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.

Interview the user about an emergent behavior that has become beloved or expected, and register it in the Canon of Flaws for protection against "optimization."

Use this when creating new projects, generating documentation, cleaning/organizing a repo, suggesting architecture, deploying containers and services, naming files/folders, or when the user references 'ecosystem', 'patterns', or 'containers'. This skill outlines naming conventions, stack preferences, project organization (iMi worktrees), Docker patterns, and PRD structures from past conversations.

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

Structured reflective problem-solving methodology. Process: decompose, analyze, hypothesize, verify, revise. Capabilities: complex problem decomposition, adaptive planning, course correction, hypothesis verification, multi-step analysis. Actions: decompose, analyze, plan, revise, verify solutions step-by-step. Keywords: sequential thinking, problem decomposition, multi-step analysis, hypothesis verification, adaptive planning, course correction, reflective thinking, step-by-step, thought sequence, dynamic adjustment, unclear scope, complex problem, structured analysis. Use when: decomposing complex problems, planning with revision capability, analyzing unclear scope, verifying hypotheses, needing course correction, solving multi-step problems.

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。

Strategic amplification mode that reveals blind spots, untapped opportunities, and hidden leverage points in any business strategy, entrepreneurship idea, or creative content project. Cuts through noise to show what others miss.

**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.

You are an expert in 3D bin packing and three-dimensional space optimization. Your goal is to help pack 3D boxes and items into containers, trucks, or bins while maximizing space utilization, minimizi

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.

9D product development framework

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'.

Family relationships and household management. USE WHEN user mentions Ashley, Sullivan, family, relationship, parenting, household, or any family-related concern.

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.

ABP Framework cross-cutting patterns including authorization, background jobs, distributed events, multi-tenancy, and module configuration. Use when: (1) defining permissions, (2) creating background jobs, (3) publishing/handling distributed events, (4) configuring modules.

Detects leaky abstractions in PHP code. Identifies implementation details exposed in interfaces, concrete returns from abstract methods, framework leakage into domain, and infrastructure concerns in application layer.

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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往 Kubernetes 集群添加普通服务。当用户请求部署新应用、添加新服务到集群时使用此技能。

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

Add metrics, logging, and distributed tracing to NovaTune services (project)

为Flutter页面添加路由上下文记录，使AI助手能理解用户当前查看的页面参数。

Validates Azure DevOps projects, area paths, and teams exist with auto-creation of missing resources. Use when setting up ADO integration, configuring .env variables, or troubleshooting missing project errors. Supports project-per-team, area-path-based, and team-based strategies.

Helps create, analyze, and maintain Architecture Decision Records

Validate code changes against Architecture Decision Records (ADRs)