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https://github.com/chernistry/meulex

'MEU-lex' | Slack‑native agentic RAG copilot boilerplate
https://github.com/chernistry/meulex

boilerplate copilot copilot-enabled integration llm retrieval-augmented-generation slack

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'MEU-lex' | Slack‑native agentic RAG copilot boilerplate

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# Meulex

Meulex is an archived blueprint for a compliance-aware, Slack-native agentic RAG copilot.
It is here as a reference kit, not as a promise that production will be a quiet afternoon.

## Quick Start

Run `cp .env.example .env && docker compose up -d && uvicorn meulex.api.app:app --reload` to bring up the local stack.
For code-first work, install the project dependencies, start the API, then ingest content before expecting wisdom.

## How It Works

The flow is straightforward: ingest documents, retrieve with hybrid search, generate grounded answers, and ship telemetry the whole way through.
FastAPI, LangGraph, Qdrant, Redis, Slack hooks, and observability are already wired as a working blueprint.

## Perks

- Strong reference architecture for privacy-aware RAG with Slack delivery.
- Hybrid retrieval, observability, and security hooks already sketched in.
- Useful when you want a serious starting point without pretending the hard parts have vanished.

Built by Alex Chernysh — alex@hireex.ai