Use when designing or diagnosing how an LLM application assembles, renders, mutates, retrieves, caches, evicts, or compacts model-visible…
Use for any SPIP template question — BOUCLE loops, balises, critères,
Bootstrap or audit a Markdown structural-discipline scaffold for long-running product work, including GDD coverage, progress, questions…
Splits one oversized feature branch into a stack of small, chained pull requests, where each PR targets the branch below it instead of main.
Analyze Swift Package Manager dependencies, package plugins, module variants, and CI-oriented build overhead that slow Xcode builds.
Use when the user brings a spreadsheet (.xlsx, .csv, .tsv) into their BRICKS project and wants its data in the app — product lists, price…
Cross-cutting Spree development patterns — the customization preference hierarchy (Events > Webhooks > Dependencies > Decorators)…
Build Spree extensions as Rails engines — gem scaffolding, `bin/rails g spree:extension`, mounting routes/migrations/assets, the modern…
Localize a Spree application — the `spree_i18n` gem with 60+ locale packs, the v5.4+ Translations Center for product/CMS content (CSV…
Bootstrap a new Spree project — `create-spree-app` CLI (v5.2+), `spree-starter` Rails backend, the Next.js storefront repo, `bin/rails g…
Provides dependency injection patterns for Spring Boot projects, including constructor-first design, optional collaborator handling, bean…
Provides Event-Driven Architecture (EDA) patterns for Spring Boot — creates domain events, configures ApplicationEvent and…
Provides fault tolerance patterns for Spring Boot 3.x using Resilience4j.
Plan a sprint with capacity estimation, story selection, dependency mapping, and risk identification.
Use at the end of a sprint to run a data-driven retrospective — analyzes session history and git metrics to surface what shipped, what…
Capture a point-in-time snapshot of a scrum team's sprint board into the Obsidian vault.
Expert knowledge for SQL Server on Azure Virtual Machines development including troubleshooting, best practices, decision making…
SQLAlchemy ORM patterns for Python database access.
SQLite across every host and engine - query performance, concurrency, schema, feature modules, operations.
When to activate: SQLite, WAL, FTS5, JSON1, pragma, in-memory database, embedded, WASM, SQLite3
Orchestrates professional security audits and bug bounty workflows using expert methodologies and extensive real-world vulnerability data.