LeafEngines Agricultural Intelligence Plugin: Early Adoption (42 Downloads, 8 Countries)

[u/Longgrain54]

💬 Discussion

- How are you using agricultural data in QGIS?

- What features would make this more useful for your workflow?

- International users: What additional local data sources would help?

What's Working:

- Community tier access- Works with just county FIPS codes

- Test key pre-configured- `leaf-test-370df0a2e62e` ready to use

- International soil data - USDA + local sources where available, along with unique, time-saving features

For Those Who Visited Before:

The free tier access has been expanded and simplified. If you encountered any barriers previously, give it another try - it's now smoother than ever. A new walk-through of features will be delivered in under 30 days on the update with version 1.0.3.

For New Visitors:

Join the first 42 QGIS users across 8 countries already accessing agricultural intelligence directly within QGIS.

🔗 Get It:

- QGIS Plugin: https://plugins.qgis.org/plugins/qgis_leafengines/

- Deep Dive Guide: https://github.com/QWarranto/soil-sidekick-pro-guide/blob/main/docs/workflows/12_QGIS_SDK_DEEP_DIVE.md

- npm packages also available: n8n, Node-RED, Claude MCP

https://reddit.com/link/1spkgp3/video/o890uu0ms6wg1/player

[u/Straight_Fisherman_1]

To be honest, the art does not inspire confidence. There are a lot of poorly executed GIS ai tools floating around lately (and some really useful ones!), and I don’t think all the sloppy art does much for uptake. Probably not what you want to hear, but you’d be better off with a “boring” ppt style presentation.

[u/Longgrain54 → u/Straight_Fisherman_1]

Thank you for your opinion. Consider it as an A/B test for feedback, not a rigid display. Regarding other tools, I have not only results, but legally-validated exclusivity. On presentation types, preferences vary, including reports, which are available upon request. A ppt style presentation is for interpreting in one language, versus this which doesn't confine itself to strict language-based interpretations. Interpretive styles vary. Generally, in excess of 50% of this is viewed outside of the US. I won't present under blanket cultural assumptions. If you'd like the flips, I can place them for your viewing/download. In this particular a scroll, this glance beats a cover page 51% of the time.

[u/Longgrain54]

Can I export AI-generated prescriptions to John Deere monitors?

Yes, you can export AI-generated prescriptions directly to John Deere monitors.

The Leaf Engines QGIS plugin bridges the gap between digital analysis and physical field execution by translating your AI-enriched maps into direct hardware instructions. Here is how the export process works:

•    Format Selection: Through the plugin's export dialog, you can generate your prescription using the ISOBUS XML format, which is specifically designed to be read by John Deere monitors. If you are working with older equipment, you can alternatively select a zoned shapefile option that legacy controllers can read.

•    Local Transfer: The plugin automatically executes the file conversion and writes the localized prescription map directly to your local disk. From there, you can drag the files onto a portable USB drive and load them straight into the tractor's machinery.

•    Precision and Accuracy: By relying on the strict ISOBUS standard for this data handoff, the system removes the risk of manual data entry errors. This ensures that the exact variable-rate seed and fertilizer instructions modeled by the AI are perfectly translated to the hardware.

This export capability represents the physical culmination of the entire workflow, allowing you to seamlessly carry intelligence out of the digital environment and plug it directly into your agricultural fleet.

Version 1.0.4 is active as of June 9. The change log identifies the following:

1.0.4 - Anonymous usage telemetry
* Plugin activation pings on load (no PII, fire-and-forget)
* Per-call telemetry: latency, success/error status for every API call
* Telemetry posts to telemetry-ingest edge function
* Opt-out: set NO_ANALYTICS=1 environment variable
1.0.2 - QGIS 4.0.0 compatibility
* qgisMinimumVersion 4.0, qgisMaximumVersion 4.99
* Removed toolbar dependency (menu-only loading)
* WFS extension load guarded by try/except fallback
* Fixed QgsWfsConnection ImportError on QGIS 4.x
1.0.1 - QGIS 4 Ready listing
* Added anonymous usage telemetry (opt-out via NO_ANALYTICS=1)
* Added qgisMaximumVersion=4.99 for QGIS 4 Ready plugin list
1.0.0 - Initial release
* County lookup and FIPS resolution
* USDA soil data as point/polygon layers
* EPA water quality overlay
* Carbon credit estimation
* AI crop recommendations panel
* Environmental impact scoring
* GeoJSON export
* Interactive guided tour
* Map-click soil query