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Glossary term

MCP-native

Describes a product whose data and actions are reachable directly from an AI assistant over MCP, rather than only through its own web dashboard. Many tools now offer an MCP server, so what matters is how writes are controlled, what each caller can see, and whether agent actions are audited. Why it matters: It decides whether cost data reaches engineers where they work or waits for someone to open a dashboard.

3 lesson references ← Back to glossary
Where it appears

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Each row is a lesson that uses this term. The lesson where it first appears is the canonical definition.

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Foundations takes about five hours. The first lesson is nine minutes.

Free curriculum. No paywall. 290 lessons across 7 courses, plus an optional 24-lesson beginner course. Browse every course without an account; a free account opens the lessons, saves your progress and opens the exams for three publicly verifiable credentials. Read it on the train, take the exam on a Saturday, list the credential on your résumé Monday.

5h median time to finish Foundations
free account, every course, no paywall
3 certifications, each with a public verifier
Multi-cloud automation· Production-ready in 30 min· SOC 2 · ISO 27001· 20–60% off the bill, first month· 4 platforms · 1 console· Multi-cloud automation· Production-ready in 30 min· SOC 2 · ISO 27001· 20–60% off the bill, first month· 4 platforms · 1 console·