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benjik50
by benjik50

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.

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