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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
53639 skills33 commands1 MCP

Claude Code

$ npx -y skills add butterbase-ai/butterbase-skills --skill journey-rag --agent claude-code

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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@butterbase-ai
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Claude Code plugin for Butterbase — the AI-Native Backend-as-a-Service. This plugin gives Claude deep knowledge of Butterbase's nearly 40 MCP tools, guides you through common workflows, and auto-configures the MCP server connection.

53639 skills1 MCP
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Questions about journey-rag.

Which coding agents can use journey-rag?
journey-rag installs in Claude Code, Codex, Cursor, Gemini CLI, GitHub Copilot, OpenCode and Windsurf with the skills CLI, using each agent's flag shown on this page. Flowy's auto-invocation, which fires a skill when your prompt matches, runs in Claude Code only.