Automation consultant. I build AI-powered workflows using Claude, n8n, and open-source tools. Sharing practical guides on AI agents, no-code automation, and cost optimization.
The live dependency graph visualization is what sets this apart from standard code search tools. Being able to see how modules connect in real-time while asking questions gives you spatial context that grep/ripgrep simply can't provide.
One use case I'd love to see explored: using this for onboarding new team members. Instead of spending days reading through unfamiliar codebases, you could literally ask "how does authentication flow through this app?" and get a visual map. The combination of LLM understanding + graph visualization could compress weeks of code archaeology into hours.
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The live dependency graph visualization is what sets this apart from standard code search tools. Being able to see how modules connect in real-time while asking questions gives you spatial context that grep/ripgrep simply can't provide.
One use case I'd love to see explored: using this for onboarding new team members. Instead of spending days reading through unfamiliar codebases, you could literally ask "how does authentication flow through this app?" and get a visual map. The combination of LLM understanding + graph visualization could compress weeks of code archaeology into hours.