Write, review, debug, or explain PHP code. Use whenever the user mentions PHP, .php files, Composer, PSR standards, or PHP frameworks (Laravel, Symfony, etc.), or asks about PHP language features, functions, or syntax. For anything beyond common knowledge — exact function signatures, parameter order, return types…
Fetches a review-feedback corpus for a GitHub repo: all merged PRs, inline review comments, review bodies and PR conversation comments, filtered to human authors on merged PRs. Emits corpus.jsonl for mining coding-style rules. Trigger terms: fetch PR corpus, mine PR comments, style guide mining, review corpus.
Vendor a library's real source code as read-only analysis material and ground every usage decision in that code instead of docs, web search, or generated guesses. TRIGGER when: the user wants to use a library idiomatically, asks "which API / pattern should I use for a library", asks how a library handles errors…
Keep humans accountable for code they ship and ensure shared understanding after meaningful work. Use before a git commit, push, or pull request, and after code changes, commands, or reports when recommending a next step.
Clarify a user story's acceptance criteria with Example Mapping before development. Use for BDD discovery workshops, example mapping, rules, concrete examples, open questions, and story-scope conversations; do not use to write Gherkin or automate tests unless that is also requested.
Design, implement, or review architecture boundaries using Clean Architecture, Ports and Adapters (Hexagonal), or Functional Core / Imperative Shell. Use for inward dependencies, domain-centred layering (including .NET), inbound/outbound ports, adapters, and isolating business policy from frameworks and…
Apply Lean Tech to software delivery, team dependencies, technical coaching, and continuous improvement. Use for adopting Lean, Lean-Sensei requests, delivery bottlenecks, Andon signals, requests for help or escalation with blocked work, excess work in progress, or scaling agile teams; use dantotsu for standalone…
Idiomatic, modern Java (17/21+) — API and class design, immutability, generics, enums, lambdas and streams, exceptions, concurrency, serialization, and aspect-oriented programming with AspectJ / Spring AOP. TRIGGER when: language (Java, .java files, JDK, JVM, Maven, Gradle, pom.xml), objects (static factory, builder…
Write, audit, or improve a repository's front-door docs: README.md and AGENTS.md (plus harness adapters CLAUDE.md, .cursorrules, GEMINI.md, Copilot instructions). Use for "writing a readme" / "writing a good agents md": create, improve, restructure, or make a README look more professional (library, CLI, app, monorepo…
Write and explain Smalltalk in Pharo — message-passing syntax, image-based live development, class definition, Pharo tools (Playground, Inspector, Debugger, System Browser, Iceberg, SUnit), Spec UI presenters, Teapot/Zinc web apps, and the Smalltalk/MVC origins. TRIGGER when: Smalltalk, Pharo, Squeak, .st files…
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At most 3 mods per repository are shown here, and a mod shipped inside a plugin is left to that plugin's page — the rest are on their repository pages: