whanyu1212

Schedule reminders and recurring tasks using cron_add, cron_list, and cron_remove tools. Use when the user asks to set timers, reminders, periodic checks, or any time-based automation.

Interact with GitHub using the github tool (gh CLI wrapper). Use for issues, pull requests, CI status, repository info, notifications, and advanced API queries. Trigger when the user mentions GitHub repos, PRs, issues, CI, or asks to check repository activity.

Interact with Google Workspace using the google_workspace tool (gws CLI wrapper). Send, reply, forward, and triage Gmail. Manage Calendar events, Drive files, and any Google Workspace API. Use when the user asks to send emails, check inbox, schedule meetings, or interact with Google services.

Two-layer memory system with consolidated long-term memory and append-only history. Always active — provides guidance on when and how to update memory.

Create or update skills for the Krill agent. Use when designing, structuring, or writing new skills, or when improving existing ones. Covers skill anatomy, frontmatter, bundled resources, and design principles.

Get current weather and forecasts using free APIs (no API key required). Use when the user asks about weather, temperature, forecasts, or conditions for any location.

Use for deep, multi-source research, tool/library/vendor evaluation, X vs Y comparisons, state-of-the-art surveys, standards/spec analysis, architecture research, and decision briefs. Use when the user asks to research something deeply, compare options, evaluate whether to use a tool, investigate current best practices, summarize the state of a topic, or write a research brief. For a single quick lookup or one fact with a citation, use the exa-web-search skill instead.

Efficient local codebase search and reconnaissance. Use when finding where code lives, mapping a subsystem, answering architecture/flow questions from a repo, exploring an unfamiliar codebase, or doing scout-style discovery before edits. Prefer CodeGraph when available and initialized; otherwise use narrow grep/find/read loops.

Look something up on the web with Exa MCP — quick, source-backed search and page-fetch. Use when the user asks to search the web, look something up, find current/latest information, get a fact with a citation, fetch a specific page/doc, or look up a person/company/package. For a deep, multi-source, fact-checked investigation or report, use the deep-research skill instead.

Use the gh CLI for GitHub work across the software development lifecycle: planning (issues, milestones, labels), development (branches, draft PRs), review (PR review, checks, comments), release (tags, releases, changelogs), and maintenance (triage, backlog hygiene, project health). Use whenever the user asks to create or triage issues, label or route issues, review or shepherd a PR, inspect checks, manage a backlog, prepare release notes, evaluate a repo's health, or otherwise operate on a GitHub repository.

Clarifies an ambiguous request before planning or coding by stating a hypothesis, asking one focused question at a time with Pi's guess, and confirming a concise intent block. Use when the user's ask lacks who, why, success criteria, constraints, or scope; when they say 'interview me', 'grill me', or 'are we sure'; or when you would otherwise silently assume requirements.

Teach the user a new skill or concept over multiple sessions, building a durable learning workspace in the current directory. Use for any topic — a programming language, a framework, system design, data structures & algorithms / LeetCode / interview prep, a human language, a craft. Explicitly invoked with /teach.

Generates professional diagrams for educational flashcards using Python (matplotlib) or Mermaid syntax. Automatically selects the best visualization tool based on diagram type. Use when creating visual aids for flashcards or adding diagrams to learning materials.

Add new learning resources (books, articles, courses, papers) to the appropriate resources.md file. Use when user mentions adding, saving, or tracking learning materials.

Add project repository links to PROJECTS.md when user mentions completing, starting, or sharing a hands-on project. Use when user references external repos or implementation work.

Socratic coaching for DSA fundamentals and interview problems. Teaches concepts from first principles and uses progressive hints rather than revealing complete answers prematurely.

Socratic coaching for machine-learning fundamentals, NumPy-first model implementations, debugging, and ML coding interviews. Promotes incremental reasoning instead of immediately providing complete solutions.

Structured code review with actionable feedback on correctness, performance, readability, and security. Use when the user asks to review, critique, or improve code.

Deep Julia language expertise — idioms, performance tips, package ecosystem, type system, metaprogramming, and debugging. Use when the user asks Julia-specific questions or wants Julia code reviewed or written.

Use when creating, refactoring, or polishing Astro-based technical slide decks: src/pages/index.astro, src/slides, deck CSS, presentation flow, citations, cheatsheets, appendix sections, GitHub Pages base paths, responsive layout, and build verification.