observable-gepa-migration
Migrate DSPy GEPA usage in DSPy from the original to gepa-observable. This makes it possible for teams to clearly review each iteration and the lineage to understand how their prompt is evolving. The repository offers a web dashboard for monitoring, but requires a custom GEPA fork that provides custom observers and LM call logging. Use when developers want to add observability to GEPA optimization.
gepa-demo
Guide users who want to optimize their LLM prompts. We will interact with them, understanding their datasets and grader requirements, and finally writing DSPy code to optimize their prompt (using a custom implementation of the GEPA algorithm).
aippt
AIPPT - 基于模板定制化生成 PPT。垫图约束风格 → 提示词替换内容 → AI 生图 → 打包 PPTX。
kirby-headless-api
Exposes Kirby content to headless clients using the API, KQL, and JSON representations. Use when building API endpoints, KQL queries, or headless frontends.
kirby-i18n-workflows
Manages Kirby multi-language workflows, translations, and localized labels. Use when dealing with languages, translation keys, placeholders, or importing/exporting translations.
kirby-ide-support
Improves IDE autocomplete and static analysis in Kirby projects with PHPDoc hints and Kirby IDE helper generation. Use when types are missing or IDE support is degraded.
kirby-collections-and-navigation
Builds Kirby listings, pagination, search, filtering/sorting/grouping, and navigation menus. Use when implementing collection logic in templates/controllers/snippets.
kirby-performance-and-media
Improves Kirby performance and media delivery (cache tuning, CDN, responsive images, lazy loading). Use when optimizing page speed, caching, or image handling.
kirby-project-tour
Maps a Kirby project using Kirby MCP tools/resources, including roots, templates, snippets, controllers, models, blueprints, plugins, runtime status, and key config. Use when a user wants a project overview, file locations, or a quick orientation before making changes.
kirby-routing-and-representations
Implements custom Kirby routes and content representations (.json/.xml/.rss), including redirects, sitemap endpoints, and URL pattern filtering. Use when building endpoints, redirects, or representation templates that change how URLs resolve.
kirby-upgrade-and-maintenance
Upgrades Kirby and maintains dependencies safely using composer audit, plugin compatibility checks, and official docs. Use when updating Kirby versions or making maintenance changes that affect runtime.
kirby-security-and-auth
Secures Kirby sites with access restriction, user roles, permissions, and protected downloads. Use when implementing login/role-based access, permissions, or file protection.
kirby-panel-and-blueprints
Designs Kirby blueprints and Panel UI, including blueprint reuse/extends, programmable blueprints, and custom Panel fields/sections/areas. Use when changing the Panel experience or schema.
kirby-content-migration
Plans and applies safe Kirby content migrations using runtime content tools, update schemas, and explicit confirmation. Use when users need to rename/move/transform fields, clean up content, or bulk-update pages/files across languages.
kirby-debugging-and-tracing
Diagnoses Kirby rendering/runtime issues using MCP runtime rendering, dump traces, and template/snippet/controller indexes. Use when outputs are wrong, errors occur, or tracing execution paths is required.
kirby-scaffold-page-type
Scaffolds a new Kirby page type (blueprint + template, optional controller/model) using project roots, index tools, and Panel field/section references. Use when creating a new page type or extending an existing blueprint/template.
kirby-forms-and-frontend-actions
Implements frontend forms and actions in Kirby (contact forms, file uploads, email with attachments, creating pages from frontend). Use when handling user input or building submission flows.
universal-elements
Use when animating any UI element not covered by specific skills, or when applying general animation principles across multiple element types
education-learning
Use when designing animations for educational platforms, e-learning, tutoring apps, or skill-building experiences
scroll-animations
Use when triggering animations on scroll - reveal effects, parallax, sticky headers, progress indicators, or any scroll-linked motion.
loading-states
Use when indicating progress or waiting - spinners, progress bars, skeleton screens, shimmer effects, or any animation showing the system is working.
hover-interactions
Use when creating mouse hover effects - button highlights, card lifts, link underlines, image zooms, or any pointer-triggered animation.
gesture-responses
Use when responding to touch or click interactions - button presses, drag feedback, swipe responses, tap ripples, or any direct manipulation animation.
feedback-indicators
Use when confirming user actions - success checkmarks, error alerts, form validation, save confirmations, or any animation acknowledging what the user did.
exit-animations
Use when elements need to leave the screen - closing modals, dismissing notifications, removing items, page transitions out, or any "leaving view" animation.
entrance-animations
Use when elements need to appear on screen - page loads, modals opening, items being added, content reveals, or any "coming into view" animation.
continuous-loops
Use when creating ongoing animations - loading spinners, pulsing indicators, ambient motion, background effects, or any animation that repeats indefinitely.
attention-grabbers
Use when drawing user focus - notification badges, new feature highlights, error callouts, promotional banners, or any animation meant to attract attention.
Animation Principles - Universal Reference
Use when discussing animation principles with users of unknown skill level, or when providing a balanced reference that works for any experience level
Animation Principles - Troubleshooting
Use when animation feels wrong and you need to diagnose which principle is failing or being misapplied
universal-fallback
Use when the animation domain is unclear or spans multiple contexts—provides general-purpose Disney animation principle guidance.
presentations
Use when creating Keynote, PowerPoint, Google Slides animations, or any presentation motion design work.
page-transitions
Use when implementing route changes, view transitions, modal opens/closes, or navigation animation in web and mobile applications.
mobile-touch
Use when designing iOS/Android gestures, haptic feedback, touch interactions, or native mobile animations.
micro-interactions
Use when designing small UI feedback moments like button states, toggles, form validation, loading indicators, or notification badges.
game-development
Use when implementing game animations, player feedback, character movement, or interactive entertainment in Unity, Unreal, or other game engines.
joy-delight
Use when creating animations that evoke happiness, surprise, or delightful moments in the user experience.
elegance-sophistication
Use when creating animations that convey luxury, refinement, or premium brand experiences.
excitement-energy
Use when creating animations that generate enthusiasm, build anticipation, or create high-energy experiences.
friendliness-approachability
Use when creating animations that feel warm, welcoming, and make users feel comfortable engaging.
playfulness-fun
Use when creating animations that entertain, engage with humor, or create lighthearted interactive experiences.
urgency-action
Use when creating animations that prompt immediate user action, highlight time-sensitivity, or drive conversions.
universal-emotion
Use when you need to achieve any emotional outcome through animation—provides a framework for mapping Disney principles to any target emotion.
trust-reliability
Use when creating animations that build user confidence, establish credibility, and communicate dependability.
power-confidence
Use when creating animations that convey strength, authority, or bold confidence in brand and product.
professionalism-credibility
Use when creating animations for business contexts that require seriousness, competence, and trustworthy presentation.
comfort-safety
Use when creating animations that reassure users, reduce anxiety, or communicate protection and security.
calm-relaxation
Use when creating animations that soothe users, reduce anxiety, or create peaceful, meditative experiences.
accordions-dropdowns
Use when animating accordions, collapsibles, dropdowns, or expand/collapse elements for smooth reveal transitions
universal-patterns
Use when creating any animation type - provides foundational timing, easing, and principle application that applies to all motion in interfaces.
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