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geoai-skills

Measured Agent Skills for geospatial AI — 18 skills that stop when the data cannot support the claim. Routing benchmark, held-out split, and known defects published.

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What's in it

Data offered docs-verified
Agent Skills that set preconditions, required checks and evidence reporting for geospatial analysis claims · Stage coverage: route and acquire, sense and prepare, model and detect, and related method guardrails
Coverage llm-inferred
Global
Formats docs-verified
Agent Skills (SKILL.md)
Access docs-verified
Free and open; MIT licence. No credentials documented. Installed via npx skills add.

Useful for

Use cases llm-inferred
Check whether two Sentinel-2 scenes from different seasons can support a changed-hectares claim before any pixel arithmetic · Verify CRS and units before reporting flood extent or catchment area figures · Audit spatial leakage before reporting validation scores for a flood or susceptibility model · Confirm DEM and terrain-hydrology preconditions before reporting flow-path outputs
Audience llm-inferred
GIS analysts · remote sensing analysts · hydrologists · flood consultants · geospatial developers building AI agent workflows

Limitations

Constraints docs-verified
Behaviour figures come from one runtime and model pair (Claude Code 2.1.214/2.1.222, claude-sonnet-5) and are not universal · Behaviour figures are model-judged, uncalibrated and not yet human-verified · The repository's own Phase 3 quality gate fails: 4.3% critical failures and 19.6% full-criterion pass rate · Known routing defects: 1 false positive, 4 false negatives, 1 incomplete route and 11 execution errors · Routing shows which skill loaded, not whether the answer was correct · Contains no data feeds or UK-specific datasets; it supplies method guidance only · ENTRY kind is 'mcp' and its tools list names skills, but the docs describe Agent Skills rather than an MCP server
Licence
MIT
Authentication
No credentials documented in README
GitHub stars
29
Last commit
14/10/2026
Last successful page check
14/10/2026
Page health
healthy
Package
npm:skills
Verification
Not independently verified

Provenance & evidence

Geospatial deep dive (Glama/Smithery/GitHub). Tools/install/auth auto-extracted from README.

Metadata observed 15/10/2026 · research sweep: geo-deep-dive (geo-deep-dive:github-search-geo)