GitHub
smoke-tests
Run smoke tests on a deployed environment to ensure basic functionality.
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Explorer
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Explorer
GitHub
agent-workflow
Design principles for multi-agent workflows with validation gates using the Ralph Wiggum technique. Use when orchestrating multiple AI agents (Opus/Sonnet/Gemini/Codex) for complex autonomous development tasks...
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GitHub
js-ts-best-practices
JavaScript and TypeScript best practices covering naming conventions, control flow, state management, TypeScript patterns (avoid any/enum, prefer type over interface), safety (input validation, assertions, erro...
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GitHub
rust-anti-pattern
Rust 反模式与常见错误。处理代码审查、clone、unwrap、String 用法、迭代器等问题。触发词：anti-pattern, common mistake, clone, unwrap, code review, 代码异味, 常见错误, 代码审查, refactor, 重构
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GitHub
rust-coding
Rust 编码规范专家。处理命名, 格式化, 注释, clippy, rustfmt, lint, 代码风格, 最佳实践, naming convention, 代码审查, P.NAM, G.FMT, 怎么命名, 代码规范
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GitHub
rust-pin
Pin 与自引用类型专家。处理 Pin, Unpin, self-referential, Future, async, Generator, Pinning projection 等问题。触发词：Pin, Unpin, self-referential, Future, async, Generator, 自引用, Pinning
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GitHub
project-setup
Bootstrap new projects with strong typing, linting, formatting, and testing. Supports Python, TypeScript, and other languages with research fallback.
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GitHub
reasoning-causal
Execute evidence-based decision-making through 6-stage causal flow. Use for known processes, operational execution, and decisions with clear cause-effect chains.
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GitHub
goal-tracker
Track goal progress, derive state from execution, identify gaps, trigger actions. Use for goal status checks, progress reviews, and operational goal management.
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GitHub
goal-setter
Transform objectives into structured goals with plans. Use when user declares intent ("I want to...", "Goal is to...", "Achieve X by Y"). Decomposes into subgoals, milestones, success criteria.
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GitHub
healthkit-sync
iOS HealthKit data sync CLI commands and patterns. Use when working with healthsync CLI, fetching Apple Health data (steps, heart rate, sleep, workouts), pairing iOS devices over local network, or understanding...
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GitHub
claude-md-authoring
Creates and reviews CLAUDE.md configuration files for Claude Code. Applies HumanLayer guidelines including instruction budgets (~50 user-level, ~100 project-level), WHAT/WHY/HOW framework, and progressive discl...
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GitHub
feature
基于 docs/ARCHITECTURE.md 的规范，安全地实现新功能或优化现有代码。
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GitHub
cancel-loop
Cancel the active Ralph implementation loop. Use when you want to stop the iterative process.
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GitHub
prescriptive-actions
Use when the user asks for recommendations, next steps, best approaches, or “what should I do” guidance to achieve a goal or fix a problem.
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GitHub
reasoning-abductive
Generate and evaluate explanatory hypotheses from incomplete observations. Use when diagnosing anomalies, explaining unexpected outcomes, or inferring causes from effects. Produces ranked hypotheses with eviden...
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GitHub
descriptive-action
Use when the user asks to describe, summarize, analyze, compare, explain, or report on something (text, data, events, systems) without asking for recommendations or next steps.
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GitHub
hybrid-search-implementation
Combine vector and keyword search for improved retrieval. Use when implementing RAG systems, building search engines, or when neither approach alone provides sufficient recall.
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GitHub
reasoning-counterfactual
Evaluate alternative scenarios by simulating interventions on past decisions or hypothetical futures. Use when assessing decisions in hindsight, planning scenarios, or comparing paths not taken. Produces compar...
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GitHub
reasoning-inductive
Extract patterns and generalizations from multiple observations. Use when detecting recurring themes, building predictive rules, or identifying systemic behaviors from accumulated data. Produces validated patte...
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GitHub
technical-planning
Plans technical projects with risk-first development, milestone structuring, and managed deferral. Use when planning software projects, defining milestones, structuring development phases, or breaking down comp...
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GitHub
planning-action
Use when the user asks for a roadmap, timeline, phased plan, or execution sequence.
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GitHub
foundations-market-intelligence
Market analysis and competitive intelligence for startups. Use when analyzing market opportunities, sizing TAM, profiling segments, or mapping competition.
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GitHub
foundations-problem-solution-fit
Problem validation and solution design. Use when discovering customer problems, generating solution hypotheses, or defining MVP scope.
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