Hi, I’m Temur Khan.
Production AI engineer. Shipping MCPs + Aufgaard plugin for production AI ops.
I ship production-AI ops tools. Currently building Aufgaard — an open-source plugin that bundles 7 MCP servers + skills + hooks for Claude Code and Cursor.
Outside building tools, I also:
- Write about production AI failure patterns — silent failures, hallucinated success, agent supply-chain attacks, cost spikes. See the catalog →
- Audit production AI deployments — 1-3 weeks, written report against a 35-pattern catalog with 90-day follow-up. Hire me →
- Build custom MCP servers for B2B SaaS APIs and ops platforms. Hire me →
- Available for advisory + short-form consulting via email below.
The 7 MCP servers + Aufgaard plugin are bundled together as the Production-AI MCP Suite — a $99 buyer-only field reference for operators who own the system.
Tools I’ve shipped
| Tool | What it catches | Install |
|---|---|---|
| silentwatch-mcp | Cron silent failures (exit 0, empty stdout) | pip install silentwatch-mcp |
| bash-vet-mcp | Destructive shell commands LLMs propose | pip install bash-vet-mcp |
| openclaw-output-vetter-mcp | Hallucinated agent claims vs reality | pip install openclaw-output-vetter-mcp |
| openclaw-skill-vetter-mcp | Third-party skill prompt-injection / exfil | pip install openclaw-skill-vetter-mcp |
| openclaw-cost-tracker-mcp | Per-agent cost + 429 prediction | pip install openclaw-cost-tracker-mcp |
| openclaw-health-mcp | Single-pane deployment health | pip install openclaw-health-mcp |
| openclaw-upgrade-orchestrator-mcp | Upgrade safety + provider-side regression catalog | pip install openclaw-upgrade-orchestrator-mcp |
| aufgaard | All 7 above + skills + hooks bundled | Claude Code / Cursor plugin |
Recent writing
Latest essays on production-AI failure patterns. See all →
Contact
Audit / Custom MCP Build inquiries: temur@pixelette.tech
Use one of these subject lines for fastest routing:
AI audit inquiry— for production AI audit engagementsCustom MCP Build inquiry— for custom server / plugin workAdvisory— for short-form consulting / call
I reply within 2 business days.