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AI Ops Tools

Practical calculators and references for engineers who run AI in production — maintained alongside the weekly show.

💰 LLM Cost Calculator

Compare API costs across Claude, GPT-5.6, and Gemini with current verified per-token pricing. Model your monthly bill.

Open calculator →

🖥️ VRAM Calculator

Can your GPU run that open-weights model? Estimate memory needs by parameter count, quantization, and context.

Open calculator →

🔌 MCP Server Directory

A curated, no-fluff directory of Model Context Protocol servers — what each connects, who maintains it, how to run it.

Browse directory →

🧪 Eval Harness Starter Kit

A minimal, provider-agnostic eval harness you can run today — the "boring reliability layer" every episode tells you to build.

Get the kit →

These tools are maintained as part of This Week in AIOps — pricing and directories get re-verified with each week's episode.