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/journey-rag

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.

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butterbase-skills
53239 skills33 commands1 MCP
Install
$ npx -y skills add butterbase-ai/butterbase-skills --skill journey-rag --agent claude-code

How it fires

How this skill gets triggered: by you, by Claude, or both.

  • Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
  • You can call itInvoke it directly when you want it.
  • Slash command/journey-rag

Context preview

The summary Claude sees to decide when to auto-load this skill.

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.

SKILL.md

journey-rag.SKILL.md
name: journey-rag
description: 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.

Journey: RAG

Stage 3g of the guided journey. Create RAG collections and ingest initial documents.

When to use

  • Dispatched by `journey` when `current_stage: rag`.
  • Directly via `/butterbase-skills:journey-rag`.
  • Skipped (annotated `(n/a)`) if the plan has no RAG section.

Preflight

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.

Inputs

  • `docs/butterbase/02-plan.md` — the RAG section.
  • `docs/butterbase/00-state.md` — for `app_id`.

Procedure

0. **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.

1. Read the RAG section. Print it back: `"About to set up RAG: collections=<list>. Proceed?"`. Wait for `yes`. 2. 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. 3. Smoke: call `rag_query` with a representative question and show the user the top hit. 4. Append one line to `docs/butterbase/04-build-log.md`: `<ISO timestamp> rag manage_rag_content ok` 5. Tick `- [x] rag` in `00-state.md`, set `current_stage:` to the next unchecked stage. 6. Return to `journey` orchestrator (or ask `"Continue to the next stage? (yes/no)"`).

Outputs

  • Created RAG collections, ingested seed docs.
  • One line in `04-build-log.md`.

Anti-patterns

  • ❌ Ingesting huge document sets in a single call — chunk and poll `get_document_status`.
  • ❌ Skipping the smoke `rag_query` — silent embedding failures are common.
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