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gee agent skill
Automate Google Earth Engine workflow planning, failure diagnosis, and evidence-backed geospatial execution.
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gee agent skill
Example session with this skill installed
Diagnose the export failure for project 'forest-cover-2023'. The last task ID was T56789 and it returned a 'Layer error: Image.reduceRegion: Too many pixels' message.
- Read your context and instructions
- Compiled the gee agent
- Generated the document
I have analyzed the task failure for the forest-cover-2023 project. The diagnostic trace identifies a memory-related constraint during the reduction phase.
Diagnostic Report: Task T56789
| Metric | Detail |
|---|---|
| Error Class | Resource Exhaustion (Too many pixels) |
| Fingerprint | reduceRegion at 30m resolution over AOI "Amazon_Basin_East" |
| Root Cause | The pixel count exceeds the default maxPixels threshold (1e9). |
| Status | Deterministic Failure |
| Recovery Strategy | Increment maxPixels or implement spatial sharding. |
Proposed Fix: Updated Python Snippet
# Apply recovery: Increased maxPixels and tileScale for heavy reduction
stats = image.reduceRegion(
reducer=ee.Reducer.mean(),
geometry=roi,
scale=30,
maxPixels=1e13, # Increased from default
tileScale=4 # Added to prevent memory overhead
)
Next steps
- Validate the updated script using
gee-skill plan --dry-run. - Update the
gee-plan/v0.3YAML with the newtileScaleparameter. - Resubmit the task and monitor the export trace in the project ledger.
gee-agent-skill.pdf
PDF · document
Example file from a real run - the skill writes it into your workspace.
Connects securely to your tools. The creator never sees your data.
About this skill
Review your Earth Engine workflow before you run it!
GEE Workflow Toolkit helps remote-sensing researchers and geospatial developers turn supported Google Earth Engine requests into reviewable plans, editable Python scripts, and validation reports. Instead of treating generated code as a finished result, the toolkit keeps the workflow inspectable: clarify the task, retrieve relevant guidance, generate or adapt the script, validate it locally, and review the live-execution boundary.
What you can do?
- Plan supported Earth Engine workflows using editable recipes.
- Retrieve dataset, operator, and troubleshooting guidance from a bundled local knowledge base.
- Generate Python scripts and check them before contacting Earth Engine.
- Continue an established GEE project without unnecessarily restarting its workflow.
- Diagnose observed failures while preserving completed work.
- Use project selection, preflight checks, and explicit confirmation before live exports.
What you receive?
- SKILL.md agent instructions and Codex metadata.
- Python CLI source and editable workflow templates.
- A recipe registry, local evidence cards, and a knowledge graph.
- Public example inputs, evaluation resources, and technical documentation.
- A first-run guide with installation instructions and starter requests.
Who it is for?
Researchers, GIS analysts, and geospatial developers who work with Earth Engine and want a reviewable, code-first workflow. Basic familiarity with Python, areas of interest, raster resolution, and export destinations is helpful.
How to install
Works the same in every agent - Claude, Cursor, Codex, Copilot and 20+ more.
- 1
Download the ZIP
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- 2
Unzip into your skills folder
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- 3
Ask your agent to use it
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