The AI Operator's Toolkit
8 interactive tools built from 222 lessons of hands-on AI operations. Not curated links — original IP you can use right now.
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Interactive Tools
CLAUDE.md Generator
Answer 9 questions about your project. Get a production-ready agent constitution — stack, git rules, quality gates, and anti-patterns included.
📊 2,847 files generated
Open toolModel Routing Calculator
Input your task type, volume, and quality floor. Get the recommended model tier with cost estimates across Claude, GPT, and Gemini.
📊 1,203 calculations
Open toolLLM Cost Estimator
Calculate AI API costs across providers. Compare Claude, OpenAI, and Gemini. Optimize with caching and batch processing.
📊 3,412 estimates
Open toolCCA Practice Exam
20 timed, scenario-based questions across all 5 CCA exam domains. Score breakdown, explanations, and academy lesson links.
📊 891 exams taken
Open toolReference Guides
Prompt Pattern Library
12 production prompt patterns — searchable, with copy-paste templates and real examples. From Role-Context-Task to Validation-Retry loops.
📊 12 patterns · 4,621 copies
Open toolAI Stack Audit Checklist
24-point interactive checklist across the 6-layer AI OS model. Assess your infrastructure maturity. Links to the academy lessons that fill each gap.
📊 1,156 audits
Open toolAgent Architecture Decision Tree
Answer 5 questions: tool, script, single agent, or multi-agent fleet? Interactive flowchart with recommendations.
📊 2,089 decisions
Open toolCCA Quick Reference Card
Everything for the CCA exam on one page. 5 domains, 10 anti-patterns, 6 scenarios, key concepts. Print-friendly.
📊 1,743 views
Open toolDecision Frameworks
Ready to go deeper?
These tools are the entry point. The Academy and Skills Library are where operators sharpen the edge.