QualityPilot AI

AI copilot for document search and supplier quality analysis.

Objective

QualityPilot allows querying quality procedures in natural language, finding relevant passages with a RAG architecture, and calculating supplier KPIs using tools exposed by MCP.

Related MCP server: Industrial MCP Agent Platform

Planned features

• PDF and Markdown document ingestion;

• embedding generation;

• vector storage with PostgreSQL and pgvector;

• generation of sourced answers with an LLM;

• calculation of PPM and non-conformity rate;

• MCP server exposing business tools;

• ReAct agent capable of selecting tools;

• Streamlit interface;

• mini VLM POC for image analysis;

• retrieval testing and evaluation.

Technical stack

• Python 3.12

• FastAPI

• PostgreSQL

• pgvector

• Ollama

• MCP

• Streamlit

• Docker Compose

• Git

Status

Personal project under development.

Current step

Initialization of the environment and the Git repository.