mcp · Global

findria

AI-powered semantic search engine for public geospatial data (Living Atlas, ArcGIS Online, Overture Maps)

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Data offered docs-verified: ArcGIS Living Atlas datasets (~15K) · Overture Maps buildings · Overture Maps roads · Overture Maps places · public agency data (cities, counties, states, federal) · semantic dataset search · map preview of sample data · ArcGIS service URL lookup
Coverage llm-inferred: Global
Formats llm-inferred: JSON · GeoJSON · MCP (HTTP POST endpoint /api/mcp)
Access docs-verified: Free, MIT-licensed and self-hostable; hosted MCP endpoint at https://findria.dymaptic.ai/api/mcp; self-hosting requires OpenAI, Anthropic and ArcGIS location services API keys

Use cases llm-inferred: Locate Living Atlas or Overture layers for a site or catchment baseline before field survey · Find building footprints or road networks in a project area as exposure inputs for flood or drainage assessment · Get an ArcGIS service URL for a council or agency dataset to add to ArcGIS Pro for a desk study
Audience llm-inferred: GIS analysts · flood consultants · drainage engineers · planners · environmental consultants

Constraints llm-inferred: Self-hosting requires OpenAI and Anthropic API keys for embeddings and query parsing · Indexed sources are US-style agency and global Living Atlas/Overture data; UK-specific sources are not mentioned in the docs · Living Atlas coverage is a snapshot of ~15K items and depends on running the indexers · H3 coverage data needs a separate indexing step · Hosted endpoint auth and rate limits are not documented · Per-IP rate limits depend on correct proxy header configuration when self-hosted

Licence: MIT
Authentication: API key via env: ADMIN_PASSWORD, ADMIN_USERNAME, ANTHROPIC_API_KEY, NEXT_PUBLIC_ARCGIS_API_KEY, OPENAI_API_KEY (auto-extracted from README)
GitHub stars: 0
Last commit: 15/10/2026
Last successful page check: 14/10/2026
Page health: healthy
Package: npm:tsc
Verification: Not independently verified

Auto-extracted, unverified fields: tools, install, auth. Check upstream documentation.

Daily discovery 2026-10-16: GitHub search; verified via GitHub API. Tools/install/auth auto-extracted from README.

Metadata observed 14/10/2026 · daily-2026-10-16 (github-search)