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Defines caching strategies with cache keys, TTL values, invalidation triggers, consistency patterns, and correctness checklist. Provides code examples for Redis, CDN, and application-level caching. Us…
Callback + Context Pattern (C-Specific) pattern for C development
Design Canvas LMS assignments using evidence-based learning science principles from the Four Learning Design Pillars. Use when educators want to create pedagogically sound assignments, need help writi…
Generate learning science-backed feedback templates for Canvas assignments. Use when educators need feedback templates for grading, want to create rubric comments, need encouraging feedback language a…
Internal vs external career growth paths, goal setting, career maintenance, and long-term planning for software engineers. Use when deciding between internal promotion vs external job search, setting …
Run the case feedback script to submit feedback for the current conversation. Only use when invoked by case-feedback-agent.
Expert-level category theory knowledge for rigorous mathematical reasoning. Use when working with categorical structures, functors, natural transformations, adjunctions, limits, toposes, monoidal cate…
Automatically discover cloud computing and serverless skills when working with cloud. Activates for cloud development tasks.
Optimizes CI/CD pipeline speed by implementing effective caching for dependencies, Docker layers, build outputs, and test results. Provides before/after performance metrics and best practices. Use for…
Gradually rolling out new versions to a subset of users, monitoring for issues, and expanding the rollout if everything looks healthy to minimize risk and enable fast rollback.
Audit an entire Canvas LMS course against the Four Learning Design Pillars (Clear Structure, Active Content, Continuous Practice, Intuitive UX). Use when users want to evaluate course quality, identif…
Estimates infrastructure needs based on traffic forecasts, workload analysis, and performance requirements with sizing recommendations and cost trade-offs. Use for "capacity planning", "infrastructure…
Use when users need help generating safe, tested POSIX shell commands from natural language descriptions. Guides users through command generation, safety validation, and execution workflows using Caro…
Create a git patch file from the last commit. Use when the user asks to create a patch, make a patch, generate a patch, or export a commit as a patch file.
Causal mediation analysis to identify which model components mediate specific behaviors. Use when investigating how information flows through the network and which neurons or layers are causally respo…
Automatically discover CI/CD and automation skills when working with CI/CD. Activates for cicd development tasks.
Retrieve schedules from Google Calendar. Can be activated with phrases like 'Today's schedule', 'This week's schedule', 'This month's schedule', 'Calendar schedule', 'Check schedule', etc. Period spec…
Create and collaborate on business model canvases and strategic planning templates.
Live Annotation Feedback Toolbar that overlays design review findings directly on web pages. Displays numbered badges on elements with issues, severity indicators, filtering, and screenshot capture. I…
Analyze recent conversation context and capture learnings to project knowledge files (for project-specific insights) or skills/commands/subagents (for cross-project patterns). Use when the user asks t…
Normalized schema cascade delete patterns. Handles junction tables, parent-child ordering, nullify vs delete strategies. Triggers on "cascade", "delete", "cleanup", "junction", "related records", "del…
Random cat facts and breed information from catfact.ninja (free, no API key)
Query the China Biographical Database (CBDB) API to retrieve comprehensive biographical data about historical Chinese figures. Use this skill when searching for information about Chinese historical fi…
Automatically discover container and Docker skills when working with Docker. Activates for containers development tasks.