Rebbouh-Mohamed/Multi-Agentic-Rag

Algerian Legal Multi-Agent RAG # ⚖️ Algerian Legal Multi-Agent RAG — API Reference A **Multi-Agent RAG (Retrieval-Augmented Generation)** REST API built with Agno and **FastAPI**. Answers legal questions about Algerian law and performs structured contract analysis. --- ## 🏗️ Architecture | Component | Description | |---|---| | **11 Domain Specialist Agents** | One per legal domain (Civil, Pénal, Fiscal, etc.) | | **Team Coordinator Agent** | Routes queries to the right specialist(s) and synthesizes answers | | **Privacy Redaction Agent** | Strips sensitive PII from contracts before analysis | | **Master Contract Analyst Agent** | Produces a structured 8-section legal report | | **LanceDB** | Local vector database (no server required) | | **Embeddings** | `paraphrase-multilingual-MiniLM-L12-v2` — supports French, Arabic, Darija | | **OCR** | `pymupdf` (PDF) + `easyocr` (images) | --- ## 🚀 Quick Start ```bash # 1. Install dependencies pip install -r requirements.txt # 2. Configure your LLM (edit .env) cp .env.example .env # 3. Build vector knowledge bases python -m src.knowledge_builder # 4. Start the API server uvicorn src.app:app --host 0.0.0.0 --port 8000 --reload ``` Interactive Swagger UI: 👉 **localhost ### `.env` Configuration ```env MODEL_ID=gemini-3.5-flash-thinking MODEL_BASE_URL=localhost MODEL_API_KEY=sk-your-key ``` --- ## 📋 Legal Domains Available | Domain | Coverage | |---|---| | ⚖️ Civil | Code civil, maritime, route, aviation, notaire, forêts | | 🔒 Pénal | Code pénal, procédure pénale, anti-terrorisme, stupéfiants | | 💼 Commercial | Code de commerce, marchés publics, brevets, investissement | | 👪 Famille | Code de la famille, nationalité, pension alimentaire | | 💰 Fiscal | Impôts directs/indirects, douanes | | 👷 Travail | Code du travail, syndicats | | 🏛️ Administratif | Commune, wilaya, fonction publique, état civil | | 🏦 Banque | Réglementations de la Banque d'Algérie | | 🌍 Foncier | Eaux, hydrocarbures, mines, environnement | | 🏥 …