AI Builder and Product Owner at Scripttic @ Keephub.
I tinker and build, explore and automate. Lately that's mostly AI agents and the tools they use.
- toolmenu: tests MCP servers the way agents and clients meet them: the menu, the calls, the results, the sign-in, and every release after. Deterministic, no LLM, runs in CI. (why I built it)
npx toolmenu snapshot -- node dist/server.js - Keephub nodes for n8n: the official Keephub integration for n8n (source, built from my work account @niksa-KH)
- mermaid-for-jira: editable Mermaid diagrams on Jira issues, rendered natively. Runs on Forge's free tier: no server, no bill.
My field notes live at niksa.me:
- Mermaid for Jira: free Mermaid diagram editor and viewer A free editor with PNG and SVG export, and a free Jira app to keep diagrams in tickets.
- My logs told me a lie. I believed it. A log line that read the same whether or not anything changed, and the wrong conclusion built on it.
- My MCP server changed its menu at the wrong time. Now it doesn't. Why a menu that works once can fail mid-conversation, and how toolmenu catches it.
- I built 100+ tools for one MCP server. Here's what actually broke. Seven lessons on designing tools for AI agents, from 115 of them in real use.