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LGND Developer MCP
Search Earth-embedding collections by text, image chip or coordinates, run inference to create new collections, and inspect chip/cell metadata
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What's in it
- Data offered docs-verified
- LGND geospatial search via MCP
- Formats docs-verified
- MCP
- Access llm-inferred
- OAuth per ENTRY auto-extraction (not stated in DOCS); licence and pricing unknown
Useful for
- Use cases llm-inferred
- Find embedding chips near a site by coordinates for remote-sensing baseline review · Search for chips matching a land-cover description to map habitat or land-use patterns · Compare chip pairs over time to screen for land-cover change in a study area
- Audience llm-inferred
- GIS analysts · ecologists · hydrologists · planners
Limitations
- Constraints llm-inferred
- DOCS are a resource index only; coverage, resolution, update frequency and licence are not stated · OAuth is listed in ENTRY metadata but not confirmed in DOCS · Getting-started and API reference are external links not verified here · Regions listed as Global without detail on data density or coverage gaps
- Licence
- Unknown — check provider terms
- Authentication
- OAuth mentioned in README (auto-extracted)
- GitHub stars
- 0
- Last commit
- 14/10/2026
- Last successful page check
- 14/10/2026
- Page health
- healthy
- Package
- Not recorded
- Verification
- Not independently verified
Auto-extracted, unverified fields: tools, install, auth. Check upstream documentation.
Provenance & evidence
Verified via GitHub API (2026-10-15). Tools/install/auth auto-extracted from README.
Metadata observed 14/10/2026 · research sweep: manual-2026-10-15 (sparkgeo/geo-mcp-servers)