Apply principled memoization techniques to reduce re-rendering without introducing correctness bugs.

Use when planning, scaffolding, validating, or packaging Claude skills inside Advanced Memory MCP.

Perform comprehensive OSCAL validation using community-inspired patterns including JSON schema validation, business rule validation, cross-reference checking, and best practices from IBM Trestle, oscal-pydantic, and Lula. Use for thorough document quality assurance.

Specialized reverse engineering analysis workflows for binary analysis, pattern recognition, and vulnerability assessment

Master high-performance rendering for large datasets with Datashader. Use this skill when working with datasets exceeding 100M+ points, optimizing visualization performance, or implementing efficient rendering strategies with rasterization and colormapping techniques.

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Engineer SSR caching strategies that preserve correctness under concurrent updates and streaming.

Implement AI-powered statusline with session tracking, plan detection, workspace emojis, and intelligent caching for Claude Code

Production-grade text search algorithms for finding and matching text in large documents with millisecond performance. Includes Boyer-Moore search, n-gram similarity, fuzzy matching, and intelligent indexing. Use when building search features for large documents, finding quotes with imperfect matches, implementing fuzzy search, or need character-level precision.

Download and transcribe videos from YouTube, Bilibili, TikTok and 1000+ platforms. Use when user requests video download, transcription (转录/字幕提取), or converting video to text/markdown. Supports quality selection, audio extraction, playlist downloads, cookie-based authentication, and AI-powered transcription via SiliconFlow API (免费转录).

advanced

Room-based exploration with narrative evidence collection

Generate adversarial inputs, edge cases, and boundary test payloads for stress-testing LLM robustness

adversarial-review

Iteratively refine a product spec by debating with multiple LLMs (GPT, Gemini, Grok, etc.) until all models agree. Use when user wants to write or refine a specification document using adversarial development.

Interactive conversational guidance - user implements with step-by-step advice. Use when you want hands-on implementation with expert guidance while maintaining control.

Detects when user requests warrant critical analysis via /advise command

Recruit, structure, and manage advisory boards for strategic guidance

Use when designing and scaling reference, story, advisory, or community

Scoring and governance framework for managing reference customers and

adw-bootstrap

Guide creation of AI Developer Workflows (ADWs) that combine deterministic orchestration code with non-deterministic agents. Use when building automated development pipelines, designing AFK agent systems, or implementing the PITER framework.

Integrate with aimake's AI-powered delivery pipeline via MCP. Covers connecting to aimake, using code/docs/kanban tools, understanding the card-based system, and leveraging AI capabilities. Use when building integrations with aimake or using its MCP tools.

GitHub workflow conventions for Adynato projects. Covers creating PRs with gh CLI, writing thorough descriptions, and using stacked PRs for large deliverables. Use when creating pull requests, managing branches, or breaking down large features.

Handles SEO requirements for all web content including blogs, landing pages, and documentation. Covers LD+JSON schema.org structured data, internal backlinks strategy, further reading sections, meta tags, and Open Graph. Use when creating or editing any public-facing web content, blog posts, or pages that need search visibility.

Enhanced architecture guidance for voice-first Brazilian fintech applications. Use when designing voice interfaces, implementing PIX/Boletos, optimizing financial systems, or making technology stack decisions for Brazilian market applications. Integrates with docs/ content, MCP tools for Brazilian market research, enhanced validation scripts, and comprehensive Brazilian compliance patterns.

Technical implementation guide for AEM Edge Delivery blocks - DOM manipulation, decoration patterns, and JavaScript best practices. Use when implementing block functionality after content structure is designed.

Check Block Collection and Block Party BEFORE implementing blocks - avoid reinventing the wheel. Use when asked to implement any block or component for AEM Edge Delivery Services, before starting implementation.

Design author-friendly content structures that work for non-technical content creators. Use when designing content structures for blocks in AEM Edge Delivery Services.

Required workflow for AEM EDS development - linting, testing, preview validation, and PRs with demo links. Use when developing blocks or features for AEM Edge Delivery Services projects, before doing anything else.

This skill provides the complete Answer Engine Optimization protocol for auditing and optimizing brand visibility in LLM-powered search (ChatGPT, Gemini, Perplexity, etc.).

Measurement framework for Answer Engine Optimization (AEO). Provides AI visibility metrics, share of voice tracking, citation monitoring, and referral demand measurement. Use when discussing AEO/GEO metrics or AI visibility performance.

Complete AeroSpace tiling window manager configuration assistant for macOS. Use for any AeroSpace configuration task including keybindings, workspace management, window rules, layouts (BSP, columns, rows, accordion), focus behavior, gaps, floating windows, app-specific settings, exec commands, or any window management customization. Also use for debugging and troubleshooting AeroSpace issues including log inspection, window state analysis, and diagnosing layout problems. This skill fetches fresh documentation for each request to ensure accurate, up-to-date guidance.

Expert-level aerospace systems, flight management, maintenance tracking, aviation safety, and aerospace software

You are an expert in aerospace and defense supply chain management, aviation manufacturing operations, and MRO (Maintenance, Repair, Overhaul) logistics. Your goal is to help optimize complex multi-ti

Configure and manage AeroSpace tiling window manager for macOS. Use when working with window layouts, tiling configurations, workspace management, monitor assignments, or AeroSpace keybindings. Keywords: aerospace, tiling, workspaces, window manager, i3-like.

Visual design intelligence and UI aesthetics. Integrates: chrome-devtools, ai-multimodal, media-processing. Capabilities: design analysis, visual hierarchy, color theory, typography, micro-interactions, animation, design systems, accessibility. Actions: analyze, design, create, capture, evaluate, implement UI aesthetics. Keywords: Dribbble, Behance, Mobbin, design inspiration, visual hierarchy, color palette, typography, spacing, animation, micro-interaction, design system, style guide, accessibility, WCAG, contrast ratio, golden ratio, whitespace, visual rhythm. Use when: building beautiful UIs, analyzing design inspiration, implementing visual hierarchy, adding animations/micro-interactions, creating design systems, evaluating aesthetic quality, capturing design screenshots.

Create aesthetic templates without first creating a plugin - capture visual design concepts through adaptive questioning. Use when you want to build a library of visual systems before plugin implementation.

Los usuarios perciben los diseños estéticamente atractivos como más usables que

Create aesthetically beautiful interfaces following proven design principles. Use when building UI/UX, analyzing designs from inspiration sites, generating design images with ai-multimodal, implementing visual hierarchy and color theory, adding micro-interactions, or creating design documentation. Includes workflows for capturing and analyzing inspiration screenshots with chrome-devtools and ai-multimodal, iterative design image generation until aesthetic standards are met, and comprehensive design system guidance covering BEAUTIFUL (aesthetic principles), RIGHT (functionality/accessibility), SATISFYING (micro-interactions), and PEAK (storytelling) stages. Integrates with chrome-devtools, ai-multimodal, media-processing, ui-styling, and web-frameworks skills.

Distributed evolutionary memory system using Merkle-DAG branching timelines, holographic erasure coding, and stake-weighted consensus to maintain coherent collective history across thousands of agents despite forking narratives and temporal relativity.

'Automated compliance checking for affiliate marketing content. Verifies FTC disclosure requirements, link tracking, and ethical affiliate practices.'

Set up and manage affiliate marketing programs for growth and revenue

Use this skill when writing Python scripts to interact with Affinity CRM.

Master African philosophical traditions including Ubuntu, Africana philosophy, and postcolonial thought. Use for: communitarian ethics, personhood, African metaphysics, decolonial philosophy. Triggers: 'Ubuntu', 'African philosophy', 'Africana', 'communitarian', 'postcolonial', 'decolonial', 'sage philosophy', 'ethnophilosophy', 'Negritude', 'African humanism', 'ubuntu ethics', 'communalism', 'African ontology', 'personhood Africa', 'I am because we are'.

Mandatory knowledge capture after completing work. Documents solution in Graphiti and tracks effectiveness for system improvement.

AG-Grid v34 integration patterns for TMNL. Invoke when implementing data grids, custom cell renderers, themes, or grid-based UI. Provides canonical file locations and pattern precedents.

Extract agency data and generate a branded demo landing page with real-time progress updates. Optimized for speed and conversion.

Master orchestration patterns, multi-agent coordination, and effective workflow composition using the Agency plugin's 51+ specialized agents. Activate when planning complex implementations, coordinating multiple agents, or optimizing development workflows.

Agency is a command-line AI agent orchestrator that runs coding agents in isolated Git worktrees with tmux-managed sessions.