Own project
AIgentDesk
An AI assistant for n8n that troubleshoots broken automations and generates workflows you can import.
archived2025
My roleProduct lead and builder, through Aigentic Bros
- customers during its run
- Paying
- customers during its run
01The problem
n8n users get stuck debugging failing nodes and translating business logic into working workflows, and general-purpose AI gives them configurations that don't run.
02What I built
- A chat assistant grounded in n8n's documentation with retrieval, so answers match how n8n actually works
- Workflow generation that outputs JSON you can paste straight into n8n
03Key decisions
Ground answers in n8n's documentation
- Why
- The first version used general AI answers and produced node configurations that didn't work.
- Result
- Retrieval over the docs made answers specific to n8n and more reliable.
Output importable JSON, not explanations
- Why
- Users wanted something they could use immediately.
- Result
- Generated workflows paste directly into n8n.
04What I learned
- For technical users, an answer they can use right away beats an explanation of what to do.
05Stack
- Next.js
- Claude API
- RAG
- Supabase
- n8n
want the longer version?
I'm happy to walk through how I built it.