Use when the user asks to run a full empirical / causal analysis in Python — by default in the style of an applied economics paper (AER / QJE / JPE / ReStud / AEJ) with DID / RD /…
Generic autonomous QA suite for any project — reads a test plan (markdown file or inline spec), runs all tests using Chrome CDP + iterate cycles, fixes bugs found, and produces a…
Configures the AI to act as a full-stack developer with expertise in React, TypeScript, PHP, Symfony, and Docker.
Single cohesive workflow for creating complete dashboard panel features in vanilla TypeScript — covers project-structure exploration, server dispatch pattern detection and wiring…
Help developers complete projects from 70-100% to production-ready status. Excels at gap analysis, task decomposition, database design, API specifications, and testing strategies.
Complete codebase audit combining code review, Prisma query optimization, and TypeScript analysis with intelligent routing.
ISG uygulamasini full-stack mimariye donusturmek, telefon ve PC arasinda es zamanli veri senkronizasyonu saglamak ve organizasyonel (coklu kullanici, departman, rol) yapiya…
Design, implement, review, debug, and operate risk-based testing for full-stack software in any language or framework.
Complete testing pipeline — full test suite, test everything, automated and manual tests.
Complete testing workflow from site discovery to test automation with Qase integration. Use when user wants end-to-end testing setup for a website.
Guidance for building fullstack apps with Vite (React + TypeScript) frontend and FastAPI backend. Use when demos need a web UI beyond what Streamlit provides.
Full-stack mimari review — frontend, BFF/API, DB, cache, queue, realtime, ingress, deployment topolojisi.
Full-stack implementation agent that writes complete, production-ready code following an approved architecture and schema.
Expert debugger for Next.js + Cloudflare Workers + Supabase stacks. Systematic troubleshooting for auth, caching, workers, RLS, CORS, and build issues.
Full-stack backend architecture and frontend-backend integration guide. TRIGGER when: building a full-stack app, creating REST API with frontend, scaffolding backend service,…
End-to-end feature expert specializing in frontend-backend integration, system architecture, and complete application development
Expert-level fullstack development guide covering multi-language (TypeScript, Python, Go, Rust), multi-framework (Next.js, FastAPI, Gin, Axum), API design, microservices, DevOps,…
Full-stack development expertise covering backend, frontend, database, DevOps, and testing domains
全栈开发规范百科全书 (React/TS/Node/Supabase). Modern patterns including Suspense, lazy loading, useSuspenseQuery, file organization with features directory, performance optimization, and…
Implement features end-to-end in Laravel 12 + Inertia.js + React 19 + TypeScript. Use when building new features, wiring controllers to pages, or implementing CRUD operations.
Python function design conventions for this codebase. Apply when writing or reviewing functions including signatures, parameters, return types, and async patterns.
Use when when you have Spectra objects in R and need to apply Python MS library functionality (spectral similarity scoring, filtering, normalization) without leaving the R…
Designs functional architecture and detailed specifications for PHP/CakePHP applications based on analyzed requirements
Use when a TypeScript project adopts the class-free, functional domain modeling style: type-alias contracts instead of interface, factory functions with closure state instead of…
Runs standalone end-to-end smoke tests against a locally running ATS stack (real backend + DB + Redis) for each newly built feature/endpoint, BEFORE integration tests.
Write functional tests that test public interfaces only (HTTP APIs via requests, libraries via exported functions, CLIs via command execution).
Apply SOLID, DRY, KISS, YAGNI, and SSOT principles when writing, reviewing, or refactoring code to ensure maintainability and quality.
Build the bipartite funder↔paper analytics — per-funder paper/A-grade/mean-grade rollup, mean CD-index + novelty bias, and co-funding clusters.
Subordinate composite called by /launch - orchestrates the funnels family (offer + ladder + lead magnet + tripwire + sequence) and hands off to convert-* skills for asset…
Efficient fuse-browser usage: web fetch, crawl, SERP, browser session, screenshot, webapp testing, console errors.
FuseCore Modular Architecture - Laravel 12 modular monolith with auto-discovery, React integration, and SOLID principles.
Reference for the Fused Python SDK command line interface (`fused`). Use when the user asks how to run, push, share, or otherwise manage UDFs, canvases, files, or secrets via the…
Compare architecture patterns and select the most suitable; use for system design decisions.
Compare data model designs and pick the best fit; use when modeling new data or refactoring schemas.
Compare refactoring approaches and pick the safest path; use when multiple refactor strategies are possible.
Prüft Sicherheitskonzept, Störfallszenarien, Notfallplanung, Sachverständige, Feuerwehr und Katastrophenschutz im Energierecht.
Compare testing strategies and choose the best coverage plan; use when deciding how to test a feature or fix.
Receive and verify FusionAuth webhooks. Use when setting up FusionAuth webhook handlers, debugging JWT signature verification, or handling authentication events like user.create,…
Use when designing fuzz, property, randomized, or corpus-based tests and replaying failures. Triggers:
Fuzz a parser or protocol handler with a coverage-guided fuzzer, seed the corpus with real inputs, and triage crashes to unique root causes.
Fuzzing strategist persona specializing in dynamic testing guidance, fuzzing strategy development, and crash analysis
Generate Go fuzz tests (Go 1.18+ testing.F) for specified code when users ask for fuzzing/模糊测试/fuzz test generation, parser robustness, round-trip, or differential fuzzing.
Multi-stage fuzzy matching pipeline for entity reconciliation. PostgreSQL trigram pre-filter, salient overlap check, and multi-factor similarity scoring.
Neural Vision Unit (NVU/NVU1p0) IP domain knowledge for post-silicon functional validation. Covers registers, inference engine, DMA architecture, power management, driver…
Use for bugs and unexpected behavior; use Superpowers root-cause debugging before conditional gstack investigation.
fx is a terminal-based JSON viewer and processor that provides an interactive TUI for navigating, filtering, and transforming JSON, YAML, and TOML data.
Consume FXView tick data from Parquet files. Schema, file layout, DuckDB queries, Python/Rust examples.
Server-rendered Go UI framework. Use when building g-sui applications, creating UI components, handling forms with server actions, using data tables, setting up routes, or…
Expert skill for G2 legend development - provides comprehensive knowledge about legend rendering implementation, component architecture, layout algorithms, and interaction…
Primes every session with the guitarist's perspective, GA architecture, and how to use the MCP tools during feature development.
Add, review, or update GA4 event tracking on HTML websites using data attributes and a reusable JavaScript tracker.
Architecture curriculum layer for the Gabe Suite. Holds concept files (one per idea: retry-with-backoff, idempotency-keys, circuit-breaker, …) organized by tier × specialization.
Architecture decision-debt scanner — decisions never made explicitly or silently contradicting each other across SCOPE/PLAN/code/history; findings written to the four KDBP targets.
Universal review checklist, SOLID violation detection, cyclomatic and cognitive complexity thresholds, and the review-gate-completion hard gate enforced before a story moves to…
Design infrastructure topology and IaC structure through collaborative discovery with the devops subagent (Soren) — architecture skill.
Diagnose React render performance by driving a micro-interaction, capturing real renders, and surfacing memo-defeating reference instability with a recommended structural fix.
Maintain and upgrade the bgruening/docker-galaxy project: bump Galaxy/Ubuntu versions, update Ansible roles and scheduler support, adjust startup/CI/tests, and manage CVM — from…
Maintain and upgrade the bgruening/docker-galaxy project: bump Galaxy/Ubuntu versions, update Ansible roles and scheduler support, adjust startup/CI/tests, and manage CVM — from…
Orchestrate and execute safe, sequential reboot protocols across the Marshian Galaxy systems including Kubernetes nodes (workers and control planes), srv2, wireguard, and pihole.
Use when working on the gale v2 consolidation/refactor — folding the accumulated CPU+GPU DG optimization work into user-friendly building blocks behind src/sim/'s Sim/Device…