Dynamically validate codebase compliance with architectural decisions and constraints

Validate hexagonal architecture (Domain, Application, Infrastructure, Presentation). Use when creating new files in src/, reorganizing code, or when the user requests architecture validation.

Archive completed plan documents by moving them to the plans/archived folder. Use when a plan has been fully implemented, all to-do items are completed, or when the user requests to archive a plan.

Archiva tareas completadas de TASKS.md a TASKS-DONE.md. Usar automáticamente cuando TASKS.md tenga muchas tareas completadas o supere 20K tokens.

Master Archon MCP for strategic project management, task tracking, and knowledge base operations. The strategic layer (WHAT/WHEN) that coordinates with Skills (HOW). Use when managing projects, tracking tasks, querying knowledge bases, or implementing the Archon+Skills two-layer architecture.

Analyze arXiv research papers and explain them in accessible terms. Use when the user mentions arXiv, research paper, academic paper, scientific paper, preprint, or provides an arxiv.org URL.

Lee Cronin's Assembly Theory for molecular complexity measurement and

Explicit tracking, validation, and failure planning for project assumptions. Reference for managing assumptions throughout project lifecycle.

Deep Abstract Syntax Tree analysis for understanding code structure, dependencies, impact analysis, and pattern detection at the structural level across multiple programming languages

Stops an AsyncRedux (Flutter) action from dispatching. Use only when the user mentions abortDispatch(), or explicitly asks to abort or prevent dispatch under certain conditions.

Dispatch actions using all available methods: `dispatch()`, `dispatchAndWait()`, `dispatchAll()`, `dispatchAndWaitAll()`, and `dispatchSync()`. Covers dispatching from widgets via context extensions and from within other actions.

Design immutable state classes following AsyncRedux best practices. Includes creating the AppState class with a `copy()` method, defining `initialState()`, composing nested state objects, and optionally using the fast_immutable_collections package for IList, ISet, and IMap.

Manage Streams and Timers with AsyncRedux. Covers creating actions to start/stop streams, storing stream subscriptions in store props, dispatching actions from stream callbacks, and proper cleanup with disposeProps().

Quality control metrics for ATAC-seq data including fragment size distribution, TSS enrichment, FRiP, and library complexity. Use when assessing ATAC-seq library quality before or after peak calling to identify problematic samples.

Coordinate Claude Code skills with OpenAI Codex autonomous workflows for end-to-end ATFT-GAT-FAN maintenance.

Create brand-safe content for athletes. Personal branding strategy, engagement optimization, crisis communication, sponsor integration.

Product management expertise for story creation, backlog management, validation, and release coordination

atlas14-spatial-variance

Use when working with Jira or Confluence from command line, including authentication, searching issues with JQL, bulk operations, sprint reports, or creating/updating work items using acli

Use when noticing something off (code smell, design smell, workaround) while working and want to capture it without losing flow - grounds observation in codebase and files a proper bead that future agents can execute

Invariant set attracting nearby trajectories

Audio production concepts, DSP fundamentals, mixing/mastering techniques, and DAW workflows. Bridges modular synthesis philosophy with practical audio engineering. Triggers on audio production, mixing, sound design, DSP, or music technology requests.

Security audit with automatic fixes for vulnerabilities

Use when adding packages, bumping versions, or responding to security alerts. Enforces supply chain security and vulnerability remediation.

Autonomous validation of authentication security. Checks password hashing, cookie configuration, CSRF protection, and session management for OWASP compliance.

Authenticate to web app and verify session state with Chrome DevTools session sharing

設定 Auto-Dev workflow，實現 Human-in-the-Loop 自動化開發

Workflow automation hooks for agent-playbook skills. This skill defines automatic triggers between skills - DO NOT use directly, it's a configuration skill that other skills reference.

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Use this skill when setting up or running autonomous stock trading operations. The system continuously researches stocks, makes trading decisions without human input, executes trades on Alpaca paper trading, and sends Telegram notifications. Based on AI-Trader's autonomous agent pattern.

Self-producing skill system combining ruler enforcement with skill self-evolution. Implements trifurcation-first imperative via nbb sexp invocation for idempotent agent instruction.

Manage AWS accounts, organizations, IAM, and billing. Use when setting up AWS Organizations, managing IAM policies, controlling costs, or implementing multi-account strategies. Triggers on AWS Organizations, AWS IAM, AWS billing, Cost Explorer, SCPs, multi-account, AWS SSO, Identity Center.

AWS boto3 사용 패턴. Paginator, 세션 관리, CloudWatch 배치 메트릭 등.

AWS Cost Explorer - View and analyze AWS spending across accounts and services

Expert-level AWS cloud architecture, services, security, cost optimization, and best practices

Manage S3 buckets with versioning, encryption, access control, lifecycle policies, and replication. Use for object storage, static sites, and data lakes.

Automatically refresh AWS SSO authentication tokens when encountering expiration errors. Use when AWS MCP tools fail due to expired SSO sessions.

Use when deploying ANY machine learning model on-device, converting models to CoreML, compressing models, or implementing speech-to-text. Covers CoreML conversion, MLTensor, model compression (quantization/palettization/pruning), stateful models, KV-cache, multi-function models, async prediction, SpeechAnalyzer, SpeechTranscriber.

Azure CLI 操作

Azure service emulators for local development including Azurite, Cosmos DB, and Event Hub Docker containers

Configure Azure DevOps service connections for deployments. Use when setting up cloud service integrations or deployment credentials.

| Task | Tool | Example |

This framework, developed by Oji Udezue, provides a predictive model for B2B SaaS success by mapping workflows across two dimensions to identify where "unicorns" are born and how to navigate toward hi

Run and monitor existing jobs, import/export site archives (IMPEX). Use when executing batch jobs, importing site data, running search indexing, checking job status, or viewing job logs. For creating new job code, use b2c-custom-job-steps instead.

Deploy and manage Managed Runtime (MRT) PWA storefronts. Use when deploying bundles, managing environments, setting environment variables, configuring redirects, or working with CDN for PWA Kit projects.

Babashka scripting for fast Clojure execution. JVM-less scripting with GraalVM native compilation and sci interpreter.

Playbook สำหรับ backfill historical data และ reconcile inconsistencies ระหว่าง data sources

Design reliable background job processing with retries and monitoring.

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Move an increment to backlog (planned but not ready to start)