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

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

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

Assess decision reversibility and risk at critical checkpoints to determine whether full War Room escalation is warranted.

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Before starting Phase 1, check whether aggregation is actually needed:

Faithful implementation of the four LLM-as-judge autoraters used in

JLCPCB PCB fabrication and assembly — BOM/CPL generation, basic vs extended parts, assembly constraints, design rules, ordering workflow. Use with KiCad for JLCPCB manufacturing. Use this skill when the user mentions JLCPCB, wants to order PCBs or assembled boards, needs prototype bare PCBs and stencils, wants to know JLCPCB design rules and capabilities, or is asking about PCB manufacturing costs or turnaround times. For gerber/CPL export, stencil ordering, and BOM management, see the `bom` skill.

Trigger SHARE_ALLOCATION flag detected in pattern scan - Used by Breadth agents, depth-edge-case

Provides AWS Secrets Manager patterns for AWS SDK for Java 2.x, including secret retrieval, caching, rotation-aware access, and Spring Boot integration. Use when storing or reading secrets in Java services, replacing hardcoded credentials, or wiring secret-backed configuration into applications.

Provides dependency injection patterns for Spring Boot projects, including constructor-first design, optional collaborator handling, bean selection, and wiring validation. Use when creating services and configurations, replacing field injection, or troubleshooting ambiguous or fragile Spring wiring.

Provides GitHub Copilot CLI task delegation in non-interactive mode with multi-model support (Claude, GPT, Gemini), permission controls, output sharing, and session resume. Use when users ask to hand work to Copilot, compare models, or run Copilot programmatically from Claude Code.

Force a skeptical second pass on your own work. Because 'it should work' has never once been true.

Ensure naming and documentation consistency across all codebase locations.

Single entry point for discovering all email commands, tools, prompts, and workflows.

ONLY when user explicitly types /step2. Never auto-trigger on plan, design, or architect.

Recommend sharding, caching strategies, and read-replication patterns for Cloudflare architectures. Use this skill when preparing for growth, hitting limits, or optimizing for high traffic.

Write technical blog posts with source code analysis OR doc-driven research. Use when user wants to explain system internals, architecture, implementation details, or technical concepts with citations.

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Execute work items based on their assigned mode (autopilot, confirm, validate). Supports single-item and multi-item (batch/wide) runs.

Find and qualify real estate agencies in a given suburb

Discover and link related issues as dependencies. Searches for issues that should be connected and recommends dependency relationships to establish proper work order.

Intelligently organize and categorize Markdown notes within an Obsidian vault. This skill leverages Obsidian MCP tools to analyze the vault's current folder structure and note content, ensuring new or misplaced notes are moved to their most contextually appropriate locations (e.g., PARA, Zettelkasten, or custom taxonomies).

Agent coordination, orchestration, and multi-agent workflow management scripts

The skill is script-heavy and evolving fast. When Python dependencies are missing, agents currently discover failures late (mid-command) and then waste tokens installing packages ad-hoc. This also red

深度集成 Gitee MCP，实现 Issue 管理、PR 自动化提交、代码审查和版本发布的全流程自动化。

**Core Principle:** Achieve complete clarity, not just confirm understanding. Know the WHAT, WHY, and HOW of success before acting.

**Core Principle:** Research deeply from ALL sources — internal context AND external knowledge. Don't limit yourself to one world.

**Core Principle:** Understand the ripple effects. See how changes in one part affect the whole system.

[32] ANALYZE. Ensure every critical claim has verifiable evidence with confidence levels. Each fact must have source + confidence percentage. If confidence <85%, enter Loop150 to find more sources. Use for critical decisions, factual claims, legal/compliance work, or any situation where unverified claims are dangerous.

Execute tasks with velocity and quality. Use when ready to implement after clarity and prioritization are complete. This is the fourth system in the 5-system framework.

**Core Principle:** Know the path before walking. Have clear steps, know what success looks like, and be ready for what could go wrong.

**Core Principle:** Commit to excellence. Work at 150% — 100% core delivery + 50% strengthening through verification, alternatives, and risk awareness.

[62] VALIDATE. Final self-check before delivery. Verify goal alignment, completeness, correctness, and identify residual risks. Produces quality score (0-100) and delivery status. Use when completing any significant work, before handoff, or when you need confidence that work is ready.

[70] CLOSE. Manage task lifecycle with correct statuses and no duplicates. Ensure each task has one status, artifacts match claims, and no task appears in multiple places. Use when managing task lists, updating progress, or ensuring task tracking integrity across systems.

name: "AppleFoundationModels"

Structured 8D problem solving for customer complaints and quality issues. D0-D8 phases with containment, root cause analysis, and escape point identification. USE WHEN user says '8D', 'eight disciplines', 'customer complaint', 'corrective action', 'root cause analysis', 'containment', 'escape point', or 'problem solving report'.

UTF-8 JSON file I/O utilities to avoid Windows encoding issues (CP-1252 vs UTF-8)

Innovation was not always recognized as being part of the job of the public sector. Civil servants are often unfamiliar with the methods and techniques we associate with innovation. UNDP’s Accelerator

Toyota-style A3 problem solving with embedded priority hierarchy: Safety First, then Customer Value, then Shareholder Value. Structured thinking framework for manufacturing decisions, root cause analysis, and countermeasure development. USE WHEN user says 'A3', 'problem solving', 'root cause', 'countermeasure', '5 whys', 'fishbone', 'ishikawa', 'priority decision', 'safety first', 'critical thinking', or needs structured analysis of manufacturing problems. Integrates with AutomotiveManufacturing and HoshinKanri skills.

aap-vault-ssh

Workflow for fatigue and durability analysis - cycle counting, damage accumulation, and fatigue life prediction.

Configure Tosca optimization. Use when user mentions design response, objective function, optimization constraint, or SIMP penalty. Base module for topology/shape optimization.

Complete workflow for heat transfer analysis - steady-state and transient thermal. Use when user asks about temperature distribution, conduction, convection, or heat flow.

ABP Framework domain layer patterns including entities, aggregates, repositories, domain services, and data seeding. Use when: (1) creating entities with proper base classes, (2) implementing custom repositories, (3) writing domain services, (4) seeding data.

Definir un **skill** (implementación a realizar por otra IA) que automatice el workflow de desarrollo y documentación en un proyecto Microsoft Access/VBA:

Эксперт AP workflow. Используй для процессов кредиторской задолженности, invoice processing, three-way matching и payment automation.

Automate account reconciliation by matching transactions, identifying discrepancies, and generating variance reports

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Add a new node to the Kubernetes cluster. Use when connecting new hardware, expanding cluster capacity, or setting up worker nodes.