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3D-crop-intelligence

FarmVerse Crop Intelligence — an agentic climate-smart advisory tool for extension officers, farmers and agronomists.

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What's in it

Data offered docs-verified: plot digital-twin state · soil readings · crop readings · zone rainfall history and forecast · pest alerts / bulletins · crop-calendar rule-engine checks
Coverage docs-verified: Demo model based on Ol Kalou ward, Nyandarua, Kenya
Update frequency docs-verified: Live at request time for rainfall (Open-Meteo); no fixed interval stated
Formats docs-verified: MCP streamable HTTP · MCP stdio · REST · SSE
Access llm-inferred: Open source, MIT licence (catalogue metadata). No key needed for template drafter or Open-Meteo; OpenRouter key optional (free tier) for hosted model; Ollama for on-prem

Useful for

Use cases llm-inferred: Draft a cited irrigate/hold/spray advisory for a plot from probe readings, rainfall history and forecast · Flag plots with offline probes or no rainfall signal instead of issuing advice · Cross-check the primary rainfall forecast against a second forecast source before a field visit
Audience llm-inferred: agricultural extension officers · agronomists · county agricultural offices / ministries

Limitations

Constraints llm-inferred: Demo twin modelled on a Kenyan ward; no UK data sources documented · Dispatch to households is simulated (SMS/USSD/visit logged, not sent) · Single node required; run state and officer gate held in memory · Disk is ephemeral; twin re-seeds on boot in the Lightsail deploy · Without a model configured, drafts come from a deterministic template drafter · Local CPU model drafting can take several minutes per plot · Crop rules are agronomic crop profiles, not hydrology or civils rules · Requires uv and Node >= 20 to install and run locally

Licence: MIT
Authentication: API key via env: OPENROUTER_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: Not recorded
Verification: Not independently verified

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

Provenance & evidence

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)