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README.md

Find the best RAG config before you build

Sweep embeddings × chunking × retrieval on your data — then ship the winning config first.

This is an external project guide. The runnable app lives in neomatrix369/rag-params-finder (MIT). This folder is the SIE-facing onboarding surface: short pages here, full detail in that repo.

SIE primitives used: encode (embeddings via BGE-M3 / Stella-v5 / SPLADE-v3); optional score (SIE rerank). SIE is opt-in — the default stack runs without it.

Who this is for

You are… Start here
New to SIE, found this in the gallery Getting started → SIE integration
New to rag-params-finder, want SIE embeddings Same path — then What SIE does here

Both audiences share the same local starting path (MongoDB stack, then the dashboard). After that, optionally enable a remote SIE gateway and run one example-sie.yaml sweep.

Start here

  1. Getting started — clone, prereqs, local Mongo path, dashboard
  2. SIE integration — env vars, health checks, first SIE sweep
  3. What SIE does here — models, encode/score, vs Voyage/local
  4. Troubleshooting — short FAQ + deep-links

Canonical docs in the project: QUICKSTART · SIE setup · docs index

Ports cheat sheet

Service Port Notes
API 8001 rag-params-finder server
Dashboard 5374 Experiments UI
SIE (self-hosted only) 8720 Not started by ./start-services.sh

Attribution

Built and maintained in neomatrix369/rag-params-finder under the MIT License. Screenshots and deeper guides live in that repository.