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Install Ollama\n```bash\ncurl -fsSL https://ollama.com/install.sh | sh\nollama serve\nollama pull llama2\n```\n\n### 2. Install Dependencies\n```bash\npip install -e .\n```\n\n### 3. Test Ollama\n```bash\ncurl http://localhost:11434\n```\n\n### 4. Run\n```bash\nuvicorn src.snap_ai.main:app --reload --host 0.0.0.0 --port 8000\nuvicorn snap_ai.app:app --reload --host 0.0.0.0 --port 8000\nuvicorn app:app --reload --host 0.0.0.0 --port 8000 # or python3 app.py \u0026\u0026 open http://localhost:8000\n# Visit http://localhost:8000\n```\n\n### 5. Test API endpoints\n```bash\ncurl http://localhost:8000/api/health\n```\n\n### 6. Test on mobile\n```bash\n# Find your local IP\nipconfig getifaddr en0  # Mac\nip route get 1 | awk '{print $7}' # Linux\n\n# Access from mobile device:\n# https://YOUR_IP:8000\n```\n\n## How It Works\n\n1. **Upload** document (PDF/TXT/image)\n2. **Extract** text with OCR\n3. **Classify** document type (invoice/contract/form)\n4. **Extract** structured data with AI\n5. **Display** results with confidence scoring\n\n## Sample Output\n```json\n{\n  \"document_type\": \"invoice\",\n  \"confidence_level\": \"high\", \n  \"extracted_data\": {\n    \"vendor_name\": \"ABC Corp\",\n    \"invoice_number\": \"INV-001\",\n    \"total_amount\": 1250.00\n  }\n}\n```\n\n## Configuration (Optional)\n```bash\n# .env file\nOLLAMA_MODEL=llama2\nHUGGING_FACE_MODEL=model-name\nOPENAI_API_KEY=your-key # Optional fallback\n```\n\n## AI Fallback Chain\n🦙 **Ollama** (local) → 🤗 **HuggingFace** (local) → 🤖 **OpenAI** (API)\n\n*System automatically uses the best available method.*","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcallezenwaka%2Fsnap_ai","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fcallezenwaka%2Fsnap_ai","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcallezenwaka%2Fsnap_ai/lists"}