以鈀金的先行轉向作為確認條件，檢驗白銀短期漲跌是否獲得工業景氣與風險情緒的同步支持，並標記缺乏鈀金參與度的失敗走勢。

Detect anomalies in metrics and time-series data using OPAL statistical methods. Use when you need to identify unusual patterns, spikes, drops, or outliers in observability data. Covers statistical outlier detection (Z-score, IQR), threshold-based alerts, rate-of-change detection with window functions, and moving average baselines. Choose pattern based on data distribution and anomaly type.

Detects integer overflow and underflow vulnerabilities in arithmetic operations used for buffer sizing or allocation. Use when analyzing calculations, size computations, or investigating integer wraparound issues.

Detects off-by-one errors by identifying incorrect loop conditions, array indexing mistakes, and boundary condition problems. Use when analyzing loops, array access, or investigating fencepost errors.

Create detection rules and hunting queries from malware analysis findings. Use when you need to write Sigma rules for SIEM, Suricata rules for network IDS, defang IOCs for safe sharing, or convert analysis findings into actionable detection content for SOC teams and threat hunters.

Use when verifying outcomes with code instead of LLM judgment, versioning prompts with hashes, or ensuring reproducible agent behavior. Load for any critical verification. Scripts return boolean exit codes, not subjective assessments. Prompts use semantic versioning with SHA256 validation.

Vite 6 asset loading patterns that avoid '?import' query parameter pollution. Use when working with static assets (FBX models, images, fonts), dealing with Vite 6's new asset handling, or loading assets from public vs src/assets directories.

ring:dev-cycle

Comprehensive UI/UX design and implementation skill covering visual design principles, color theory, typography, spacing systems, layout composition, accessibility (WCAG 2.2), animation, and systematic implementation workflows

Tilemap loading, parsing, layers, and collision detection

Structured development workflows using /brainstorm, /write-plan, and /execute-plan patterns. Transform ad-hoc conversations into systematic project execution with hypothesis-driven planning, incremental implementation, and progress tracking.

Complete Developer workflow orchestration - task research sequence, implementation flow, validation gates, PRD synchronization, exit conditions.

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Deploy and manage cloud infrastructure on Cloudflare (Workers, R2, D1, KV, Pages, Durable Objects, Browser Rendering), Docker containers, and Google Cloud Platform (Compute Engine, GKE, Cloud Run, App Engine, Cloud Storage). Use when deploying serverless functions to the edge, configuring edge computing solutions, managing Docker containers and images, setting up CI/CD pipelines, optimizing cloud infrastructure costs, implementing global caching strategies, working with cloud databases, or building cloud-native applications.

Expert DevOps architecture including CI/CD, infrastructure as code, containerization, and observability

DevOps, MLOps, DevSecOps practices for cloud environments (GCP, Azure, AWS)

Implements infrastructure as code using Terraform, Kubernetes, and cloud platforms. Designs scalable architectures, CI/CD pipelines, and observability solutions. Provides security-first DevOps practices and site reliability engineering guidance.

Manages the Bestays Docker Compose development environment including service orchestration, Makefile workflows, logs monitoring, and hot-reload development. This skill should be used when starting/stopping development services, checking logs, troubleshooting Docker issues, or managing the local development workflow.

devops-role-skill

Reference for OWASP DevSecOps Guideline phases, tools, and security checks.

DevSecOps methodology guidance covering shift-left security, SAST/DAST/IAST integration, security gates in CI/CD pipelines, vulnerability management workflows, and security champions programs.

Use **Mermaid** as the default choice - it's versatile, well-supported, and handles most diagram types:

Decision guidance for selecting the right diagram type and tool. Provides patterns for common visualization scenarios, tool comparison, and best practices.

Use when integrating Dialyzer into development workflows and CI/CD pipelines for Erlang/Elixir projects.

Differential binding analysis using DiffBind. Compare ChIP-seq peaks between conditions with statistical rigor. Requires replicate samples. Outputs differentially bound regions with fold changes and p-values. Use when comparing ChIP-seq binding between conditions.

Guide AI agents through Dify tool plugin development with mandatory documentation loading and direct CLI usage. Use when creating Dify tool plugins or extending Dify with custom tools.

Treasure Workflow (digdag) for TD. Covers .dig syntax, session variables (session_date, session_date_compact), td> operator, _parallel/_retry/_error directives, and tdx wf commands.

Python coding standards with automatic version detection.

Router skill for DiPeO frontend (React, visual editor, GraphQL integration, TypeScript types). Use when task mentions React components, diagram editor, GraphQL hooks, or type errors. For simple tasks, handle directly; for complex work, escalate to dipeo-frontend-dev agent.

Send messages to Discord channels. Use when user wants to post, reply, or send messages to Discord.

Calculate distances between geographic coordinates, find nearby points, and compute travel distances. Use for logistics, delivery routing, or location analysis.

You are a remote Claude instance running on a VPS. Receive messages via chat.sh wrapper, maintain persistent context, use Z.ai GLM backend via Doppler.

Orchestrate gummy-agents across distributed network using 'd' command for load-balanced, multi-host AI development

Coordinate distributed processing with parallel execution, forked skills, and isolated work units. Use when you need distributed processing or isolated work units. Not for sequential tasks or single-threaded workflows.

Execute implementation work from a scratchpad in a structured, trackable way. This skill loads the implementation plan, creates TodoWrite items for visibility, works through tasks systematically, and

Analyze and extract relevant patterns, best practices, and usage examples

Loads feature docs, workflow docs, and invariants before planning any task. Use when starting complex work, changing multiple features, or when unsure about constraints. Essential first step for non-trivial changes.

Use this skill at the beginning of any session or when needing to understand available project documentation. Provides just-in-time context by scanning YAML frontmatter from all markdown files in the docs/ directory without loading full content.

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Docker orchestration and CI/CD for IntelliFill. Use when configuring containers, writing workflows, or setting up environments.

Docker Compose Watch mode for automatic hot reload during local development with sync, rebuild, and restart actions

Guide for using Docker - a containerization platform for building, running, and deploying applications in isolated containers. Use when containerizing applications, creating Dockerfiles, working with Docker Compose, managing images/containers, configuring networking and storage, optimizing builds, deploying to production, or implementing CI/CD pipelines with Docker.

Documentation pipeline automation and docs-as-code workflows

Single source of truth and librarian for ALL Claude official documentation. Manages local documentation storage, scraping, discovery, and resolution. Use when finding, locating, searching, or resolving Claude documentation; discovering docs by keywords, category, tags, or natural language queries; scraping from sitemaps or docs maps; managing index metadata (keywords, tags, aliases); or rebuilding index from filesystem. Run scripts to scrape, find, and resolve documentation. Handles doc_id resolution, keyword search, natural language queries, category/tag filtering, alias resolution, sitemap.xml parsing, docs map processing, markdown subsection extraction for internal use, hash-based drift detection, and comprehensive index maintenance.

Orchestrates complete single-document workflows with automatic validation and indexing in a write→validate→index pipeline

Automated browser-based document search and retrieval from free public sources

Scan and catalog document collections with metadata extraction, categorization, and statistics. Use for auditing document libraries, preparing for knowledge base creation, or understanding large file collections.

Unified document lifecycle management. Defines terminal statuses, unified numbering via .next-id, close procedures, and orphan detection. Load at session start.

Use when creating or editing documents (DOCX, PDF, XLSX, PPTX) that need professional output. Adds visual verification, typography hygiene, and formula patterns.

Document processing. USE WHEN document, process file. SkillSearch('documents') for docs.