AI Ml AI agent skills

8,771 skills in the archive. Read a skill’s instructions or open its original repository.

• Universal Mindset

  by @dylantarre

  Use when approaching any animation task—establishing foundational thinking patterns, teaching animation principles, or when none of the specialized thinking styles quite fit the situation.

• Attention Direction

  by @dylantarre

  Use when controlling where the audience looks—composing shots, choreographing action, revealing information, or any situation requiring clear visual hierarchy and focus management.

• Naturalistic Motion

  by @dylantarre

  Use when animation should feel organic and lifelike—creature animation, realistic characters, nature elements, or any motion that needs to breathe with authentic living quality.

• Exaggerated Clarity

  by @dylantarre

  Use when motion needs to read clearly and powerfully—broad comedy, action highlights, important story beats, or any moment that must unmistakably communicate to the audience.

• Rhythm Pacing

  by @dylantarre

  Use when animation needs musical flow—dance sequences, action choreography, comedic timing, scene pacing, or any motion that should feel rhythmic and well-composed over time.

• Physics Intuition

  by @dylantarre

  Use when motion needs to feel physically grounded—objects falling, characters jumping, things colliding, or any element that should obey believable weight and momentum.

• Timing Mastery

  by @dylantarre

  Use when determining how fast or slow motion should be—pacing action sequences, dramatic pauses, comedic beats, or any situation where the duration of movement matters.

• Emotional Narrative

  by @dylantarre

  Use when animation needs to convey feeling, tell a story, or connect emotionally—character moments, dramatic beats, or any motion that should make the audience care.

• State Changes

  by @dylantarre

  Use when elements transform in place - toggle switches, expanding accordions, checkbox animations, button states, or any transformation without entering/exiting.

• Anticipation Payoff

  by @dylantarre

  Use when designing action sequences, gags, reveals, or any motion that needs setup before delivery—preparing audiences for what's coming and maximizing impact.

• Animator Traditional

  by @dylantarre

  Use when creating hand-drawn or classical animation, working with frame-by-frame techniques, or applying Disney principles in their original artistic context.

• Exit Animations

  by @dylantarre

  Use when elements need to leave the screen - closing modals, dismissing notifications, removing items, page transitions out, or any "leaving view" animation.

• Attention Grabbers

  by @dylantarre

  Use when drawing user focus - notification badges, new feature highlights, error callouts, promotional banners, or any animation meant to attract attention.

• Continuous Loops

  by @dylantarre

  Use when creating ongoing animations - loading spinners, pulsing indicators, ambient motion, background effects, or any animation that repeats indefinitely.

• Feedback Indicators

  by @dylantarre

  Use when confirming user actions - success checkmarks, error alerts, form validation, save confirmations, or any animation acknowledging what the user did.

• Animation Principles Expert

  by @dylantarre

  Use when someone has mastery of animation principles and wants to explore intentional rule-breaking, stylistic innovation, and pushing creative boundaries

• Motion Designer

  by @dylantarre

  Use when designing visual motion systems, creating animation specifications, or when a designer needs guidance on crafting beautiful, meaningful movement.

• Transition Sequences

  by @dylantarre

  Use when orchestrating multi-step animations - page transitions, onboarding flows, wizard steps, complex reveals, or any choreographed animation sequence.

• Animation Principles Advanced

  by @dylantarre

  Use when someone has strong command of animation principles and seeks deeper understanding of subtle applications, edge cases, and stylistic variations

• Gesture Responses

  by @dylantarre

  Use when responding to touch or click interactions - button presses, drag feedback, swipe responses, tap ripples, or any direct manipulation animation.

• Animation Principles Universal Reference

  by @dylantarre

  Use when discussing animation principles with users of unknown skill level, or when providing a balanced reference that works for any experience level

• Frontend Developer

  by @dylantarre

  Use when implementing animations in code, building UI transitions, or when a developer needs practical animation guidance for web/mobile applications.

• Loading States

  by @dylantarre

  Use when indicating progress or waiting - spinners, progress bars, skeleton screens, shimmer effects, or any animation showing the system is working.

• Animation Principles Master

  by @dylantarre

  Use when someone seeks the philosophical foundation of animation principles, wants to understand why they work, or is at a teaching/mentorship level

• Ux Researcher

  by @dylantarre

  Use when evaluating animation usability, conducting motion studies, or when researching how animation affects user perception and task completion.

• Entrance Animations

  by @dylantarre

  Use when elements need to appear on screen - page loads, modals opening, items being added, content reveals, or any "coming into view" animation.

• Game Development

  by @dylantarre

  Use when implementing game animations, player feedback, character movement, or interactive entertainment in Unity, Unreal, or other game engines.

• Accessibility Advocate

  by @dylantarre

  Use when designing inclusive animations, addressing vestibular disorders and motion sensitivity, or ensuring animation accessibility compliance.

• Product Manager

  by @dylantarre

  Use when prioritizing animation features, building motion roadmaps, or when a PM needs to understand the business value of animation principles.

• Universal Patterns

  by @dylantarre

  Use when creating any animation type - provides foundational timing, easing, and principle application that applies to all motion in interfaces.

• Accessible Motion

  by @dylantarre

  Use when implementing reduced motion alternatives, vestibular-safe animations, WCAG compliance, or designing for users with motion sensitivity.

• Filmmaker

  by @dylantarre

  Use when creating cinematic sequences, narrative animations, or when applying animation principles to video storytelling and visual narrative.

• Animation Principles Intermediate

  by @dylantarre

  Use when someone has working knowledge of animation principles and needs guidance on combining them effectively in more complex animations

• Brand Strategist

  by @dylantarre

  Use when defining brand motion identity, creating animation guidelines for brand expression, or aligning animation with brand personality.

• Animation Principles Absolute Beginner

  by @dylantarre

  Use when someone has never heard of animation principles, needs the simplest explanation possible, or is a complete newcomer to animation

• Universal Practitioner

  by @dylantarre

  Use when applying animation principles in any context, for any role, or when a general understanding of Disney's 12 principles is needed.

• Hover Interactions

  by @dylantarre

  Use when creating mouse hover effects - button highlights, card lifts, link underlines, image zooms, or any pointer-triggered animation.

• Micro Interactions

  by @dylantarre

  Use when designing small UI feedback moments like button states, toggles, form validation, loading indicators, or notification badges.

• Scroll Animations

  by @dylantarre

  Use when triggering animations on scroll - reveal effects, parallax, sticky headers, progress indicators, or any scroll-linked motion.

• Creative Director

  by @dylantarre

  Use when overseeing animation vision, setting creative direction for motion, or guiding teams on animation quality and consistency.

• Page Transitions

  by @dylantarre

  Use when implementing route changes, view transitions, modal opens/closes, or navigation animation in web and mobile applications.

• Game Designer

  by @dylantarre

  Use when designing game feel, player feedback systems, or when creating animations that enhance gameplay and player satisfaction.

• Universal Fallback

  by @dylantarre

  Use when the animation domain is unclear or spans multiple contexts—provides general-purpose Disney animation principle guidance.

• Brand Marketing

  by @dylantarre

  Use when creating commercial animations, advertising motion, brand identity animation, logo reveals, or marketing video content.

• Educator Teacher

  by @dylantarre

  Use when creating educational content, explaining concepts through animation, or when teaching animation principles to students.

• 3d Spatial

  by @dylantarre

  Use when working in Blender, Unity 3D, Unreal Engine, Cinema 4D, VR/AR applications, or any three-dimensional animation work.

• Animation Principles Deep Dive

  by @dylantarre

  Use when someone needs comprehensive reference material on animation principles with technical depth and extensive context

• Animation Principles Teaching Others

  by @dylantarre

  Use when someone needs to explain animation principles to students, mentees, or team members at various skill levels

• Animation Principles Novice

  by @dylantarre

  Use when someone has basic awareness of animation principles and wants to start applying them in simple projects

• Web Motion Design

  by @dylantarre

  Use when building CSS animations, JavaScript transitions, React/Vue motion, or any browser-based animation work.

• Mobile Touch

  by @dylantarre

  Use when designing iOS/Android gestures, haptic feedback, touch interactions, or native mobile animations.

• Presentations

  by @dylantarre

  Use when creating Keynote, PowerPoint, Google Slides animations, or any presentation motion design work.

• Animation Principles Refresher

  by @dylantarre

  Use when an experienced animator needs a quick reminder of the 12 principles without basic explanations

• Data Visualization

  by @dylantarre

  Use when animating charts, graphs, dashboards, data transitions, or any information visualization work.

• Animation Principles Troubleshooting

  by @dylantarre

  Use when animation feels wrong and you need to diagnose which principle is failing or being misapplied

• Animation Principles Quick Start

  by @dylantarre

  Use when someone needs a rapid overview of all 12 animation principles in under 5 minutes

• Strategy Interview

  by @existential-birds

  Use when the user wants to build or think through a strategy via guided conversation — for a company, product, team, career, or initiative. Triggers on "help me figure out our direction", "what should we focus on", strategic…

• Prfaq Beagle

  by @existential-birds

  Use when the user wants to pressure-test a product, internal-tool, or OSS concept against Amazon's Working Backwards PRFAQ gauntlet before committing to a spec. Triggers on: "work backwards", "write a PRFAQ", "press release…

• Strategy Review

  by @existential-birds

  Use when reviewing, critiquing, or stress-testing an existing strategy document. Evaluates seven dimensions — diagnosis quality, guiding policy strength, action coherence, assumption exposure, falsifiability — with optional 7S,…

• Review Ai Writing

  by @existential-birds

  Detect AI-generated writing patterns in developer text — docs, docstrings, commit messages, PR descriptions, and code comments. Use when reviewing any text artifact for authenticity and clarity, or when the user mentions ai…

• Web Research

  by @existential-birds

  Use when the user wants web research: gathering cited, multi-angle evidence on a specific question. Triggers on: "research X for me", "do web research on", "look up sources for", "find citations for", "gather evidence on", "what…

• Llm Judge

  by @existential-birds

  Use when comparing two or more code implementations against a spec or requirements doc. Triggers on "which repo is better", "compare these implementations", "evaluate both solutions", "rank these codebases", or "judge which…

• Vercel Ai Sdk

  by @existential-birds

  Vercel AI SDK for building chat interfaces with streaming. Use when implementing useChat hook, handling tool calls, streaming responses, or building chat UI. Triggers on useChat, @ai-sdk/react, UIMessage, ChatStatus, streamText,…

• Llm Artifacts Detection

  by @existential-birds

  Detects common LLM coding agent artifacts in codebases. Identifies test quality issues, dead code, over-abstraction, and verbose LLM style patterns. Use when cleaning up AI-generated code or reviewing for agent-introduced cruft.

• Elixir Performance Review

  by @existential-birds

  Reviews Elixir code for performance issues including GenServer bottlenecks, memory usage, and concurrency patterns. Use when reviewing high-throughput code or investigating performance issues.

• Receive Feedback

  by @existential-birds

  Process external code review feedback with technical rigor. Use when receiving feedback from another LLM, human reviewer, or CI tool. Verifies claims before implementing, tracks disposition.

• Elixir Code Review

  by @existential-birds

  Reviews Elixir code for idiomatic patterns, OTP basics, and documentation. Use when reviewing .ex/.exs files, checking pattern matching, GenServer usage, or module documentation.

• Adr Writing

  by @existential-birds

  Use when writing or formatting an ADR document using the MADR template, applying Definition of Done (E.C.A.D.R.) criteria, or verifying ADR completeness. Triggers on "write the ADR", "format as MADR", "check ADR quality", "mark…

• Review Skill

  by @existential-birds

  Reviews PRs that add or modify Agent Skills, checking structural validity, design quality, and marketplace consistency. Use when reviewing skill file changes, auditing SKILL.md quality, or running automated skill PR reviews.

• Humanize Beagle

  by @existential-birds

  Rewrite AI-generated developer text to sound human — fix inflated language, filler, tautological docs, and robotic tone. Use after review-ai-writing identifies issues.

• Write Plan

  by @existential-birds

  Use when you have a finalized brainstorm-beagle spec at `.beagle/concepts/<slug>/spec.md` and need a bite-sized, TDD-driven implementation plan before any code is written. Triggers on: "write a plan", "plan this spec", "turn the…

• Elixir Docs Review

  by @existential-birds

  Reviews Elixir documentation for completeness, quality, and ExDoc best practices. Use when auditing @moduledoc, @doc, @spec coverage, doctest correctness, and cross-reference usage in .ex files.

• Deepagents Implementation

  by @existential-birds

  Implements agents using Deep Agents. Use when building agents with create_deep_agent, configuring backends, defining subagents, adding middleware, or setting up human-in-the-loop workflows.

• Agent Architecture Analysis

  by @existential-birds

  Use when auditing an agent codebase against the 12-Factor Agents methodology, reviewing LLM-powered system architecture, or assessing agentic app compliance. Triggers on "analyze agent architecture", "12-factor audit", "how…

• Verify Llm Artifacts

  by @existential-birds

  Confirms or rejects findings from review-llm-artifacts before deletes or risky refactors. Loads review-verification-protocol-style checks per finding. Use after a review run, when the user wants to reduce false positives, before…

• Tutorial Docs

  by @existential-birds

  Tutorial patterns for documentation - learning-oriented guides that teach through guided doing. Use when writing a tutorial, learning guide, getting-started or onboarding guide, beginner/introductory guide, or any learn-by-doing…

• Deepagents Code Review

  by @existential-birds

  Reviews Deep Agents code for bugs, anti-patterns, and improvements. Use when reviewing code that uses create_deep_agent, backends, subagents, middleware, or human-in-the-loop patterns. Catches common configuration and usage…

• Langgraph Implementation

  by @existential-birds

  Implements stateful agent graphs using LangGraph. Use when building graphs, adding nodes/edges, defining state schemas, implementing checkpointing, handling interrupts, or creating multi-agent systems with LangGraph.

• Skill Builder

  by @existential-birds

  Create Agent Skills with best practices, structure, validation, and testing. Use when designing or refining skills, prompts, references, or supporting files.

• Docs Style

  by @existential-birds

  Core technical documentation writing principles for voice, tone, structure, and LLM-friendly patterns. Use when writing or reviewing any documentation.

• Ensure Docs

  by @existential-birds

  Verify documentation coverage and generate missing docs interactively

• Subagent Prompt

  by @existential-birds

  Produce a comprehensive prompt that hands off the current session's work to a fresh session for sub-agent-orchestrated execution. Use when the user wants to execute discussed/planned work in a new session, run a job to…

• Review Llm Artifacts

  by @existential-birds

  Detects common LLM coding agent artifacts across four categories (tests, dead code, abstraction, style) over the project or changed files — using parallel subagents when the agent supports them, otherwise four sequential passes.…

• Explanation Docs

  by @existential-birds

  Explanation documentation patterns for understanding-oriented content - conceptual guides that explain why things work the way they do. Use when writing an explanation doc, conceptual guide, understanding/background doc, design…

• Reference Docs

  by @existential-birds

  Reference documentation patterns for API and symbol documentation. Use when writing reference docs, API docs, parameter tables, or technical specifications. Triggers on reference docs, API reference, function reference,…

• Howto Docs

  by @existential-birds

  How-To guide patterns for documentation - task-oriented guides for users with specific goals. Use when writing a how-to/howto guide, task guide, procedural guide, step-by-step guide, or how-to documentation. Builds on the…

• Langgraph Code Review

  by @existential-birds

  Reviews LangGraph code for bugs, anti-patterns, and improvements. Use when reviewing code that uses StateGraph, nodes, edges, checkpointing, or other LangGraph features. Catches common mistakes in state management, graph…

• Langgraph Architecture

  by @existential-birds

  Guides architectural decisions for LangGraph applications. Use when deciding between LangGraph vs alternatives, choosing state management strategies, designing multi-agent systems, or selecting persistence and streaming…

• Deepagents Architecture

  by @existential-birds

  Guides architectural decisions for Deep Agents applications. Use when deciding between Deep Agents vs alternatives, choosing backend strategies, designing subagent systems, or selecting middleware approaches.

• Pydantic Ai Tool System

  by @existential-birds

  Register and implement PydanticAI tools with proper context handling, type annotations, and docstrings. Use when adding tool capabilities to agents, implementing function calling, or creating agent actions.

• Pydantic Ai Agent Creation

  by @existential-birds

  Create PydanticAI agents with type-safe dependencies, structured outputs, and proper configuration. Use when building AI agents, creating chat systems, or integrating LLMs with Pydantic validation.

• Pydantic Ai Model Integration

  by @existential-birds

  Configure LLM providers, use fallback models, handle streaming, and manage model settings in PydanticAI. Use when selecting models, implementing resilience, or optimizing API calls.

• Pydantic Ai Dependency Injection

  by @existential-birds

  Implement dependency injection in PydanticAI agents using RunContext and deps_type. Use when agents need database connections, API clients, user context, or any external resources.

• Prompt Improver

  by @existential-birds

  Optimize prompts for code-related tasks following prompt-engineering best practices. Use when refining prompts for implementation, debugging, refactoring, code review, or testing.

• Pydantic Ai Testing

  by @existential-birds

  Test PydanticAI agents using TestModel, FunctionModel, VCR cassettes, and inline snapshots. Use when writing unit tests, mocking LLM responses, or recording API interactions.

• Review Skill Improver

  by @existential-birds

  Analyzes feedback logs to identify patterns and suggest improvements to review skills. Use when you have accumulated feedback data and want to improve review accuracy.

• Fix Llm Artifacts

  by @existential-birds

  Applies fixes from a prior review-llm-artifacts run, with safe/risky classification. Respects verify-llm-artifacts output when present to skip false positives.

• Pydantic Ai Common Pitfalls

  by @existential-birds

  Avoid common mistakes and debug issues in PydanticAI agents. Use when encountering errors, unexpected behavior, or when reviewing agent implementations.

• Review Feedback Schema

  by @existential-birds

  Schema for tracking code review outcomes to enable feedback-driven skill improvement. Use when logging review results or analyzing review quality.

• Review Verification Protocol

  by @existential-birds

  Mandatory verification steps for all code reviews to reduce false positives. Load this skill before reporting ANY code review findings.