Run multiple isolated mux dev-server instances (temp MUX_ROOT + free ports)

Meaning engine that translates intention into safe, effective symbolic experience

Combine scTCR/BCR repertoire data with scRNA-seq expression data using `scRepertoire::combineExpression()`. This process integrates immune receptor information (CDR3 sequences, V(D)J genes, clonotypes) into a Seurat object's metadata, enabling clonotype-aware gene expression analysis.

Extracts predictions, confidence levels, and verification methods.

Manage security policies and access controls for Protect surveillance. Monitor access to recordings and system settings to ensure only authorized personnel have appropriate access.

Create learning paths for topics. Use when user says "learning path", "how do I learn", "roadmap for", "curriculum", "what should I learn first". Auto-trigger when onboarding or skill development discussed.

TypeScript 5.9+ development specialist covering React 19, Next.js 16 App Router, type-safe APIs with tRPC, Zod validation, and modern TypeScript patterns. Use when developing TypeScript applications, React components, Next.js pages, or type-safe APIs.

This skill should be used when writing or refactoring TypeScript/JavaScript code. It provides coding patterns and best practices aligned with the user's preferred development style, typescript language usage patterns, and library-specific tips.

Create comprehensive test plans for features and changes

Redis-backed SSE stream management with stream registry, heartbeat monitoring, completion store for terminal events, and automatic orphan cleanup via background guardian process.

Resolve GitHub issues using isolated worktrees and TDD

C++ package manager for Windows with installation, environment setup, and package installation commands.

Convert PRD to structured task list with automatic linking

Generates vite.config.ts for building and serving the Vue 3 application. Configures dev server, API proxy, build format, and plugins.

Leverage React's event delegation system for optimization and custom event behavior.

Structured multi-perspective debate for important architectural decisions and complex trade-offs

Expert in designing and building autonomous AI agents. Masters tool use, memory systems, planning strategies, and multi-agent orchestration. Use when: build agent, AI agent, autonomous agent, tool use, function calling.

Intelligently generates and validates Shopify Liquid Schema JSON based on Liquid logic.

Use when starting work, tracking tasks, or deciding where to record discovered work - clarifies when to use TodoWrite vs Beans

Telegram bot komutlari ve handler referansi. Use when working with Telegram bot commands, callbacks, or approval workflows.