MCP for Business Software: Giving AI Real Tools
How Model Context Protocol lets AI applications discover tools and resources, and why controlled tool access matters for real business workflows.
Contributor·15 posts
Writes for All Hype Digital on marketing that actually moves revenue for small businesses in the DMV.
How Model Context Protocol lets AI applications discover tools and resources, and why controlled tool access matters for real business workflows.
Why AHD uses Sentry to catch application errors and traces before a silent failure turns into a customer or operations problem.
Why AHD uses PostHog to measure what people actually do inside a custom business tool, not just how many people visited the page.
Why AHD uses Clerk when a client portal needs secure sign-in, organizations, roles, and permissions without rebuilding authentication from scratch.
Why AHD uses Vercel for many web applications: preview deployments, fast iteration, and a clean path from code review to production.
When local AI models are useful, when cloud models are better, and why AHD uses Ollama as an option rather than a default answer.
Why AHD uses Mastra when an AI system needs tools, memory, controlled workflows, and human approval instead of one isolated prompt.
Why AHD uses Inngest when business automation needs retries, waits, multi-step execution, and a reliable path through API failures.
Why AHD uses Convex when a business tool needs live data, backend logic, and less plumbing between the database and the interface.
A production workflow survives retries, duplicate events, bad data, API failures, and human exceptions without constant babysitting.
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