MCP integrations
Small, typed tools that let coding agents work with external systems without turning every capability into another chatbot.
The design rule
A useful tool surface is narrow enough to understand, explicit about failure, and safe to call without hidden side effects. MCP is valuable here because it gives different agent clients a common contract.
Selected public work
What I learned
The hard part is not wrapping a function. It is choosing the right capability boundary, describing it clearly enough for a model to use, and keeping consequential actions reviewable. Good tools reduce agent freedom at the exact place where a mistake would become expensive.
The public boundary
This page covers public and portfolio-safe integrations. Private business workflows, credentials, internal services, deployment details, personal data, and operational runbooks are intentionally excluded.
Selected public repositories are available at github.com/Null-Phnix.