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Expert patterns for Algolia search implementation, indexing strategies, React InstantSearch, and relevance tuning Use when: adding search to, algolia, instantsearch, search api, search functionality.
Detailed rules for the requirements analysis phase; to be read when entering the requirements analysis; includes requirement scoring, follow-up questioning logic, and code analysis steps
Apply when designing error responses, implementing error handlers, and ensuring consistent error format across APIs.
Scan codebase for bad coding practices that violate fail-fast principles
Enable parallel agent execution for multi-domain features with git worktree isolation
Programmatically apply UGC (User-Generated Content) to characters including clothing, accessories, and avatar customization. Use when dressing NPCs, building avatar editors, or creating character cust…
Use when encountering dependency conflicts, CocoaPods/SPM resolution failures, "Multiple commands produce" errors, or framework version mismatches - systematic dependency and build configuration debug…
Use when building, fixing, or improving ANY iOS UI including SwiftUI, UIKit, layout, navigation, animations, design guidelines. Covers view updates, layout bugs, navigation issues, performance, archit…
Creating algorithmic art using p5.js with seeded randomness and interactive parameter exploration. Use this when users request creating art using code, generative art, algorithmic art, flow fields, or…
Guides systematic project analysis, codebase exploration, and architecture pattern recognition. Use when understanding new codebases, onboarding to projects, or investigating system structure.
Create new Next.js API routes following project patterns. Use when user mentions "new endpoint", "add API", "create route", or "POST/GET handler".
Hunt for authorization bypass vulnerabilities including IDOR, privilege escalation, missing access controls, broken object-level authorization. Use when auditing authentication/authorization code or A…
How the devbox automatically updates llm-agents (claude-code) via GitHub Actions and systemd timers. Use when debugging update failures or understanding the update flow.
Expert guidance for deploying and managing applications across AWS and Azure cloud platforms. Use when deploying to AWS, Azure, managing cloud infrastructure, or implementing multi-cloud strategies.
Use when app runs at unexpected frame rate, stuck at 60fps on ProMotion, frame pacing issues, or configuring render loops. Covers MTKView, CADisplayLink, CAMetalDisplayLink, frame pacing, hitches, sys…
MusicKit Now Playing integration patterns. Use when playing Apple Music content with ApplicationMusicPlayer and understanding automatic vs manual Now Playing info updates.
Zero-tolerance alignment verification protocol. Alignment is binary - elements are either in line or they're not. Report exact measurements, no tolerances, no "close enough."
Master API documentation with OpenAPI 3.1, AI-powered tools, and
Use when applying Atomic Design methodology to organize UI components into quarks, atoms, molecules, organisms, templates, and pages. Core principles and hierarchy.
Set up an Auto-Dev workflow to achieve Human-in-the-Loop automated development
Run comprehensive code quality checks, tests, and fixes autonomously
Comprehensive guide to AWS cloud architecture covering compute, storage, databases, networking, security, serverless, and cost optimization with production-ready patterns
Use when working with Codable protocol, JSON encoding/decoding, CodingKeys customization, enum serialization, date strategies, custom containers, or encountering "Type does not conform to Decodable/En…
Reference — Comprehensive Network.framework guide covering NetworkConnection (iOS 26+), NWConnection (iOS 12-25), TLV framing, Coder protocol, NetworkListener, NetworkBrowser, Wi-Fi Aware discovery, a…