lawglance
An open-source RAG legal assistant providing automated query answering on Indian constitutional and statutory acts.
Access structured legal information from major Indian statutes using multi-agent RAG workflows.
LawGlance is an open-source Retrieval-Augmented Generation (RAG) tool designed to answer queries on Indian laws and statutes. Built with LangChain, LangGraph, CrewAI, and Django, it helps legal researchers and citizens navigate complex acts without manual searches.
What it is
The tool embeds key legal frameworks like the Bharatiya Nyaya Sanhita, Consumer Protection Act, and Indian Constitution into ChromaDB vector storage. It processes user queries through multi-agent workflows built on LangGraph and CrewAI to retrieve relevant legal provisions.
Who it's for
It suits Indian legal practitioners, law students, and developers building specialized legal retrieval systems. It is not suitable for users seeking advice on non-Indian legal jurisdictions without performing custom data ingestion.
Key features
Multi-Agent Workflows
Coordinates complex legal retrieval and reasoning using CrewAI and LangGraph backends.
Indian Statute Coverage
Pre-indexed vector knowledge covering key acts like the Bharatiya Nyaya Sanhita and POCSO Act.
ChromaDB Vector Retrieval
Employs Retrieval-Augmented Generation via ChromaDB for semantic legal text search.
Django Interface
Provides a web application architecture backed by a Django framework.
Up and running in 3 steps
Our honest verdict
What's great
- Covers major 2023 Indian penal and procedural code updates.
- Uses modular multi-agent architecture via LangGraph and CrewAI.
- Offers a Google Colab notebook for quick experimentation.
- Built with Apache-2.0 open-source licensing.
Where it falls short
- Currently tailored primarily to Indian national acts and codes.
- Requires hosting vector databases and Python backends to run independently.
- Needs technical knowledge of LangChain and Django for customization.
Pricing & license
LawGlance is free under the Apache-2.0 license. You must cover your own hosting infrastructure, vector database storage, and LLM API costs.
Open remote AI-training roles
876 open remote AI-training roles, updated November 15, 2026; most pay $20–$170 an hour. Zekai lists them free; the application goes to the employer’s platform.
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FAQ
Which legal frameworks are pre-configured in LawGlance?
LawGlance covers the Indian Constitution, Bharatiya Nyaya Sanhita 2023, Bharatiya Nagarik Suraksha Sanhita 2023, Bharatiya Sakshya Adhiniyam 2023, and several other acts.
Can LawGlance be adapted for statutes outside India?
Yes, you can ingest customized legal documents into ChromaDB using the underlying LangChain pipeline.
