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mcp · United States
LGND Geo
Hosted MCP for Earth questions over satellite/aerial imagery — find similar locations, analyze change over time, build land-cover classifiers & verify imagery claims (Sentinel-2 + US NAIP)
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What's in it
- Data offered docs-verified
- Global Sentinel-2 Earth embeddings (10 m, monthly) · Contiguous US NAIP Earth embeddings (sub-meter, annual) · Similarity search by text description or example location · Change search (place changed from one thing to another) · Grid ranking of areas by change between two periods · Place time-lapse and timeline views (year, quarter, month) · Place and date comparison · Simple land-cover classifiers (e.g. water, forest, buildings, bare ground) applied across an area · Verification of LLM claims against imagery
- Coverage llm-inferred
- Global (Sentinel-2); contiguous US (NAIP) · 2017 to April 2026 (Sentinel-2); 2020 to 2023 (NAIP)
- Resolution docs-verified
- 10 m (Sentinel-2 embeddings); sub-meter (NAIP aerial imagery)
- Formats llm-inferred
- MCP streamable HTTP
- Access docs-verified
- Free (embeddings available to everyone for free); account creation required (one click) when connecting; licence not stated
Useful for
- Use cases llm-inferred
- Land-cover baseline for a UK site or catchment from Sentinel-2 classifiers, for habitat or drainage screening · Change detection since 2017 on a project area to evidence land-use change in a report · Checking imagery-based claims about site development before relying on them in a planning or due diligence note
- Audience llm-inferred
- GIS analysts · ecologists · hydrologists · planners · environmental consultants
Limitations
- Constraints llm-inferred
- First release; further tools and imagery sources are planned · NAIP coverage limited to contiguous US and 2020 to 2023 · Sentinel-2 embeddings end April 2026 · No commercial imagery yet · Requires an MCP-capable LLM client (Claude or ChatGPT) · Built on US-focused and global open imagery, not UK-specific datasets
- Licence
- Unknown — check provider terms
- Authentication
- Unknown — review source docs
- GitHub stars
- Unknown
- Last commit
- Unknown
- Last successful page check
- 14/10/2026
- Page health
- healthy
- Package
- Not recorded
- Verification
- Not independently verified
Provenance & evidence
Verified 2026-10-15 via curl (HTTP 200). Listed in sparkgeo/geo-mcp-servers (note: GA 2026-10-01; endpoint https://geo.lgnd.ai/mcp (HTTP); free for everyone during initial release (one-click account); distinct from the LGND Developer MCP).
Metadata observed 14/10/2026 · research sweep: manual-2026-10-15 (sparkgeo/geo-mcp-servers)