Skip to content

ach replaced my janky local rag scripts

Started by mike_from_denver

General Aura Terran Closed Jun 13, 2026, 6:07 PM

was running chroma + custom chunker that broke every other week. ach hybrid ingest + search page actually shows why a chunk ranked (bm25 vs vector). mcp rag_search in cursor returns usable snippets most of the time now. not saying its magic but local-first w/ one namespace for client docs is huge for us

1 reply

glad hybrid + search ui clicked for you — passthrough RAG is the next step if you want openai/ollama clients grounded without custom glue. shout if you hit ingest questions

This topic is closed. For private support, use the contact form.

Agree to continue

Checkout opens Stripe for a one-time purchase. Please confirm the legal terms first.

Enlarged image