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Use as the RAG build stage of the Butterbase journey. Implements the RAG section of 02-plan.md by delegating to rag-dev. Calls manage_rag_content (create_collection, ingest_document). Skipped if the plan has no knowledge-base feature.
Passed 7 of 18 test cases with the skill, and 2 of 18 without it.
and 5 more in the full report
6 fixed3 passed either way13 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 5 test cases the skill fixed. Same model, same prompt, with and without the skill.
How is the completion of the RAG stage noted in the state tracking checklist in docs/butterbase/00-state.md?
| Checked | Without skill | With skill |
|---|---|---|
| The assistant marks - [x] rag in docs/butterbase/00-state.md. | Missed | Passed |
The instructions your model reads when the skill loads.
Stage 3g of the guided journey. Create RAG collections and ingest initial documents.
journey when current_stage: rag./butterbase-skills:journey-rag.(n/a)) if the plan has no RAG section.If docs/butterbase/03-preflight.md is missing, older than 24 hours, or 00-state.md has app_id: null, invoke butterbase-skills:journey-preflight first. Wait for it to return successfully before proceeding.
docs/butterbase/02-plan.md — the RAG section.docs/butterbase/00-state.md — for app_id.Refresh docs. Call butterbase_docs with topic: "rag". For ingestion + retrieval patterns, also WebFetch https://docs.butterbase.ai/ai/rag. Skip if cache is fresh.
Read the RAG section. Print it back: "About to set up RAG: collections=<list>. Proceed?". Wait for yes.
Invoke butterbase-skills:rag-dev via the Skill tool with the RAG plan and app_id. The wrapped skill calls manage_rag_content action: create_collection, then ingest_document for any seed sources the user provides.
Smoke: call rag_query with a representative question and show the user the top hit.
Append one line to docs/butterbase/04-build-log.md:
<ISO timestamp> rag manage_rag_content ok
Tick - [x] rag in 00-state.md, set current_stage: to the next unchecked stage.
Return to journey orchestrator (or ask "Continue to the next stage? (yes/no)").
04-build-log.md.get_document_status.rag_query — silent embedding failures are common.test cases passed, vs 2 / 18 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.