX4 Flight Review (hosted PX4 viewer), and LogHat (web AI analysis). They overlap in core plotting capability but differ widely in interface, scriptability, AI assistance, and PX4 ULog support. Pick by the question you’re asking: a one-off plot, a scripted batch over a fleet, an AI-assisted forensic report, or a deep parameter dive.

The six tools in one table

Comparing on the dimensions that matter:

  • Mission Planner. Type: Windows desktop GCS. Cost: free, open source. Supports: ArduPilot DataFlash (.bin), MAVLink telemetry (.tlog). 3D replay: yes. AI assistance: no. Strength: integrated GCS + log viewer; familiar to every ArduPilot operator. Weakness: Windows-only, manual log review (you have to know what to plot).
  • MAVExplorer. Type: Python desktop, part of MAVProxy. Cost: free, open source. Supports: DataFlash, tlog, ULog. 3D replay: no. AI: no. Strength: scriptable, community-shared XML graph definitions, fast for repeated analysis. Weakness: command-line interface, learning curve.
  • UAV Log Viewer. Type: browser (logs.ardupilot.org or self-hosted). Cost: free, open source. Supports: DataFlash, tlog. 3D replay: yes. AI: no. Strength: zero-install web access, drag-and-drop, expression engine for derived plots. Weakness: ArduPilot only, no AI digest, manual interpretation.
  • PlotJuggler. Type: Qt desktop. Cost: free, open source. Supports: DataFlash (via plugin), ULog (via plugin), ROS bags. 3D replay: limited (via plugin). AI: no. Strength: robotics-grade plotting, time-series operations, ROS-native. Weakness: not designed primarily for flight log forensics; setup heavier.
  • PX4 Flight Review. Type: hosted at logs.px4.io or self-hosted. Cost: free, open source. Supports: ULog only. 3D replay: limited. AI: no. Strength: canonical PX4 viewer, dense default report, fast for PX4 operators. Weakness: PX4-only.
  • LogHat. Type: web, hosted. Cost: free tier + paid. Supports: DataFlash, tlog, ULog. 3D replay: yes. AI: yes (Vector AI copilot). Strength: AI-driven root-cause hypotheses, forensic PDF, knowledge-base cross-referencing, Indian data residency. Weakness: hosted-only.

What to use for each kind of question

"I just landed and I want a quick visual check."

Mission Planner if you’re Windows-based and ArduPilot; UAV Log Viewer if you’re cross-platform or sharing with a teammate via URL; Flight Review if you’re on PX4. All three render a familiar dashboard fast.

"The drone crashed and I need to know why."

LogHat for the AI-ranked root-cause hypotheses with supporting log evidence per hypothesis. Use Mission Planner or UAV Log Viewer alongside if you want to manually verify the suggested cause. For PX4, Flight Review covers the basics; LogHat fills in the AI layer.

"I want to plot custom fields or compute derived signals."

MAVExplorer for scriptable derivations; PlotJuggler for ROS-native time-series transforms; UAV Log Viewer’s expression engine for in-browser derivations. Mission Planner’s graph language is more limited.

"I have 500 flights and want to identify maintenance triggers across the fleet."

MAVExplorer scripted via Python is the open-source path; LogHat’s JSON artifact stream (one structured record per flight) is the managed path. The two compose — LogHat’s JSON feeds your own batch analyser.

"I’m teaching someone to read logs for the first time."

Mission Planner’s Errors tab and Log Browser are the most beginner-friendly. UAV Log Viewer’s 3D replay helps visualise what the plotted fields mean in space. Start with the visual; introduce MAVExplorer when scripts make sense.

"I need to share one flight with an insurer or regulator."

LogHat’s share URL gives a private, account-free link to the forensic PDF and 3D replay. Mission Planner exports static PDFs but doesn’t handle the sharing surface. UAV Log Viewer can be shared via URL but doesn’t produce a structured report.

Honest assessments — where each tool wins

  • Mission Planner wins when you’re already running it as your GCS and just need post-flight review without a separate tool.
  • MAVExplorer wins when you’re comfortable with a command line and want repeatable, scriptable, version-controlled log queries.
  • UAV Log Viewer wins when you need a quick browser-based look at an ArduPilot log without installing anything.
  • PlotJuggler wins when your workflow already involves ROS or you need advanced time-series mathematics.
  • Flight Review wins when you’re a PX4-only shop and the standard PX4 report covers your needs.
  • LogHat wins when you want AI-driven root-cause ranking, a forensic PDF that stands on its own, and Indian data residency — or when you have so many flights that manual review across them stops scaling.

Honest assessments — where each tool falls short

  • Mission Planner is Windows-only and the integrated nature means it carries the GCS complexity even for users who just want a log viewer.
  • MAVExplorer isn’t friendly to new users; the XML graph definitions are powerful but uninviting.
  • UAV Log Viewer doesn’t support PX4 ULog and has no AI layer.
  • PlotJuggler isn’t built specifically for flight log forensics; you’re bringing a robotics tool to a flight log problem.
  • Flight Review is PX4-only and doesn’t cross-reference to ArduPilot-shaped knowledge.
  • LogHat is hosted-only — offline review requires you to use one of the others. Paid for full features.

Where the tools complement each other

A working fleet-ops setup often runs three of these together. Common stack: Mission Planner for live operations, MAVExplorer for scripted batch queries, and LogHat for AI-driven per-flight forensic reports plus share URLs for external audiences. Choosing one shouldn’t mean ruling out the others.

If you’re evaluating LogHat against this list

Drop a known-good .bin or .ulg into LogHat, get the analysis result back, then compare it against the same log loaded in Mission Planner or Flight Review. The forensic PDF should match what you’d conclude manually within minutes; the AI hypothesis ranking should be defensible from the same log evidence you would have used. If both pass, the question becomes whether your operation values the time saved per flight enough to pay for the managed surface.

When LogHat helps — and when it doesn’t

LogHat is the AI analytics layer on top of the same log files all the other tools read. We’re not trying to replace MAVExplorer for scripting or Mission Planner for live GCS operations — we complement them. What we don’t do is offline analysis; if you need to review a log on a closed network without internet, the desktop tools are the answer.

About the author

LE

LogHat Engineering Team

The LogHat engineering team — drone-systems engineers who build and operate the LogHat flight analytics platform. Posts in this byline are written and reviewed by team members working on the parsers, analysis engine, and Vector AI that the post describes.

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