Use when the user wants web research: gathering cited, multi-angle evidence on a specific question.
Analyze exit interview data and identify retention insights and patterns
This skill should be used when the user asks to "rename a column without downtime", "drop a column safely", "add NOT NULL to a live…
Kick off international expansion planning for a new country — gathers intake, runs EOR vs. entity framing, drafts cross-functional…
Find evidenced expansion whitespace; do not assert demand.
Kotlin Multiplatform expect/actual patterns for platform-specific APIs.
Use when the user is logging, totaling, or reconstructing time and expenses for client work — especially at month-end under invoice…
Just say what you spent — your AI logs it, categorizes it, and tracks it against your budget.
Project knowledge accumulation system - learn from practice, avoid repeating mistakes
Structure a direct experience into a full learning cycle with concrete experience, reflection, and conceptual transfer.
Audit experiment integrity before claiming results.
Turn a refined research proposal or method idea into a detailed, claim-driven experiment roadmap.
Use when designing experiments for subject lines, offers, cadences, or
The student is unsure whether to use the expert opinion style or the judgment style.
Require the learner to explain a concept in their own words before the AI evaluates or extends it.
Create a durable, visual teaching artifact — plus an optional check-in (predict-then-reveal for diffs, corrected exercises) that makes it…
Output format templates for all 5 explanation modes — quick (compact), deep (full analysis with diagrams), onboarding (project guide)…
Visualize and analyze DataFusion query execution plans.
Generates a reviewer-facing HTML explanation page for the current branch's pull request, publishes it to gh-pages for public repositories…
Use when dense technical reports, status updates, incidents, errors, decisions, or prior answers need to be restated for a nontechnical…
Automatically explain every completed implementation from repository and verification evidence; also use whenever someone requests a…