majiayu000
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- ▌ Sheets Update 2 · majiayu000 bundleGoogle Sheets スプレッドシートのセルを更新する。「スプレッドシート更新」「Sheets 更新」「シートに書き込み」「セルを更新」などで起動。
- ▌ Slides Update 2 · majiayu000 bundleGoogle Slides にスライドを追加する。「スライド追加」「Slides 更新」「スライドを追加して」「ページを追加」などで起動。
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- ▌ Ln 004 Agent Sync 2 · majiayu000 bundleSync skills (symlinks) and MCP settings from Claude to Gemini CLI and Codex CLI
- ▌ Task Orchestration 4 · majiayu000 bundleUse when coordinating complex tasks with orchestration, delegation, or parallel workstreams - provides structured workflows for orchestrate:brainstorm, orchestrate:spawn, and orchestrate:task.
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- ▌ Model Council Voting 2 · majiayu000 bundleLLM council/panel voting: multi-model coders, consensus rules, inter-rater agreement (kappa, alpha), correlated-error diagnostics.
- ▌ Phx Codex Loop 4 · majiayu000 bundleFix Elixir/Phoenix code until Codex CLI review comes back clean — bounded review, fix, verify loop before opening a PR. Use when codex is installed and you want an external cross-model critic on your changes before pushing.
- ▌ Quellen Livecheck 5 · majiayu000 bundleWenn es um Rechtsquellen-Livecheck in Energierecht geht: ordnet Sachverhalt, Norm, Beweislast, Gegenargumente und nächsten Schritt; liefert eine Tatbestands- oder Anspruchsmatrix mit Gegenargumenten.
- ▌ Senior Mentor 2 · majiayu000 bundleTransform into a senior mentor for guided learning through Socratic questioning. Use when user wants coaching, learning guidance, or skill development. Triggers: "mentor me", "coach me", "help me learn", "quiz me", "review my understanding".
- ▌ Phx Plan 5 · majiayu000 bundlePlan features spanning multiple domains: billing (Stripe), auth (RBAC), real-time (Presence), webhooks, jobs (Oban). Use when designing interconnected systems or converting review findings into tasks.
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- ▌ Experiment Audit 2 · majiayu000 bundleAudit experiment integrity before claiming results. Uses cross-model review (GPT-5.4) to check for fake ground truth, score normalization fraud, phantom results, and insufficient scope. Use when user says "审计实验", "check experiment integrity", "audit results", "实验诚实度", or after experiments complete before writing claims.
- ▌ Karpathy Principles 2 · majiayu000 bundlePre-implementation gate covering think-first, simplicity, surgical edits, and verifiable goals. Use when starting implementation to verify the approach.
- ▌ Ln 512 Tech Debt Cleaner 3 · majiayu000 bundleAutomated tech debt cleanup worker (L3). Reads codebase audit findings, applies safe auto-fixes for low-risk issues (unused imports, dead code, commented-out code, deprecated aliases). Confidence >=90% only. Creates single commit with summary.
- ▌ Remix V2 Routing Review 2 · majiayu000 bundleReviews Remix v2 route files for naming convention violations, missing layouts, resource-route shape, and v1 holdovers. Use when reviewing files under app/routes/ in a Remix v2 codebase.
- ▌ Strict Clippy Check 2 · majiayu000 bundleEnforces zero-tolerance code quality policy using Clippy with strict lints, all warnings treated as errors
- ▌ Verification Before Completion 12 · majiayu000 bundleUse when about to claim work is complete, fixed, or passing, before committing or creating PRs - requires running verification commands and confirming output before making any success claims; evidence before assertions always
- ▌ Grove Auth Integration 2 · majiayu000 bundleIntegrate Heartwood authentication into a new or existing Grove property. Covers client registration, PKCE OAuth flow, SvelteKit route setup, session validation, and wrangler configuration. Use when adding auth to any Grove site.
- ▌ Ln 621 Security Auditor 3 · majiayu000 bundleSecurity audit worker (L3). Scans codebase for hardcoded secrets, SQL injection, XSS, insecure dependencies, missing input validation. Returns findings with severity (Critical/High/Medium/Low), location, effort, and recommendations.
- ▌ Security Convex 2 · majiayu000 bundleConvex security audit patterns. Load when reviewing Convex apps (convex/ directory present). Covers query/mutation auth, row-level security, public vs authenticated functions, validators, and Convex-specific issues.
- ▌ Security Nextjs 2 · majiayu000 bundleNext.js security audit patterns. Load when reviewing Next.js apps (next.config.js present). Covers NEXT_PUBLIC_* exposure, Server Actions, middleware auth, API routes, and App Router security.
- ▌ Createskill 4 · majiayu000 bundleCreate and validate skills. USE WHEN create skill, new skill, skill structure, canonicalize. SkillSearch('createskill') for docs.
- ▌ Gdscript Format 2 · majiayu000 bundleFormat and lint GDScript files using gdscript-formatter. Use after editing GDScript files to ensure code style consistency.
- ▌ Implement Plan Micro 2 · majiayu000 bundleImplement technical plans from thoughts/shared/plans with verification
- ▌ Implement Plan Preflight 2 · majiayu000 bundleExecute Preflight phase for /itp:go workflow - create ADR (MADR 4.0), design spec from global plan, verify checkpoint. Use when creating ADRs, design specs, or when /itp:go invokes Preflight phase. Triggers - ADR creation, design spec, MADR format, preflight verification.
- ▌ Knowledge Locator 4 · majiayu000 bundleSpatial indexing and retrieval system for finding information within memory palaces using multi-modal search. Triggers: knowledge search, find information, locate concept, recall, spatial query, cross-reference, discovery, memory retrieval, pr review search, past decisions, review patterns Use when: searching for stored knowledge, cross-referencing concepts, discovering connections, retrieving from palaces, finding past PR decisions DO NOT use when: creating new palace structures - use memory-palace-architect. DO NOT use when: processing new external resources - use knowledge-intake. Consult this skill when searching or navigating stored knowledge.
- ▌ Knowledge Management 2 · majiayu000 bundle4-layer knowledge capture system for development sessions. Use when user says /mem (quick capture), /distill (extract patterns), /td (post-task retrospective with Before/After context), /improve (work on pending items), or /commit (atomic commits via TDG). Manages docs/learnings/, docs/knowledge-base/, and docs/retrospective/ directories.
- ▌ Maintaining Claude Code 2 · majiayu000 bundleCreate, validate, and improve Claude Code configuration — SKILL.md files, CLAUDE.md, rules, hooks, and settings.json. Use when creating a new skill, writing a SKILL.md, adding a hook, editing rules, auditing skill descriptions, checking config quality, debugging hook behavior, or deciding between skills vs rules vs CLAUDE.md. Also auto-loads when working in ~/.claude/ on skills, rules, hooks, or settings.
- ▌ Modern Swift 2 · majiayu000 bundleUse when writing async/await code, enabling strict concurrency, fixing Sendable errors, migrating from completion handlers, managing shared state with actors, or using Task/TaskGroup for concurrency.
- ▌ Modify Generated Code 2 · majiayu000 bundleWorkflow for modifying generated code in Baseplate, including template extraction, generator updates, and project synchronization.
- ▌ Open Meteo Skill 2 · majiayu000 bundle전세계 날씨 API Open-Meteo 스킬. 무료 오픈소스 날씨 API로 16일 예보, 80년 역사 데이터, 대기질, 해양 날씨 등 제공. 사용 시점: (1) 날씨 예보 조회 (2) 과거 날씨 데이터 조회 (3) 대기질/미세먼지 조회 (4) 해양 날씨/파도 정보 (5) 위치 좌표 검색 (6) 고도 정보 조회 키워드: 날씨, weather, 기온, 강수량, 습도, 풍속, 미세먼지, PM2.5, 파도, 일출, 일몰, geocoding
- ▌ Path Finder 2 · majiayu000 bundleProvides correct file paths, import locations, and navigation guidance for brizy-go-services monorepo following Clean Architecture conventions and Go workspace structure. Helps locate entity files, navigate between layers (biz/data/service/server), find tests, resolve import paths, and answer "where is X located?" questions. Use when finding files, locating components, determining file paths, navigating project structure, resolving import paths, asking where files are located, or searching for entity/layer locations.
- ▌ Powersync 2 · majiayu000 bundleBuild local-first, offline-capable TypeScript apps with PowerSync. Use when implementing real-time sync between SQLite and backend databases (Postgres, MongoDB, MySQL, SQL Server). Covers schema definition, database setup, CRUD operations, React/Vue hooks, watch queries, and Kysely/Drizzle ORM integration.
- ▌ Principles 4 · majiayu000 bundle開発原則、ガイドライン、VibeCoder向けガイダンスを提供。Use when user mentions principles, guidelines, safety, or diff-aware editing. Do not use for actual implementation—use the impl skill instead.
- ▌ Python Packaging 6 · majiayu000 bundleCreate distributable Python packages with proper project structure, setup.py/pyproject.toml, and publishing to PyPI. Use when packaging Python libraries, creating CLI tools, or distributing Python code.
- ▌ Skill Implementer 3 · majiayu000 bundleExecute general implementation tasks following a plan. Invoke for non-Lean implementation work.
- ▌ Agents Md Pro 2 · majiayu000 bundleCreate, optimize, update, and validate AGENTS.md files with maximum token efficiency. Use when the user asks to (1) create new AGENTS.md files for any repository, (2) optimize/condense existing AGENTS.md to reduce token count, (3) update/refresh AGENTS.md to sync with codebase changes, (4) validate AGENTS.md quality and completeness, or (5) improve AGENTS.md files to be more effective for AI agents. Always generates token-efficient, condensed output focused on actionable commands and patterns while maintaining model-agnostic language.
- ▌ Openai Docs 7 · majiayu000 bundleAccess OpenAI developer documentation via Context7 MCP. Provides up-to-date docs for Codex CLI, OpenAI API, Python/Node SDKs, Agents SDK, and MCP configuration. Use when: (1) configuring Codex CLI or MCP servers, (2) writing OpenAI API integrations, (3) building agents with OpenAI SDKs, (4) troubleshooting Codex execution. Triggers: 'openai docs', 'codex documentation', 'openai api reference', 'codex mcp', 'agents sdk'.
- ▌ Audit Aggregator 2 · majiayu000 bundleAggregate and deduplicate findings from multiple audit reports
- ▌ Complexity Analyzer 2 · majiayu000 bundleAnalyzes task/feature complexity (1-10) and recommends subtask breakdown for planning and prioritization. Provides actionable recommendations for agent selection, phase distribution, and risk assessment. Silent analysis that feeds into other workflows.
- ▌ Rigorous Reasoning 3 · majiayu000 bundlePrevents sycophantic reasoning through checklist-based analysis, categorical integrity, and evidence-following to uncomfortable conclusions. Red Flags: "I agree that", "You are right", "Great point", "Absolutely", "That is a fair point", "I can see why", agreement without validation, softening conclusions, hedging without evidence, retracting under pressure. Use when analyzing conflicts, evaluating ethical claims, or noticing sycophantic thought patterns. Do not use for routine implementation or simple factual questions. CRITICAL: This skill overrides conversational tendencies toward politeness. Agreement requires validity and accuracy.
- ▌ Spec Miner 2 · majiayu000 bundleUse when understanding legacy or undocumented systems, creating documentation for existing code, or extracting specifications from implementations. Invoke for legacy analysis, code archaeology, undocumented features.
- ▌ Pact Memory 2 · majiayu000 bundlePersistent memory for PACT agents. Save context, goals, lessons learned, decisions, and entities. Semantic search across sessions. Use when: saving session context, recalling past decisions, searching lessons. Triggers: memory, save memory, search memory, lessons learned, remember, recall
- ▌ Agentuity CLI Cloud Vector Stats 2 · majiayu000 bundleGet statistics for vector storage. Requires authentication. Use for Agentuity cloud platform operations
- ▌ Dbt Migration Db2 2 · majiayu000 bundleConvert IBM DB2 DDL to dbt models compatible with Snowflake. This skill should be used when converting views, tables, or stored procedures from DB2 to dbt code, generating schema.yml files with tests and documentation, or migrating DB2 SQL to follow dbt best practices.
- ▌ Pre Presentation Cleanup 2 · majiayu000 bundleComplete mandatory cleanup before presenting changes for user approval in AWAITING_USER_APPROVAL state
- ▌ Design System Architecture 5 · majiayu000 bundleBuild scalable design systems with design tokens, component APIs, and documentation. Use when creating or evolving component libraries.
- ▌ Frontend Accessibility 10 · majiayu000 bundleYour approach to handling frontend accessibility. Use this skill when working on files where frontend accessibility comes into play.
- ▌ Skill Capability Matcher 2 · majiayu000 bundleThis skill should be used when the user wants to find the right looplia skills for a task, match requirements to available capabilities, or determine which skills should handle each workflow step. Use when someone says "which looplia skill handles X", "find skills for this task", "match my requirements to skills", or "/build" (after registry scan). Second step in looplia workflow building: takes user requirements and skill registry, recommends skill sequences with missions. Designs one workflow step → one skill-executor → multiple skills orchestration pattern.
- ▌ Sr Cardoso Frontend 2 · majiayu000 bundleFrontend React/Vite/PWA do Sr Cardoso. Use quando editar paginas, componentes, hooks, fluxo de agendamento, painel admin, consumo de API REST e UX mobile-first.
- ▌ Using Agent Relay 5 · majiayu000 bundleUse when coordinating multiple AI agents in real-time - provides inter-agent messaging via Rust PTY wrapper with file-based protocol and reliability features
- ▌ Ad Test Designer 2 · majiayu000 bundleUse when the user asks to "design an A/B test", "set up a creative/landing test", "run an incrementality test", or "is this test significant — promote or kill?"; produces a hypothesis, variant matrix, sample-size/duration/power plan, a documented significance read, and a promote/kill decision on your own exported results. Not for producing the variants — use ad-creative-builder; not for reading back one shipped change vs a control — use paid-measurement-loop; not for cross-channel reporting — use performance-analyzer. 广告AB测试设计/实验设计/显著性判定/增效测试
- ▌ Model Committee Fable 2 · majiayu000 bundleRun a deliberative two-model committee between GPT-5.5 and Claude Opus 4.8, chaired by Fable 5. Same two deliberating members as model-committee; the difference is the chair — Fable 5 aggregates the scores, applies the tie rule, and synthesizes the decision, so a lightweight, fast Claude-family chair handles the tally and synthesis while the heavier reasoning stays with the two members. Use when the user needs one consequential decision from multiple defensible options and wants a Fable-chaired deliberation. Suitable for architecture, research design and interpretation, manuscript strategy, ambiguous diagnosis, evaluation design, and policy or standards tradeoffs. Not for factual lookups, independent-coder reliability, open-ended brainstorming, routine implementation, or final high-stakes professional judgment.
- ▌ Motherduck Create Flight 2 · majiayu000 bundleCreate, schedule, run, and debug MotherDuck Flights — Python jobs that run on MotherDuck compute. Use whenever someone wants to create a flight, schedule a Python script or recurring job on MotherDuck, set up scheduled ingestion from Postgres, dlt sources, S3, BigQuery, Snowflake, or APIs, refresh aggregates or transformations on a cron, or operate flights with get_flight_guide, create_flight, run_flight, flight logs, secrets, schedules, and versions.
- ▌ Phx Pr Review 6 · majiayu000 bundleAddress PR review threads on Elixir/Phoenix code — fetch unresolved threads, fix code, reply, and resolve each thread. Use when the user shares a PR URL or mentions reviewer feedback.
- ▌ Solve 3 · majiayu000 bundleStart solving a LeetCode problem with guided teaching. Use when user wants to learn how to solve a coding problem.
- ▌ Brainstorming 48 · majiayu000 bundleUse when creating or developing, before writing code or implementation plans - refines rough ideas into fully-formed designs through collaborative questioning, alternative exploration, and incremental validation. Don't use during clear 'mechanical' processes
- ▌ Writing Plans 31 · majiayu000 bundleUse when design is complete and you need detailed implementation tasks for engineers with zero codebase context - creates comprehensive implementation plans with exact file paths, complete code examples, and verification steps assuming engineer has minimal domain knowledge
- ▌ Excalidraw Diagram 4 · majiayu000 bundleGenerate Excalidraw diagrams. Use when the user asks to create a diagram, visualize a concept, or illustrate technical architectures.
- ▌ Ln 220 Story Coordinator 8 · majiayu000 bundleCREATE/REPLAN Stories for Epic (5-10 Stories). Delegates ln-001-standards-researcher for standards research. Decompose-First Pattern. Auto-discovers team/Epic.
- ▌ Model Researcher 2 · majiayu000 bundleResearch and configure new/custom AI models not yet in models.dev. Use when user mentions a new model release, asks to add a model from a non-standard provider, or wants to configure a custom/self-hosted model. Triggers: "new model", "just released", "configure [model name]", "add [provider] model", "set up [model]", custom endpoints, self-hosted models, bleeding-edge releases.
- ▌ Project Specification 4 · majiayu000 bundleTransform project brief into detailed, testable specifications using spec-driven development methodology
- ▌ Reddit Insights 3 · majiayu000 bundleSearch and analyze Reddit content using semantic AI search via reddit-insights.com MCP server. Use when you need to: (1) Find user pain points and frustrations for product ideas, (2) Discover niche markets or underserved needs, (3) Research what people really think about products/topics, (4) Find content inspiration from real discussions, (5) Analyze sentiment and trends on Reddit, (6) Validate business ideas with real user feedback. Triggers: reddit search, find pain points, market research, user feedback, what do people think about, reddit trends, niche discovery, product validation.
- ▌ Phx Full 5 · majiayu000 bundleUse for large features spanning multiple contexts or autonomous end-to-end implementation. Runs the full plan-implement-review-compound cycle with specialist agents. NOT for executing an existing plan file — use $phx-work for that.
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- ▌ Android Local Build Debug 2 · majiayu000 bundleBuild, install, and debug TermLink on real Android devices with adb. Use for local packaging, selecting target serials (da34332c or MQS7N19402011743), launching the app, collecting logcat, and reproducing mobile issues.
- ▌ Bun Cloudflare Workers 2 · majiayu000 bundleThis skill should be used when the user asks about "Cloudflare Workers with Bun", "deploying Bun to Workers", "wrangler with Bun", "edge deployment", "Bun to Cloudflare", or building and deploying applications to Cloudflare Workers using Bun.
- ▌ Deploy Shot Elixir 2 · majiayu000 bundleDeploy the shot-elixir Elixir/Phoenix application to Fly.io. Use this skill when deploying backend changes, updating environment variables, or releasing new versions to production.
- ▌ Dockerfile Best Practices 3 · majiayu000 bundleCreate and optimize Dockerfiles with BuildKit, multi-stage builds, advanced caching, and security. Use when: (1) Creating new Dockerfile, (2) Optimizing existing Dockerfile, (3) Reducing image size, (4) Improving security, (5) Using Python with uv, (6) Resolving cache or slow build issues, (7) Setting up CI/CD builds
- ▌ Ln 774 Healthcheck Setup 2 · majiayu000 bundleConfigures health check endpoints for Kubernetes readiness/liveness/startup
- ▌ Pop Assessment Performance 2 · majiayu000 bundleEvaluates PopKit efficiency using concrete metrics for context usage, token consumption, and lazy loading validation
- ▌ Doc Coauthoring 10 · majiayu000 bundle(ePost) Use when user wants to write a doc, proposal, spec, RFC, PRD, or decision record collaboratively
- ▌ Documentation Process 2 · majiayu000 bundleAfter implementing a new feature or fixing a bug, make sure to document the changes. Use when writing documentation, after finishing the implementation phase for a feature or a bug-fix
- ▌ Epd Parser 2 · majiayu000 bundleParse EPD (Environmental Product Declaration) PDF documents into structured environmental impact data — GWP, life cycle stages, certifications, and compliance metrics. Use when the user shares an EPD document or asks to "parse this EPD", extract GWP, or pull impact data from a declaration.
- ▌ Guide Updater 2 · majiayu000 bundle当用户明确要求"更新项目指南""同步指南""沉淀洞见到指南"时使用。将对话中新产生的可复用写作洞见实时沉淀到项目指南文件,保持术语口径一致、结构稳定、可检验与可复现。调用时必须指定指南文件路径。
- ▌ Similarity Connector 2 · majiayu000 bundleUse when working with connector similarity calculations - comparing connector MPNs, understanding pin count/pitch/family matching, or connector-specific similarity logic.
- ▌ Paper Figure 3 · majiayu000 bundleGenerate publication-quality figures and tables from experiment results. Use when user says \"画图\", \"作图\", \"generate figures\", \"paper figures\", or needs plots for a paper.
- ▌ Package Exports 2 · majiayu000 bundleConfigure package.json exports and understand import resolution in the Orient monorepo. Use when confused about dist vs source imports, configuring package exports, fixing module resolution errors, or creating barrel files. Covers exports field patterns, development vs production resolution, and re-export strategies.
- ▌ Perplexity Tools 3 · majiayu000 bundleExecutes Perplexity AI queries via unified Python CLI. Use when conducting web research, asking questions with citations, deep research tasks, reasoning problems, or searching for up-to-date information.
- ▌ Playbook Init 2 · majiayu000 bundleタスク開始フローのエントリーポイント。prompt-analyzer の分析結果を受け取り、pm SubAgent に委譲する。
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- ▌ Secrets Tools 2 · majiayu000 bundlePublish gate secrets scanning. Use for: safe_to_publish, scan for secrets, redact in-place. Determines publish gate status. Scan files for secrets (locations only - NEVER prints secret content). GitHub tokens, AWS keys, private keys, bearer tokens. Use ONLY in secrets-sanitizer. Invoke via bash .claude/scripts/demoswarm.sh secrets scan|redact.
- ▌ Sem Integration 2 · majiayu000 bundleProvides sem semantic-diff detection, install-on-first-use, and fallback patterns. Use when building skills that consume git diff output.
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- ▌ Sonarcloud Tools 3 · majiayu000 bundleExecutes SonarCloud API queries via unified Python CLI. Use when checking quality gate status, searching issues (bugs, vulnerabilities, code smells), retrieving metrics (coverage, complexity), or viewing analysis history.
- ▌ Supabase Realtime 2 · majiayu000 bundleApply when implementing real-time features: live updates, presence, broadcast messages, or database change subscriptions.
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- ▌ Audit Process 3 · majiayu000 bundleRun a comprehensive multi-stage automation audit with parallel agents
- ▌ Citation Audit 4 · majiayu000 bundleZero-context verification that every bibliographic entry in the paper is real, correctly attributed, and used in a context the cited paper actually supports. Uses a fresh cross-model reviewer with web/DBLP/arXiv lookup to catch hallucinated authors, wrong years, fabricated venues, version mismatches, and wrong-context citations (cite present but the cited paper does not establish the claim). Use when user says "审查引用", "check citations", "citation audit", "verify references", "引用核对", or before submission to ensure bibliography integrity.
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- ▌ Minimal Abstractions 2 · majiayu000 bundleEnforces the principle of avoiding unnecessary abstractions and complexity in codebases. Use when evaluating new abstractions, reviewing architecture proposals, detecting over-engineering, or simplifying existing code. Triggers on "is this abstraction necessary", "too many layers", "simplify architecture", "reduce complexity", "over-engineered", "do we need this interface", or when reviewing design patterns. Works with architecture reviews, code reviews, and refactoring tasks.
- ▌ Remix V2 Forms Review 2 · majiayu000 bundleReviews Remix v2 form code for manual fetch() mutations, native <form> misuse, wrong useNavigation/useFetcher choice, missing pending state, unbounded uploads, and intent-pattern violations. Use when reviewing form/mutation code in a Remix v2 codebase.
- ▌ Requesting Code Review 12 · majiayu000 bundleUse when completing tasks, implementing major features, or before merging to verify work meets requirements
- ▌ Reviewing Silent Failures 2 · majiayu000 bundleフロントエンドコードのサイレント障害検出パターン。 エラーハンドリングのレビュー、握りつぶされたエラーの検出、または silent failure, empty catch, エラーハンドリング, 握りつぶし, swallowed error に言及した時に使用。
- ▌ Structured Output 3 · majiayu000 bundleConsult this skill when formatting final review deliverables. Use when formatting final review outputs, ensuring consistent deliverable structure, making findings comparable across reviews. Do not use when capturing evidence during analysis - use evidence-logging. DO NOT use when: reviewing changes - use diff-analysis or review-core first.
- ▌ Agentuity CLI Auth Ssh Add 2 · majiayu000 bundleAdd an SSH public key to your account (reads from file or stdin). Requires authentication. Use for managing authentication credentials
- ▌ Moai Platform Firebase Auth 4 · majiayu000 bundleFirebase Authentication specialist covering Google ecosystem, social auth, phone auth, and mobile-first patterns. Use when building Firebase-backed or Google ecosystem apps, implementing social login, or adding phone verification.
- ▌ Security Governance 2 · majiayu000 bundleExplain MotherDuck security, governance, and access-control patterns. Use when a security_compliance_owner, technical_owner, or application_builder is asking about residency, access boundaries, service accounts, isolation, sharing, or governance posture.