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McCandless Consulting LLC

Helping software businesses grow faster with data and automation.

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Your Favorite Software Has Gaps. MCP Fills Them.

How I used Claude and a Model Context Protocol to solve a problem my property management software couldn't — and why this pattern matters for every SaaS tool you use.

I Built a Live Webpage in 15 Minutes with AI

Most teams are driving a Ferrari like a go-kart

Which AI Tools Do I Actually Use for Development?

Hint: a penguin and a lobster.

AI Didn't Replace My Creativity — It Removed the Barriers to It

How I built a Claude Cowork skill to publish across three platforms with one command

How to win with AI.

If you're not technical, that might be an advantage.

Hot take: Don't become a data scientist. Become a data engineer.

Why production engineers are the last laid off — and why data engineers hold the same position in today's AI-driven data world.

I Might Be the User Wall Street Is Afraid Of

Sorry, QuickBooks. Thank you, Cursor.

Thank a gamer for the aid of AI

How kids chasing better graphics accidentally funded the hardware revolution behind modern AI (and why 2012 was the real turning point)

Snowflake Intelligence Is a Tipping Point

Why Snowflake Intelligence can finally deliver self-serve BI

How We Implemented dbt on Snowflake for a $1B Business

What worked, what surprised us, and why finance loved it