Validates system integration before deployment. Use when checking ports, database connections, frontend-backend APIs, or debugging blocked/stuck workflows.
Use when defining or reviewing contracts between systems, modules, services, agents, jobs, events, APIs, or teams: ownership, inputs, outputs, invariants, compatibility, errors,…
deeply review a system/architecture area and propose a simplification plan (Elon’s Algorithm).
Validates the three-tier mgechev architecture constraints of the Antigravity OS running tests against all directories, preventing systemic feature drift.
Go up one layer of abstraction and explain how a local piece of code fits into the larger system. Use when the current focus is too narrow, the user is unfamiliar with an area, an…
Comprehensive 4-phase debugging methodology for complex bugs. Use for bugs that aren't immediately obvious or have resisted quick fixes.
Four-phase debugging framework that ensures root cause investigation before attempting fixes. Never jump to solutions. — from 88lin/my-skills
Four-phase debugging methodology with root cause analysis. Use when investigating bugs, fixing test failures, or troubleshooting unexpected behavior.
Root cause analysis for debugging. Use when bugs, test failures, or unexpected behavior have non-obvious causes, or after multiple fix attempts have failed.
Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes — from bg-szy/TOP-SKILLS
Four-phase root cause investigation before attempting fixes. Use when debugging bugs, test failures, or unexpected behavior.
Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes. Four-phase framework ensuring understanding before attempting solutions.
Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes - four-phase framework (root cause investigation, pattern analysis, hypothesis — from…
Stop guessing when something breaks, preserve evidence, reproduce the failure, isolate the cause, and verify the fix before resuming work.
Processus de debugging systématique une fois la cause identifiée. MANDATORY pour bug fixing. À utiliser lors de correction de bugs, debugging, ou quand l'utilisateur demande de…
Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes - four-phase framework (root cause investigation, pattern analysis, hypothesis — from…
Systematic theology as a method — the organization of doctrine into a coherent structure with defined loci (God, creation, humanity, sin, Christ or analogous figure, salvation,…
Systemd user-level service patterns for running host processes (Node.js, Go binaries, ttyd) alongside Docker containers, with proper PATH configuration, NVM integration, service…
Use when targeting 《系统工程理论与实践》(Systems Engineering Theory and Practice — 中国系统工程学会会刊, 中国科协主管, 1981 年创刊月刊, 国自然管理科学 A 级 / EI 收录) or deciding whether a Chinese…
You are a Rust project architecture expert specializing in scaffolding production-ready Rust applications.
Issue, cancel, and fetch Hungarian invoices via the szamlazz.hu Agent API. Handles VAT calculation, NAV taxpayer lookup, partner caching, and PDF generation.
Type-safe environment variable validation with @t3-oss/env-nextjs and Zod. Build-time validation ensures all required env vars are present and correctly typed.
Extracts structured tables from PDF documents using Tabula-java with lattice and stream detection modes.
Browser automation via 70 tabz MCP tools. Use when taking screenshots, filling forms, debugging network requests, testing responsive design, or using text-to-speech notifications.
Create Model Context Protocol (MCP) servers that expose tools, resources, and prompts to Claude. Use when building custom integrations, APIs, data sources, or any server — from…
Deep analysis debugging mode for complex issues. Activates methodical investigation protocol with evidence gathering, hypothesis testing, and rigorous verification.
Detects anemic domain models, validates and refactors them into rich domain models, and enforces tactical DDD patterns (Entities, Value Objects, Aggregates, Domain Services,…
Aggregate and follow logs from matching Kubernetes pods during incident triage without hopping pod by pod.
Provides comprehensive Tailwind CSS utility-first styling patterns including responsive design, layout utilities, flexbox, grid, spacing, typography, colors, and modern CSS best…
Tailwind CSS v4 principles. CSS-first configuration, container queries, modern patterns, design token architecture. — from ThaiQuangSon031108FSDev/AlgoSphere-Enterprise
Tailwind CSS v4 principles. CSS-first configuration, container queries, modern patterns, design token architecture. — from bg-szy/TOP-SKILLS
Frontend React 19 + TypeScript 5.7+ + TailwindCSS v4 + shadcn/ui dla Vite SPA. Komponenty, React Query, formularze (RHF + Zod), testowanie (Vitest + RTL + MSW), lazy loading,…
Set up Tailwind v4 with shadcn/ui using @theme inline pattern and CSS variable architecture. Four-step pattern: CSS variables, Tailwind mapping, base styles, automatic dark mode.
Takaro Rust connector repository knowledge — Carbon plugin architecture, Docker dev server, deploy/reload workflow, and development patterns. Use when working on this codebase.
nrslib/takt の新バージョンリリース時に、takt-*スキル群（takt-task-builder, takt-workflow-builder, takt-facet-builder, takt-analyzer, takt-optimizer）を最新のtaktバージョンに追従させるスキル。…
Correlates recent repo history (git, CHANGELOG, TalentCo-scoped code) with the TalentCo MVP Development board in Linear, drafts state/comment/retro issue plans, optional…
Talon 多模融合数据引擎使用指南。当用户需要使用 Talon 数据库进行开发时触发：包括 SQL 查询、KV 存储、向量搜索、时序数据、消息队列、全文检索、地理空间、图数据库、AI 引擎（Session/Context/Memory/RAG/Agent/Trace）。也适用于：选择 Talon 引擎模块、使用…
The STANDARD engineering workflow for the tandem system. Trigger on any development, debugging, or feature work driven through tandem — build, create, implement, fix, add,…
Build type-safe React apps with TanStack Query (data fetching, caching, mutations), Router (file-based routing, search params, loaders), and Start (SSR, server functions,…
TanStack Query (React Query) best practices for data fetching, caching, mutations, and server state management.
Build a full-stack TanStack Start app on Cloudflare Workers from scratch — SSR, file-based routing, server functions, D1+Drizzle, better-auth, Tailwind v4+shadcn/ui.
TanStack Start server/client code boundary patterns. Use when: debugging virtual module resolution errors (tanstack-start-injected-head-scripts, tanstack-start-manifest,…
Integrate a HuggingFace Computer Vision model into the NVIDIA TAO Toolkit ecosystem (tao-core config, tao-pytorch trainer, tao-deploy TensorRT pipeline).
Run the full DEFT AOI improvement loop for NVIDIA TAO VisualChangeNet / ChangeNet PCB inspection models: baseline evaluate, RCA, ingestion of customer-supplied pre-generated…
Start, query, and stop a network-specific TAO inference microservice ({network_arch}-inference-microservice) by delegating container execution to the appropriate platform skill.
Brev managed GPU instances with Docker support. Use when running TAO training, evaluation, or inference on
Kubernetes execution platform — submits TAO container jobs as single-pod k8s Jobs with NVIDIA GPU scheduling.
Local Docker execution for TAO SDK job containers using the host Docker daemon and NVIDIA GPU runtime. Use
Monocular depth estimation using Metric Depth Anything v2 or Relative Depth Anything architectures. Predicts
SegFormer for semantic segmentation. Lightweight transformer-based architecture with hierarchical feature
Access websites, search the web, and extract clean content using the `tap` CLI. Supports structured site scripts, readable page extraction, and browser automation for tabs,…
k8s/ Kustomize base — sentinel-target namespace; Deployment/Service/ConfigMap/NetworkPolicy; Postgres + Redis tek-replica.
Use to decide where to spend a finite testing budget — prioritize by risk (likelihood × impact), hammering data loss, auth, the core flow, and money first, and right-size the…
Tarsier is a Python library by Reworkd that provides vision utilities for AI web interaction agents. It visually tags interactable elements on web pages with bracketed IDs,…
Generates structured handoff reports after completing development tasks. Scans changes across 8 dimensions (navigation, documentation, rules, workflows, testing, risks, code…
Implements exactly one planned task from .ai/tasks/ using test-first development, then pauses for human review. Invoke with /task-implementor.
Install Taskfile (task) and scaffold or audit Taskfile.yml configurations with ecosystem-aware templates.
Use for QUICK PR reviews with structured checklists (architecture, patterns, security, performance). Provides step-by-step review process, git diff commands, and review report…
Senior UI/UX Engineer. Architect digital interfaces overriding default LLM biases. Enforces metric-based rules, strict component architecture, CSS hardware acceleration — from…