px4-ulog-mcp
Click on "Install Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type
@followed by the MCP server name and your instructions, e.g., "@px4-ulog-mcpsummarize the flight log /tmp/flight.ulg"
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
AI Drone Toolkit
MCP servers and tools for intelligent drone development (PX4 and beyond). The toolkit gives AI assistants (Cursor, Claude, etc.) structured tools to understand, debug, and reason about drone systems — starting with PX4 flight logs.
This is a uv workspace monorepo: shared logic lives in a core package, and each tool is a thin, independently usable layer on top of it.
Repository layout
Path | Description |
Shared, MCP-agnostic parsers and utilities (PX4 ULog parsing today). | |
MCP server for inspecting PX4 ULog ( | |
Project-wide documentation. | |
Runnable examples and demos. |
Related MCP server: Log Analyzer MCP Server
Getting started
Requires Python 3.12+ and uv.
git clone https://github.com/robotto-xyz/ai-drone-toolkit.git
cd ai-drone-toolkit
uv sync --all-packagesThis sets up a single virtual environment for the whole workspace. From there, work on any member, e.g. run the PX4 ULog MCP server:
uv run px4-ulog-mcpExamples
Runnable scripts live in examples/ and drive the shared core
package directly — no MCP client needed:
# Summarize a flight log (defaults to the PX4 sample fixture):
uv run python examples/analyze_ulog.py /absolute/path/to/flight.ulg
# Flag warnings/errors and the flight-mode timeline:
uv run python examples/flight_health_check.py /absolute/path/to/flight.ulgSee examples/README.md for details.
Documentation
docs/— architecture and project-wide guides.packages/robotto-drone-core/README.md— the shared parsing API.tools/px4-ulog-mcp/README.md— install, wire into your editor, and analyze flight logs.
License
MIT.
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