MURAGE
How it worksFeaturesSolutionsUse casesComparePricingDocs
DownloadDownload
MURAGE

An AI Chief of Staff and a team that does the work. Free and open source, from Ferrox Labs.

Product

  • Features
  • How it works
  • Engines and apps
  • Privacy and security
  • Pricing
  • Murage Cloud
  • Download
  • Changelog
  • FAQ

Solutions

  • Solopreneurs
  • Founders and startups
  • Agencies
  • Ecommerce
  • Small business
  • Creators and educators
  • Developers
  • SaaS
  • Nonprofits
  • Consultants and freelancers
  • Customer success teams
  • Legal and professional services
  • Small teams
  • Sales teams
  • Operations managers
  • Industries
  • Use cases
  • Build your team

Compare

  • vs Claude Code
  • vs Codex (ChatGPT Work)
  • vs Claude (Cowork)
  • vs Paperclip
  • vs OpenClaw
  • vs Hermes Agent
  • vs Manus
  • vs Genspark
  • vs n8n
  • vs Zapier
  • vs Grok Bot
  • vs Viktor
  • vs Lindy
  • vs Tasklet

Resources

  • Docs
  • Team library
  • Skill library
  • AI Chief of Staff
  • How we test
  • Limits
  • Switching to Murage
  • Open source
  • Blog
  • Release notes

Company

  • About
  • Partners
  • Enterprise
  • Contact
  • Privacy
  • Terms
  • Cookies
© 2026 Ferrox Labs. Murage is open source under AGPL-3.0.
AI and machine learning skills

RAG Architect

RAG system design covering document chunking strategies, embedding model selection, vector database selection (Pinecone, Weaviate, Chroma, pgvector), retrieval strategies (hybrid search, re-ranking), context window packing, and assessment of faithfulness and relevance.

Download Murage

Free and open source. macOS, Windows and Ubuntu.

Try it

Add the skill to a bot, then ask your Chief of Staff:

“Use the RAG Architect skill on this: [describe the job, or paste your notes].”

Retrieval-Augmented Generation (RAG) enhances LLM outputs by grounding them in external knowledge. A well-architected RAG system requires careful decisions across ingestion, indexing, retrieval, and generation stages. This skill covers production-grade RAG design from document processing through quality assessment.

What it covers

  • RAG Architecture Layers
  • Document Chunking Strategies
  • Embedding Model Selection
  • Vector Database Selection
  • Retrieval Strategies
  • Context Window Packing
  • Question
  • Quality Assessment Framework

Skill Guard: clean

Scanned and clear. A bot can use it as soon as you add it.

Subject
AI and machine learning
Level
intermediate
License
Apache-2.0
ai-mldeep-learningguide

How to use it.

  1. 1

    Download Murage

    Free for Mac, Windows and Ubuntu.

  2. 2

    Add the skill

    Open Settings → Skills and switch on RAG Architect for any bot. Or ask your Chief of Staff to pick skills for a job.

  3. 3

    Give it a job

    The bot reads the skill when the job calls for it, and works the way it lays out.

Put this skill to work.

  • ResearchAsk a real question. Get one page with sources.
  • Skill GuardEvery skill is scanned before a bot can use it.

Questions.

What is the RAG Architect skill?+

RAG system design covering document chunking strategies, embedding model selection, vector database selection (Pinecone, Weaviate, Chroma, pgvector), retrieval strategies (hybrid search, re-ranking), context window packing, and assessment of faithfulness and relevance.

How much does it cost?+

Nothing. It ships with Murage, which is free and open source. Your bots run on the AI plan you already have.

Can I change it?+

Yes. Open it in Settings → Skills to read, edit or duplicate it. Skill Guard scans it again after every edit.

More AI and machine learning skills.

  • AI Automation BuilderComprehensive guide to building AI-powered automation workflows using n8n, Zapier, Make, and custom agent frameworks covering integration patterns.
  • AI Coding Assistant Power UserMaster guide to maximizing productivity with AI coding assistants including GitHub Copilot, Cursor and Claude Code.
  • AI Image Generation MasterExpert-level guide to AI image generation across Midjourney, DALL-E, and Stable Diffusion covering prompt engineering for visual output and style control.
  • AI Prompt CrafterAdvanced prompting techniques for any AI model covering system prompts, chain-of-thought reasoning, few-shot examples and structured output formats.
  • Email ProductivityEmail management mastery covering Inbox Zero methodology, filter and label systems, template libraries and batch processing workflows.
  • Embedding EngineerVector embedding specialist covering embedding model comparison, dimensionality reduction, similarity metrics (cosine, euclidean and dot product).

All AI and machine learning skills

Give your first job to Murage.

Download the free app, connect the AI you already pay for, and tell your Chief of Staff what needs doing. Plan on about ten minutes from install to a working team.

Free · Download Murage

No account needed · Runs on the AI plan you already pay for