yaswanthme007/agro-doc

AI crop doctor for farmers. Upload a leaf photo → get instant disease diagnosis, treatment plan, and expert advice in English, Hindi, Spanish, Swahili, or French. # AgroDoc — AI Crop Doctor for Farmers > Snap a leaf. Get a diagnosis, a treatment plan, and expert answers — in your language, in seconds. AgroDoc is a full-stack AI application that lets smallholder farmers photograph a diseased crop leaf and instantly receive a disease diagnosis, step-by-step treatment advice, and a conversational agronomist — all translated into their local language. --- ## Demo Video ▶️ **Watch the AgroDoc demo on YouTube** A short walkthrough of the full flow: upload a leaf → AI diagnosis with live model-performance charts → structured treatment plan → instant translation to Hindi → contextual follow-up chat. *(Prefer to run it yourself? See the Setup & Run section — the trained model is included, so it works out of the box.)* --- ## Problem Statement Smallholder farmers lose **20–40% of their annual crop yield** to plant diseases and pests that go undiagnosed until it is too late. The primary bottleneck is access: certified agronomists are concentrated in urban centres, extension services are under-resourced, and a single farm visit can cost more than a week's income. By the time a farmer reaches an expert, the infection has already spread. The result is a cascading food-security crisis. The farmers who can least afford crop loss are the ones with the least access to the knowledge needed to prevent it. --- ## Solution Overview AgroDoc puts an AI-powered crop doctor in every farmer's pocket. The workflow is four steps: 1. **Upload** — Photograph or select a leaf image from the gallery. 2. **Diagnose** — A fine-tuned MobileNetV2 model identifies the disease from 38 classes across 14 crops (87.7% validation accuracy). 3. **Treat** — An LLM (via Featherless.ai) generates a structured treatment plan: root cause, treatment steps, organic alternatives, and prevention tips. Urgency is flagged as low / medium / high. 4. **Ask** — A contextual chat interface lets the farmer ask any follow-up question in plain language. Every piece of ad …