The data behind AgroVision.
AgroVision is grounded in public and open datasets — for diagnosis, forecasting, soil context, and pricing. Each source is listed below by category.
Crop & Pest Imagery
Image datasets paired with question–answer annotations that power the Disease Agent.
PlantVillageVQA
Hugging Face
PlantVillageVQA
Hugging FaceHugging Face
A Visual Question Answering dataset built on the PlantVillage plant-disease image collection. Each image is paired with natural-language questions and answers covering disease identification, severity, and treatment cues.
Grounds the Disease Agent's image diagnosis. The Q&A pairs let the agent answer farmer questions about plant symptoms directly from photos.
IP-VQA
GitHub
IP-VQA
GitHubGitHub
An Insect-Pest Visual Question Answering dataset. Each image is annotated with question–answer pairs covering pest identification, lifecycle stage, and damage signs.
Complements PlantVillageVQA. Drives pest identification in the Disease Agent and informs treatment recommendations.
Weather & Climate
Live and historical climate data the Weather Agent uses to ground recommendations in current conditions.
Open-Meteo
Open-Meteo
Open-Meteo
Open-MeteoOpen-Meteo
A free, open-source weather API providing global forecasts, historical climate data, and climate-model outputs. No API key required.
The Weather Agent's primary source for short-term forecasts that drive alerts, treatment plans, and the Smart Calculator's planting windows.
NASA POWER
NASA
NASA POWER
NASANASA
NASA's Prediction of Worldwide Energy Resources — a global database of solar irradiance and meteorological data tuned for renewable-energy and agricultural applications.
Long-range climatology for the Soil Agent and the Smart Calculator — multi-year averages, solar load, and evapotranspiration baselines.
JMA Himawari Data
Japan Meteorological Agency
JMA Himawari Data
Japan Meteorological AgencyJapan Meteorological Agency
Real-time satellite imagery from JMA's Himawari geostationary weather satellites, covering the Asia-Pacific region including Sri Lanka.
Supplies the Weather Agent with current cloud cover and storm-system imagery for proactive environmental alerts.
Agro-met Advisory Reports
Department of Agriculture, Sri Lanka
Agro-met Advisory Reports
Department of Agriculture, Sri LankaDepartment of Agriculture, Sri Lanka
Periodic agro-meteorological advisories combining weather forecasts with crop-specific guidance, published by Sri Lanka's Department of Agriculture.
Feeds locally-authoritative seasonal guidance into the Smart Calculator and is cited in conversational responses to farmers.
Soil
Soil property data that grounds the Soil Agent's fertility and irrigation recommendations.
Nation-wide Open 3D Soil Database (Sri Lanka)
Geoderma Regional (Elsevier)
Nation-wide Open 3D Soil Database (Sri Lanka)
Geoderma Regional (Elsevier)Geoderma Regional (Elsevier)
A peer-reviewed, open-access 3D soil property database covering Sri Lanka. Provides soil characteristics at multiple depths across the country, published in Geoderma Regional.
Grounds the Soil Agent's location-aware fertility and irrigation recommendations.
Market & Pricing
Commodity price data that powers price-aware planting decisions in the Smart Calculator.
HARTI Daily Prices
Hector Kobbekaduwa Agrarian Research and Training Institute
HARTI Daily Prices
Hector Kobbekaduwa Agrarian Research and Training InstituteHector Kobbekaduwa Agrarian Research and Training Institute
Daily wholesale and retail prices for agricultural commodities across Sri Lanka, published by HARTI.
Powers the Smart Calculator's price-aware crop selection so farmers can factor current market value and trends into planting decisions.