Development standards for the Nathan n8n-Jira agent automation system.

Create a thoughtful, supportive commit message from your staged changes.

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Senior Quality Manager Responsible Person (QMR) for HealthTech and MedTech companies. Provides overall quality system responsibility, regulatory compliance oversight, management accountability, and strategic quality leadership. Use for quality system governance, regulatory compliance oversight, management responsibility, and quality strategic planning.

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Hooks are event-driven automation scripts that execute in response to Claude Code events. Use hooks to validate operations, enforce policies, add context, and integrate external tools into workflows.

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Transfer knowledge from source domains to novel target situations through structural mapping. Use when facing new markets, products, or situations where past experience provides relevant patterns. Produces adapted solutions with explicit mappings and context adjustments.

Execute evidence-based decision-making through 6-stage causal flow. Use for known processes, operational execution, and decisions with clear cause-effect chains.

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 comparative analysis with probability-weighted outcomes.

Use when creating new skills, documenting workflows, or standardizing processes into reusable skill definitions.

Use when starting, pausing, completing, or transitioning task status in the development workflow.

Use when making technical decisions, choosing technologies, or documenting architectural choices. Creates ADRs (Architecture Decision Records).

Context optimization extends the effective capacity of limited context windows through strategic compression, masking, caching, and partitioning. The goal is not to magically increase context windows

日常科研 - Stella建立临时研究站,进行系统的科学观察和实验,享受科学家的日常

When Truth Layer identifies a blocker:

When you discover a blocker:

Coordinate multi-section document creation by delegating to doc writer agents through VibeKanban task management. The coordinator (Chief of Staff) plans and monitors but never writes content directly.

Create a new version release with git tag and GitHub Release. Use when user asks to release, publish, create a new version, or ship a release. (project)

Universal patterns for tree-sitter code parsing. Covers AST visitors, query patterns, and language plugin development. Framework-agnostic.

Convert meeting discussions into clear, actionable notes with tasks, decisions, and follow-ups fo...

Update all documentation in .plans, CLAUDE.md files, docs, and .tasks to match current codebase state. Use when user asks to update docs, refresh documentation, sync docs with code, or validate documentation accuracy.

Manage device adoption and onboarding, maintain device inventory, and monitor device configurations across your UniFi network infrastructure.

Converting markdown plans into beads (tasks with dependencies) and polishing them until they're implementation-ready. The bridge between planning and agent swarm execution. Includes exact prompts used.

Jeffrey Emanuel's comprehensive markdown planning methodology for software projects. The 85%+ time-on-planning approach that makes agentic coding work at scale. Includes exact prompts used.

Enterprise-grade PowerPoint deck generation using evidence-based prompting, workflow enforcement, constraint-based design

专业的知识库管理系统，旨在解决“知识诅咒”和认知偏差问题。通过显式化隐性知识、扫描代码提取领域概念、整合行业最佳实践，构建结构化的 Markdown 知识库。

**Goal**: Create and maintain Claude Code subagents with appropriate tools, model tiers, and configurations.

**Goal**: Create and maintain focused, well-organized rule files in `.claude/rules/` following Claude Code best practices.

**Goal**: Create well-structured Agent Skills following best practices for discoverability, conciseness, and progressive disclosure.

Step-by-step tutorial for adding new CUDA kernels to FlashInfer

Queries Polymarket market data and CLOB state, and manages CLOB orders via the Grimoire venue CLI wrapper backed by the official Polymarket CLI.

Post content to WeChat Official Account (微信公众号). Supports both article posting (文章) and image-text posting (图文).

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Automated cleanup of unused AWS resources to reduce costs

Apply compaction, masking, and caching strategies

Manage Linear issues, projects, and teams

Create detailed 3-5 year financial model with revenue, costs, cash

Orchestrates BMAD workflows for structured AI-driven development. Routes work across Analysis, Planning, Solutioning, and Implementation phases.

Manage Git workflows including commits, branches, merges, and collaboration. Use when working with Git repositories, creating commits, managing branches, or resolving conflicts.

Front-end structural routing for mixed, ambiguous, high-noise inputs. Analyzes user inputs to determine the primary structural layer and routes to the appropriate handling layer before answering.

liepin-cli

Write and iteratively refine PRD/需求文档 with a story-driven structure and strict staged confirmations (journey map alignment, per-story single-point confirmation, final generation gate). Use when the user asks to 梳理/撰写/完善 PRD、需求文档、用户故事、验收标准，并希望用 ASCII 线框图与 Mermaid（流程图/状态图/时序图）来减少歧义、共同完成文档。

'Assess whether to escalate models. Use when evaluating reasoning depth.'

'Surface expert frameworks and methodologies. Use when: creating or evaluating skills, hooks, or agents.'

'Single deployable with enforced module boundaries for team autonomy

Execute implementation plans with progress tracking, checkpoint validation, and quality gates.