Guides expert-level rag pipeline design implementation: ai-ml and database decision frameworks, production-ready patterns, and concrete templates for rag pipeline design workflows.
Free and open source. macOS, Windows and Ubuntu.
Add the skill to a bot, then ask your Chief of Staff:
“Use the RAG Pipeline Design skill on this: [describe the job, or paste your notes].”
The ingestion pipeline determines the maximum quality ceiling of retrieval. Poor ingestion cannot be compensated by better retrieval or generation.
Free for Mac, Windows and Ubuntu.
Open Settings → Skills and switch on RAG Pipeline Design for any bot. Or ask your Chief of Staff to pick skills for a job.
The bot reads the skill when the job calls for it, and works the way it lays out.
Guides expert-level rag pipeline design implementation: ai-ml and database decision frameworks, production-ready patterns, and concrete templates for rag pipeline design workflows.
Nothing. It ships with Murage, which is free and open source. Your bots run on the AI plan you already have.
Yes. Open it in Settings → Skills to read, edit or duplicate it. Skill Guard scans it again after every edit.
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.
No account needed · Runs on the AI plan you already pay for