backend
AI/ML
NDA Protected
Peregrine Compass - MongoDB BI LLM
Natural Language to MongoDB Query Generator
Overview
Production-ready system for converting natural language queries to MongoDB aggregation pipelines using fine-tuned LLMs. Powered by Ollama for local-first AI without API dependencies.
Key Features
- ✓100% local AI processing (no cloud dependencies)
- ✓Fine-tuned LLMs for database queries
- ✓Natural language understanding
- ✓MongoDB aggregation pipeline generation
- ✓RAG (Retrieval-Augmented Generation) support
- ✓FastAPI REST endpoints
- ✓Docker containerization
- ✓Query execution and result streaming
Outcomes & Impact
- →Reduced query writing time by 80%
- →No API costs - 100% self-hosted
- →Production-ready error handling
- →Scalable to enterprise workloads
Tech Stack
Python
backend
FastAPI
backend
Ollama
other
MongoDB
database
Mistral LLM
other
RAG
other
Docker
devops
Tags
Python
Ollama
MongoDB
FastAPI
LLM
RAG
Mistral
Project Info
Categories
backend, AI/ML
Status
Confidential