🚀 What Is LegalEase AI?

LegalEase AI is a full-stack legal research assistant that:

• Performs fast, intelligent semantic search across legal documents
• Answers natural language legal questions using a Gemini-powered agent
• Supports metadata filtering and document classification
• Includes both a CLI and Flask web UI
• Uses MindsDB for all intelligent querying and indexing

🧱 Stack I Used

🔍 Key Features

1. Semantic Search via MindsDB KB

SELECT *
FROM legal_kb_pg
WHERE content LIKE 'Miranda rights'
AND metadata['category'] = 'Criminal Law';

2. PGVector Indexing

CREATE INDEX ON KNOWLEDGE_BASE legal_kb_pg;

3. Scheduled Job Ingestion

CREATE JOB ingest_from_csv
AS (
  INSERT INTO legal_kb_pg
  SELECT * FROM files.legal_docs
  WHERE doc_id > LAST;
)
EVERY 1 HOUR;

4. Gemini Agent with KB Attached

CREATE AGENT legal_gemini_agent
USING
  model = 'gemini-2.0-flash',
  google_api_key = '<your-key>',
  include_knowledge_bases = ['legal_kb_pg'],
  prompt_template = 'You are LegalEase AI, a legal research assistant. Question: {{question}}';

📸 User Interface

• /search: Ask legal questions and see search results with relevance scores.
• /agent: Ask natural questions like "What happened in Roe v. Wade?"
• /upload: Insert new legal documents into the KB.
• /jobs: View or create automatic ingestion jobs.
• /initialize: Create your KB and Agent in one click.

All queries are handled via MindsDB and routed through Gemini and Ollama for reasoning + embeddings.

🐞 Bug Report & Open Source Contribution

I also discovered and reported a real-world issue while integrating MindsDB and Ollama:

🔗 View my GitHub Issue on MindsDB

This was a great experience contributing back to a platform that’s been super helpful.

📁 GitHub Repository

🔗 https://github.com/sharmachaitanya945/legalease

Includes:

• README.md with setup instructions
• queries.py for full KB + agent automation
• styles.css, templates, SUBMISSION.md, and CONTRIBUTING.md

💬 Want to Collaborate?

I’d love to work with others on expanding this project:

• Add chat memory
• Create an LLM Router
• Multi-KB and table question merging

🧑‍💻 See CONTRIBUTING.md

🧠 Summary

LegalEase AI shows how MindsDB can power:

• Embedded knowledge search
• Semantic metadata filtering
• RAG-style agentic reasoning
• A full legal research pipeline!

Thanks to the MindsDB team and this amazing community 🙏

Happy to answer any questions or hear your feedback below! 👇

Built with ❤️ by sharmachaitanya945 using MindsDB, Ollama, Gemini & Flask.