Blockify Integration
iternal-technologies-partners/blockify-agentic-data-optimization
Process documents with Blockify API to create optimized IdeaBlocks for RAG.
Use as the RAG build stage of the Butterbase journey. An agent skill from butterbase-ai/butterbase-skills.
Install Journey RAG
$ npx skills add butterbase-ai/butterbase-skills --skill journey-rag -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install butterbase-ai/butterbase-skills journey-rag --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/butterbase-ai/butterbase-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/journey-rag .claude/skills/journey-rag && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "journey-rag" agent skill from https://github.com/butterbase-ai/butterbase-skills/tree/main/skills/journey-rag into .claude/skills/journey-rag/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "journey-rag", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/butterbase-ai/butterbase-skills/tree/main/skills/journey-ragType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add butterbase-ai/butterbase-skills --skill journey-rag -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install butterbase-ai/butterbase-skills journey-rag --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/butterbase-ai/butterbase-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/journey-rag .agents/skills/journey-rag && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "journey-rag" agent skill from https://github.com/butterbase-ai/butterbase-skills/tree/main/skills/journey-rag into .agents/skills/journey-rag/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "journey-rag", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add butterbase-ai/butterbase-skills --skill journey-rag -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install butterbase-ai/butterbase-skills journey-rag --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/butterbase-ai/butterbase-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/journey-rag .cursor/skills/journey-rag && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "journey-rag" agent skill from https://github.com/butterbase-ai/butterbase-skills/tree/main/skills/journey-rag into .cursor/skills/journey-rag/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "journey-rag", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/butterbase-ai/butterbase-skills.git --path skills/journey-rag--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add butterbase-ai/butterbase-skills --skill journey-rag -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install butterbase-ai/butterbase-skills journey-rag --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/butterbase-ai/butterbase-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/journey-rag .gemini/skills/journey-rag && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "journey-rag" agent skill from https://github.com/butterbase-ai/butterbase-skills/tree/main/skills/journey-rag into .gemini/skills/journey-rag/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "journey-rag", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install butterbase-ai/butterbase-skills journey-ragInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add butterbase-ai/butterbase-skills --skill journey-rag -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/butterbase-ai/butterbase-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/journey-rag .github/skills/journey-rag && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "journey-rag" agent skill from https://github.com/butterbase-ai/butterbase-skills/tree/main/skills/journey-rag into .github/skills/journey-rag/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "journey-rag", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add butterbase-ai/butterbase-skills --skill journey-rag -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install butterbase-ai/butterbase-skills journey-rag --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/butterbase-ai/butterbase-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/journey-rag .opencode/skills/journey-rag && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "journey-rag" agent skill from https://github.com/butterbase-ai/butterbase-skills/tree/main/skills/journey-rag into .opencode/skills/journey-rag/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "journey-rag", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
journey-rag- GitHub stars
- 534
- Token cost
- ~518 tokens
- SKILL.md length
- 223 words
- Files
- 1
- Skills in repo
- 39
- Repo updated
- First seen
- Licence
- MIT
At a glance
Use as the RAG build stage of the Butterbase journey. An agent skill from butterbase-ai/butterbase-skills.
- Works in 7 steps: Refresh docs. Call butterbase_docs with… → Read the RAG section. Print it back:… → Invoke butterbase-skills:rag-dev via the… → …
- Tasks that involve Retrieval-augmented generation
- SKILL.md covers When to use, Preflight, Inputs and Procedure, plus 2 more sections
- Reaches docs.butterbase.ai
What it does
Journey RAG is an agent skill from butterbase-ai/butterbase-skills. Use as the RAG build stage of the Butterbase journey. Implements the RAG section of 02-plan.md by delegating to rag-dev. Calls manageragcontent (createcollection, ingestdocument). Skipped if the plan has no knowledge-base feature.
Its SKILL.md is about 520 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in AI & LLM Engineering, covering Retrieval-augmented generation and Knowledge bases. The repository describes itself as: Plugin for Butterbase.ai. The licence is MIT.
When your agent uses it
- Tasks that involve Retrieval-augmented generation
- Tasks that involve Knowledge bases
Example prompts
- “/journey-rag”
Workflow steps
7 steps, taken from the first numbered list in SKILL.md.
- Refresh docs. Call butterbase_docs with topic: "rag". For ingestion + retrieval patterns, also WebFetch https://docs.butterbase.ai/ai/rag…
- Read the RAG section. Print it back: "About to set up RAG: collections=. 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…
- 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
- 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)").
What it can do on your machine
Read from SKILL.md and the folder at commit aa8ae69. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
Network
Hosts in commands or code, which the agent is likely to contact:
docs.butterbase.ai
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Journey RAG loads about 518 tokens when it runs. Until then it costs about 62 tokens; SKILL.md has 223 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
SKILL.md
The full file from butterbase-ai/butterbase-skills at commit aa8ae69, republished under its MIT licence (© butterbase-ai). 223 words, ~518 tokens.
Download SKILL.mdSave it as
.claude/skills/journey-rag/SKILL.md (or your agent's skills folder).- 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
journeywhencurrent_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— forapp_id.
Procedure
Refresh docs. Call
butterbase_docswithtopic: "rag". For ingestion + retrieval patterns, also WebFetchhttps://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 foryes.Invoke
butterbase-skills:rag-devvia the Skill tool with the RAG plan andapp_id. The wrapped skill callsmanage_rag_content action: create_collection, theningest_documentfor any seed sources the user provides.Smoke: call
rag_querywith 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 okTick
- [x] ragin00-state.md, setcurrent_stage:to the next unchecked stage.Return to
journeyorchestrator (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.
© butterbase-ai, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
Just SKILL.md in skills/journey-rag of butterbase-ai/butterbase-skills.
Open the folder on GitHubat commit aa8ae69
Compare with similar skills
Journey RAG next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Journey RAG this skillbutterbase-ai/butterbase-skills | 534 | — | ~518 | Automated safety check: Pass | MIT | |
| Blockify Integrationiternal-technologies-partners/blockify-agentic-data-optimization | 315 | — | ~6.2k | Automated safety check: Notes | Custom licence | |
| RAG Check Firstlyonzin/knowledge-rag | 292 | — | ~1.4k | Automated safety check: Pass | MIT | |
| Agentsop Difyagentsope/SkillAlchemy | 436 | — | ~5.4k | Automated safety check: Notes | MIT | |
| Sc QAopen-edge-platform/edge-ai-suites | 140 | — | ~2.3k | Automated safety check: Pass | Apache-2.0 | |
| RAG AssistantAtmosphere/atmosphere | 3.8k | — | ~504 | Automated safety check: Pass | Apache-2.0 |
Similar skills
RAG Check First
lyonzin/knowledge-rag
Before answering any technical question, code request, architecture decision, or factual claim, call searchknowledge to check the local corpus.
Agentsop Dify
agentsope/SkillAlchemy
SOP for building LLM applications on Dify — visual workflow + chatflow + agent + RAG knowledge base + plugin marketplace + observability, self-hostable.
Sc QA
open-edge-platform/edge-ai-suites
Ask a natural-language question against indexed content via the Content Search RAG Q&A endpoint.
RAG Assistant
Atmosphere/atmosphere
Knowledge base assistant that retrieves and cites documents from a curated index.
RAG Onboard Context
lyonzin/knowledge-rag
At the start of every new session or when the topic shifts significantly, probe the knowledge base to learn what is indexed.
More from butterbase-ai/butterbase-skills
All 39 skills in this repoAI
butterbase-ai/butterbase-skills
A skill your agent uses when calling the app's AI gateway from agent tools — chat completions, embeddings, listing models, configuring defaults or BYOK, reading token/cost usage
Auth Setup
butterbase-ai/butterbase-skills
A skill your agent uses when configuring OAuth providers (Google/GitHub/Apple/X/etc.), setting up post-login auth hooks, tuning JWT lifetimes, or generating service API keys
Build App
butterbase-ai/butterbase-skills
A skill your agent uses when building a new Butterbase app from scratch, creating a full-stack application, or when the user asks to set up a complete backend with database, auth, and deployment
Contributing
butterbase-ai/butterbase-skills
A skill your agent uses when contributing to the Butterbase codebase, adding new MCP tools, creating API routes, writing migrations, or understanding the monorepo architecture
Debug Rls
butterbase-ai/butterbase-skills
A skill your agent uses when users report access denied errors, see wrong data, RLS policies are not working, or when troubleshooting Row-Level Security issues in Butterbase
Deploy Frontend
butterbase-ai/butterbase-skills
A skill your agent uses when deploying a frontend (React, Next.js, or static HTML) to a live URL on Butterbase, or when troubleshooting deployment issues like MIME type errors or blank pages
Related
Categories
Questions about Journey RAG
What does Journey RAG do?
Use as the RAG build stage of the Butterbase journey. An agent skill from butterbase-ai/butterbase-skills. Journey RAG is an agent skill from butterbase-ai/butterbase-skills. Use as the RAG build stage of the Butterbase journey.
When should I use Journey RAG?
Journey RAG fits situations like: tasks that involve Retrieval-augmented generation; tasks that involve Knowledge bases.
How do I install Journey RAG in Claude Code?
Run `npx skills add butterbase-ai/butterbase-skills --skill journey-rag -a claude-code`. Or copy the skill folder (skills/journey-rag in butterbase-ai/butterbase-skills) into .claude/skills/journey-rag in your project. Claude Code loads it when a task matches its description.
How do I install Journey RAG in Codex?
Run `npx skills add butterbase-ai/butterbase-skills --skill journey-rag -a codex`. Or copy the skill folder (skills/journey-rag in butterbase-ai/butterbase-skills) into .agents/skills/journey-rag in your project. Codex loads it when a task matches its description.
Can I use Journey RAG in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add butterbase-ai/butterbase-skills --skill journey-rag -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/journey-rag, .gemini/skills/journey-rag, .github/skills/journey-rag and .opencode/skills/journey-rag in your project.
What does Journey RAG need to run?
SKILL.md names no scripts, command-line tools or credentials: Journey RAG is instructions for the agent only.
Does Journey RAG access the network?
SKILL.md names 1 domain. In commands or code: docs.butterbase.ai; the agent is likely to contact it when it follows the instructions. This is read from the text; nothing was executed.
Is Journey RAG safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
What licence does Journey RAG use?
Journey RAG is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Journey RAG use?
About 518 tokens (SKILL.md is roughly 2.1k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Journey RAG?
Skills that share tags, products or a category with Journey RAG: Blockify Integration (iternal-technologies-partners/blockify-agentic-data-optimization, 315 stars), RAG Check First (lyonzin/knowledge-rag, 292 stars), Agentsop Dify (agentsope/SkillAlchemy, 436 stars) and Sc QA (open-edge-platform/edge-ai-suites, 140 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Journey RAG?
butterbase-ai (a GitHub organization) maintains it in butterbase-ai/butterbase-skills, which has 534 GitHub stars. The repository holds 39 skills in this directory. The repository was last updated on October 5, 2026.
Source: butterbase-ai/butterbase-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.