Claude Skills by anubhavg-icpl

Design a strict-mode-compatible JSON Schema plus Pydantic model for a free-text extraction target, with typed refusal and retry handling stubbed in. Use when you need help with structured output designer.

Constrained generation across stacks — Outlines, lm-format-enforcer, llama.cpp GBNF, OpenAI json_schema, vLLM guided_json, Instructor — with a decision matrix. Use when creating, converting, or publishing model files with structured output.

Choose a structured output approach, schema design, and validation plan. Use when you need help with structured output picker.

RAG over structured data — text-to-SQL with retrieval, semantic layer, table-augmented generation. Use when building or optimizing retrieval-augmented generation pipelines with structured rag.

Choose an inversion and editing pipeline for a pretrained StyleGAN over a real photo. Use when you need help with stylegan inversion.

Use when executing implementation plans with independent tasks in the current session

Pick extractive or abstractive, name the library, add a factuality check. Use when you need help with summary picker.

AI music gen patterns - Suno, Udio, Stable Audio, MusicGen, ACE-Step, YuE. Use when working with multimodal AI (images, audio, video) using suno udio music.

Expert in the Supabase design system - Open-source Firebase alternative. Dark emerald theme, code-first. Use when building UI components, applying design tokens, or implementing visual styles for supabase.

Expert in Supabase Postgres, Auth, Realtime, Storage, and Edge Functions. Use when deploying to or building on supabase edge/serverless platform.

Expert in the Superhuman design system - Fast email client. Premium dark UI, keyboard-first, purple glow. Use when building UI components, applying design tokens, or implementing visual styles for superhuman.

Design a supervisor/orchestrator-worker system for a given research-style query, specifying lead prompt, worker roles, decomposition rules, and synthesis template. Use when you need help with supervisor designer.

Expert in Svelte and SvelteKit for building reactive web applications. Use when building applications with the svelte framework.

Expert in SvelteKit and Svelte 5 runes — state, derived, effect, props, snippets. Use when building web applications with sveltekit.

Production-ready SvelteKit project structure with load functions, form actions, and server routes. Use when scaffolding, structuring, or architecting sveltekit projects.

Decide whether a task fits a swarm (decentralized) architecture or a supervisor (centralized) one. Use when you need help with swarm fit.

Choose between PSO, ACO, genetic algorithms, and gradient-based optimizers for a given LLM or agent optimization problem. Bio-inspired swarm algorithms are gradient-free and suit LLM-era workloads where the search space is discrete or the fitness function is black-box. Use when you need help with swarm optimizer.

Production-ready Swift coding standards for iOS/macOS development enforcing safety, clarity, and modern patterns. Use when enforcing swift coding conventions and style rules.

Production-ready Swift iOS project structure architect - validates and scaffolds enterprise-grade iOS apps with SwiftUI, TCA, and modular architecture. Use when scaffolding, structuring, or architecting swift ios projects.

Production-ready macOS Swift project structure architect - validates and scaffolds enterprise-grade macOS apps with SwiftUI, AppKit, and Xcode best practices. Use when scaffolding, structuring, or architecting swift macos projects.

|. Use when you need help with swiss creative mode template.

|. Use when you need help with swiss user research video template.

Generate matched user-belief / third-party-belief prompts and score a model's sycophancy. Use when you need help with sycophancy probe.

Generate fine-tuning datasets — distilabel, Magpie, Self-Instruct, Evol-Instruct, augmentoolkit. Use when fine-tuning, training, or adapting language models with synthetic data techniques.

Author durable system prompts — persona, capability scoping, refusal patterns, output format directives, jailbreak hardening, prompt caching, dynamic injection. Use when creating, converting, or publishing model files with system prompt engineering.

Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes

tail-calls-and-map-in-map. Use when you need help with tail calls and map in map.

Expert in Tailwind CSS utility-first framework with custom configurations, component patterns, responsive design, and performance optimization. Use when building applications with the tailwind css framework.

Expert in Tailwind CSS v4, the Oxide engine, CSS-first config, and modern utilities. Use when building web applications with tailwind v4.

Expert in TanStack Query v5 (React Query) — server state, mutations, suspense, infinite queries. Use when building web applications with tanstack query.

Expert in TanStack Router file-based routing with end-to-end type safety. Use when building web applications with tanstack router.

Design the task store for a long-running MCP tool: state shape, ttl, durability, cancellation, crash recovery. Use when you need help with task store designer.

Production-ready Tauri desktop app structure with Rust backend and web frontend. Use when scaffolding, structuring, or architecting tauri projects.

Pick between Q-learning, SARSA, Expected SARSA for a tabular or small-feature RL task. Use when you need help with td agent.

Test-driven development workflow with Red-Green-Refactor cycle across languages. Use when you need help with tdd mastery.

Use this skill when writing new features, fixing bugs, or refactoring code. Enforces test-driven development with 80%+ coverage including unit, integration, and E2E tests.

|. Use when you need help with team okrs.

Expert in writing engaging, informative technical blog posts and articles. Use when you need help with tech blog writer.

Expert in identifying, quantifying, and prioritizing technical debt. Use when you need help with technical debt analyzer.

Systematically research and validate technical spike documents through exhaustive investigation and controlled experimentation. Use when you need help with technical spike.

technical-writer. Use when you need help with technical writer.

Expert in multi-tenant data isolation — database-per-tenant, schema-per-tenant, shared-with-RLS; immutable tenant context, per-request DbContextFactory, cross-tenant leak prevention, and tenant-scoped caching, queues, and search indexes. Use when performing security analysis, auditing, or hardening with tenant isolation architect.

Build and evaluate a terminal-native coding agent against SWE-bench Pro with bounded cost, sandboxed tools, and full 2026 hook surface. Use when you need help with terminal coding agent.

terraform-iac-expert. Use when architecting or managing cloud infrastructure with terraform iac.

Expert in the Tesla design system - Electric automotive. Radical subtraction, full-viewport photography, near-zero UI. Use when building UI components, applying design tokens, or implementing visual styles for tesla.

test-automation-engineer. Use when writing, running, or improving tests with test automation engineer.

Use when implementing any feature or bugfix, before writing implementation code

Expert in Testing Library for user-centric component testing across React, Vue, Angular, and more. Use when writing, running, or improving tests with testing library.

Testing strategies including contract testing, snapshot testing, mutation testing, property-based testing, and test organization. Use when you need help with testing strategies.

testing. Use when you need help with testing.