mcp · Global

huluhilir

Terrain-aware agentic early warning for Phytophthora foot rot in Sarawak black pepper.

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Data offered llm-inferred: leaf/vine photo diagnosis (6-class classifier, ONNX) · downslope spread-risk estimate per block (directed elevation graph) · rain forecast input (data.gov.my) · spray treatment rules and spray-window timing · farm history query
Coverage docs-verified: Sarawak, Malaysia
Formats llm-inferred: HTTP API (OpenAPI) · Android APK
Access docs-verified: Public demo (APK and API) with no accounts or passwords; competition submission, not licensed for production agricultural decision-making.

Use cases llm-inferred: Rank downslope vines and blocks for foot-rot spread risk after forecast heavy rain · Time drench or spray windows against forecast rainfall using the rules table · Review hill-slope planting and drainage runoff as a pathogen pathway between blocks
Audience llm-inferred: agronomists · plantation managers · smallholder pepper farmers · GIS analysts

Constraints docs-verified: Spread model is not field-validated; all risk figures are estimates · Classifier trained on about 530 mostly generated images and does not generalise reliably to real field photos · Demo farm is synthetic · Competition submission, not licensed for production use · Registry region is Global but the docs scope the tool to Sarawak · Docs describe a FastAPI app and Android app; no MCP tool interface is documented

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

Daily discovery 2026-10-15: GitHub search; verified via GitHub API. Tools/install/auth auto-extracted from README.

Metadata observed 16/10/2026 · daily-2026-10-15 (github-search)