AI Engineering

MCP Builder provides a methodology for designing, implementing, testing, and deploying Model Context Protocol servers so AI assistants can connect external tools, resources, and prompts.

Subagent-Driven Development executes an implementation plan by dispatching a fresh subagent for each task, reviewing each task for spec compliance and code quality, and ending with a broad branch-wide review. Use it when executing a plan of largely independent tasks in the current session.

Using Superpowers enforces checking and invoking relevant skills before any response or action, including clarifying questions. Use it at the start of any conversation when working with the Superpowers skill library.

Writing Plans creates detailed implementation plans that break down multi-step coding tasks into small, testable steps with exact files, code, and tests, so another agent or developer can execute them without context.

Writing Skills guides creating and validating agent skills using test-driven development. Use when creating new skills, editing existing skills, or verifying a skill before deployment.

App Builder SDK builds new holaOS apps using five backend primitives (connection, resource, action, sync, start) and optionally adds a shadcn dashboard UI. Use it when a user requests an integration-only module like Slack or Discord, or a dashboard app with a workspace pane.

Capability Creator bundles one or more skills and the integrations they need into a single named, installable workspace capability. Use it when the user wants to create a capability that delivers a specific outcome across tools and platforms.

Customize Capability modifies an already-installed workspace capability by adding or editing its MCP servers, skills, integrations, or agent guidance. Use it when a user wants to customize, change, or extend an existing capability, such as giving its agent new MCP tools.

Video Generator turns a text description into a short video or motion clip by producing a detailed video prompt for AI video generation. Use it for social clips, product motion, b-roll, or animated backgrounds when the deliverable moves.

Image Generator creates custom images, graphics, and visual content using AI image generation. Use it for social graphics, blog hero images, thumbnails, and illustrations when no design team is available.

Health audits agent configuration and AI maintainability for instruction/config drift, hooks/MCP, verifier coverage, and AI coding rot. Use it when someone asks to audit Claude, Codex, Pi, agent instructions, tools, or verifiers in any language.

Think turns rough ideas into approved, decision-complete plans with validated structure before coding. Use it for planning, architecture, design direction, feasibility, value judgment, or deciding whether a feature is worth building before implementation.