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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)