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
Skills（SKILL.md）は、AIエージェント（Claude Code、Cursor、Codexなど）に特定の能力を追加するための設定ファイルです。
詳しく見る →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.
Manage Azure Artifacts including package feeds, versions, and dependencies. Use when publishing or managing artifact packages.
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)
Organize the hive that Bee collected. The badger methodically sorts issues into project columns, assigns sizes and priorities, moves work from backlog to ready, and plans milestones. Use when you need to triage your GitHub project board, size issues, set priorities, or plan timelines.
🐟 Rust-native Fish shell-friendly file operations with Steel-backed SCI
编码和解码Base64、URL安全Base64和十六进制字符串，支持文件处理。
Structured logging patterns for bash scripts with color support, emoji icons, and CI/CD integration.
基本設計書作成エージェント。システムアーキテクチャ、データフロー、インフラ構成、非機能要件を設計。キーワード: 基本設計, basic design, アーキテクチャ, architecture, システム設計, system design.
Designs experiments to minimize and account for batch effects using balanced layouts and blocking strategies. Use when planning multi-batch experiments, assigning samples to sequencing lanes, or designing studies where technical variation could confound biological signals.
**Persona:** Efficiency obsessive - one operation is fine, three identical operations is a code smell.
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Structured 10-stage methodology for planning bathroom layouts with focus on ergonomics, functionality, and safety. Use when planning bathroom furniture placement, optimizing bathroom space, arranging bathroom fixtures (toilet, sink, bathtub, washing machine), or solving bathroom layout challenges. Applicable to large bathrooms (10+ square meters) with flexible plumbing.
Agent logs, reasoning, and token tracking. Use when logging interactions, saving reasoning, tracking tokens, or managing events.
Task groups and development planning. Use when managing task groups, development plans, or success criteria.
Core BDD concepts, philosophy, and the Three Amigos practice
检查Given-When-Then格式规范性，发现场景缺口，提供丰富建议。当BDD场景编写完成后使用，确保场景质量符合CRAFT标准。
Manage beads correctly including claiming, closing, announcements, and dependencies. Use when starting work on a task, when finishing a task, when the user mentions beads or tasks, or when coordinating with other agents on task ownership.
Use when tracking Beads epic status, syncing progress to GitHub/Shortcut, generating dependency diagrams, or monitoring multi-repo work. Bridges Beads issue tracking with project management tools.
Beads daemon lifecycle management, log analysis, socket recovery, and background sync operations. Covers start/stop/status, troubleshooting, and integration with git workflow.
Session start/end protocols, syncing with git, and daily workflow integration
beads-validation