| --- |
| library_name: lexrag |
| pipeline_tag: text-generation |
| tags: |
| - legal-rag |
| - legal-ai |
| - legal-research |
| - retrieval-augmented-generation |
| - uae-law |
| - indian-law |
| - gst |
| - vat |
| - corporate-tax |
| - hybrid-search |
| - fastembed |
| - qdrant |
| - legal-tech |
| - compliance |
| - tax-research |
| - case-law |
| - evolucentai |
| - eulogik |
| license: agpl-3.0 |
| language: |
| - en |
| widget: |
| - text: "What is the GST rate on online gaming contest prizes in India?" |
| - text: "UAE VAT on financial services" |
| - text: "TDS under Section 194B on winnings" |
| - text: "UAE Corporate Tax free zone treatment" |
| inference: false |
| --- |
| |
| <br/> |
| <h1 align="center">⚖️ LexRAG — The Legal Intelligence Terminal</h1> |
| <p align="center"> |
| <strong>Enterprise-Grade Hybrid RAG for UAE & Indian Law, Taxation & Compliance</strong> |
| <br/><br/> |
| <a href="https://github.com/eulogik/LexRAG/stargazers"><img src="https://img.shields.io/github/stars/eulogik/LexRAG?style=flat-square&logo=github" alt="Stars"/></a> |
| <a href="https://github.com/eulogik/LexRAG/blob/main/LICENSE"><img src="https://img.shields.io/github/license/eulogik/LexRAG?style=flat-square" alt="License"/></a> |
| <a href="https://pypi.org/project/lexrag/"><img src="https://img.shields.io/pypi/v/lexrag?style=flat-square&logo=pypi" alt="PyPI"/></a> |
| <a href="https://huggingface.co/EvolucentAI/lexrag"><img src="https://img.shields.io/badge/%F0%9F%A4%97-Hugging%20Face-ffcc00?style=flat-square" alt="HuggingFace"/></a> |
| </p> |
|
|
| --- |
|
|
| ## What is LexRAG? |
|
|
| **LexRAG** is a professional-grade, high-performance Retrieval-Augmented Generation (RAG) platform purpose-built for **UAE and Indian laws, taxation, accounting standards, and corporate compliance**. It combines hybrid dense-sparse retrieval, neural reranking, auto-jurisdiction detection, and multi-provider LLM streaming into a zero-latency terminal interface. |
|
|
| > ⚡ **Built by [Evolucent AI](https://evolucentai.com)** — Premium Legal Technology Solutions |
| > 🛠️ **Engineered by [Eulogik](https://eulogik.com)** — Enterprise AI & Systems Integration |
|
|
| --- |
|
|
| ## Key Capabilities |
|
|
| | Capability | Technology | |
| |------------|------------| |
| | **Dense Retrieval** | `BAAI/bge-small-en-v1.5` via fastembed | |
| | **Sparse Retrieval** | `prithivida/Splade_PP_en_v1` via fastembed | |
| | **Hybrid Fusion** | Reciprocal Rank Fusion (RRF) | |
| | **Neural Reranker** | `BAAI/bge-reranker-base` (CrossEncoder) | |
| | **Vector Database** | Qdrant (on-disk, no Docker required) | |
| | **LLM Providers** | Groq, OpenRouter, Ollama (dynamic model catalog) | |
| | **Jurisdiction** | Auto-detect India/UAE/Both with manual override | |
| | **Confidence Tiers** | GROUNDED / PARTIAL / SYNTHESIZED | |
| | **Streaming** | SSE with heartbeat keep-alive | |
| | **Persistence** | SQLite chat history with session management | |
|
|
| --- |
|
|
| ## Quick Start |
|
|
| ```bash |
| # Install from PyPI |
| pip install lexrag |
| |
| # Or clone from source |
| git clone https://github.com/eulogik/LexRAG.git |
| cd LexRAG |
| pip install -r requirements.txt |
| |
| # Configure |
| cp .env.example .env |
| # Edit .env with your API keys |
| |
| # Run |
| python -m uvicorn api.main:app --host 0.0.0.0 --port 8000 |
| # Open http://localhost:8000 |
| ``` |
|
|
| --- |
|
|
| ## Architecture |
|
|
| ```mermaid |
| flowchart TD |
| UI[HTML/CSS/JS SPA] <-->|SSE / API| FastAPI[FastAPI Server] |
| FastAPI <-->|History| SQL[(SQLite)] |
| Query --> Detect[Auto-Jurisdiction] |
| Detect --> Search{Hybrid Search} |
| Search -->|Dense| Dense[BGE-small-en-v1.5] |
| Search -->|Sparse| Sparse[Splade_PP_en_v1] |
| Dense & Sparse -->|RRF| Qdrant[(Qdrant)] |
| Qdrant -->|Candidates| Rerank[BGE-Reranker-Base] |
| Rerank -->|Top Docs| Context[Build Prompt] |
| Context --> LLM{LLM Router} |
| LLM -->|Cloud| Groq[Groq] |
| LLM -->|Cloud| OpenRouter[OpenRouter] |
| LLM -->|Local| Ollama[Ollama] |
| ``` |
|
|
| --- |
|
|
| ## Ecosystem |
|
|
| | Platform | Link | Description | |
| |----------|------|-------------| |
| | **GitHub** | [eulogik/LexRAG](https://github.com/eulogik/LexRAG) | Source code & issues | |
| | **PyPI** | [lexrag](https://pypi.org/project/lexrag/) | Python package | |
| | **HuggingFace** | [EvolucentAI/lexrag](https://huggingface.co/EvolucentAI/lexrag) | Model card & codebase | |
| | **HF Space** | [EvolucentAI/lexrag-demo](https://huggingface.co/spaces/EvolucentAI/lexrag-demo) | Interactive Gradio demo | |
| | **Eulogik** | [eulogik.com](https://eulogik.com) | Engineering partner | |
| | **Evolucent AI** | [evolucentai.com](https://evolucentai.com) | Product & commercial | |
|
|
| --- |
|
|
| ## License |
|
|
| **AGPL v3** — Free for open-source and internal use. |
| Commercial licenses available from [Evolucent AI](https://evolucentai.com) for proprietary deployments. |
|
|
| --- |
|
|
| <div align="center"> |
| <sub> |
| Built by <a href="https://evolucentai.com">Evolucent AI</a> — |
| Engineered by <a href="https://eulogik.com">Eulogik</a> |
| </sub> |
| </div> |
| |
