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Monitor AI system performance, track model drift, set up alerting for quality degradation, and build observability dashboards

Build embedding pipelines, select embedding models, optimize vector representations, and design similarity search systems

Build marketing attribution models with multi-touch analysis, conversion path mapping, and channel effectiveness measurement

Analyze time series data with trend decomposition, seasonality detection, forecasting models (ARIMA, Prophet), and anomaly detection

Build MLOps infrastructure with model registries, experiment tracking, automated retraining, and deployment pipelines

Generate automated reports with data aggregation, chart generation, narrative summaries, and scheduled distribution

Build real-time analytics systems with streaming aggregation, live dashboards, event processing, and low-latency visualization

Design business experiments with hypothesis formation, test design, success metrics, and results interpretation

Craft product and organizational visions with aspirational narratives, strategic pillars, and alignment frameworks

Develop growth strategies with acquisition funnels, retention loops, viral mechanics, and growth experiment design

Conduct customer research with interview design, survey methodology, persona development, and journey mapping

Write user stories with acceptance criteria, persona-driven narratives, edge case coverage, and testable requirements

Write changelogs with categorized changes, migration guides, breaking change alerts, and version comparison notes

Design voice user interfaces with conversation flows, intent mapping, error recovery, and multi-modal interaction patterns

Build interactive prototypes with clickable wireframes, animation sequences, and user flow simulations for validation testing

Perform exploratory testing to discover edge cases, usability issues, and unexpected behaviors beyond scripted test cases

Build React Native apps with native modules, navigation, platform-specific code, and bridge optimization

Write API integration tests, contract tests, load tests, and automated regression suites for REST and GraphQL endpoints

Guide regulatory compliance for software systems including GDPR, HIPAA, SOC 2, PCI-DSS, and accessibility standards

Configure auto-scaling policies, design capacity planning, implement horizontal pod autoscaling, and optimize resource utilization

Design webhook systems with event schemas, delivery guarantees, retry logic, signature verification, and payload management

Audit codebases for security vulnerabilities, compliance violations, code quality issues, and technical debt

Design observability systems with metrics, traces, and logs using Prometheus, Grafana, Datadog, or OpenTelemetry

Build QA automation frameworks with page objects, data-driven tests, parallel execution, and CI/CD integration

Write clear technical documentation including API docs, architecture guides, runbooks, and onboarding materials

Build gRPC services with Protocol Buffers, streaming RPCs, interceptors, load balancing, and cross-language client generation

Configure service meshes with Istio or Linkerd for traffic management, mTLS, observability, and canary deployments

Build Progressive Web Apps with service workers, web manifests, offline caching, installability, and push notifications

Manage secrets with HashiCorp Vault, AWS Secrets Manager, or Azure Key Vault including rotation, access policies, and encryption

Set up CI test pipelines, parallelize test execution, manage flaky tests, and optimize test feedback loops

Implement GitOps workflows with Flux or ArgoCD, manage declarative infrastructure, and automate reconciliation loops

Design NoSQL data models for MongoDB, DynamoDB, Cassandra, or Redis with access patterns, indexing, and consistency trade-offs

Build PowerShell-based UIs with WPF, Windows Forms, or terminal UI frameworks for admin tools and dashboards

Implement push notifications with APNs, FCM, web push, notification channels, and delivery tracking

Design structured logging, configure log aggregation, build log-based alerting, and implement log retention policies

Analyze test coverage gaps, identify critical untested paths, and design targeted tests to improve coverage quality

Manage vulnerability lifecycle from scanning and triage to patching, with CVE tracking and remediation prioritization

Design disaster recovery plans with RPO/RTO targets, failover procedures, backup verification, and recovery testing

Design backup and recovery strategies, implement point-in-time recovery, plan disaster recovery, and automate backup schedules

Implement encryption with AES, RSA, TLS configuration, key management, hashing, and secure data storage patterns

Plan and execute large-scale refactoring with safe incremental steps, test coverage verification, and rollback strategies

Configure CDN distribution, edge caching, origin shielding, cache purging, and multi-region content delivery

Design CI/CD pipeline architectures, implement deployment strategies, configure build stages, and automate release workflows

Test mobile apps with XCTest, Espresso, Detox, or Appium covering device compatibility, gestures, and offline scenarios

Write Dockerfiles, configure multi-stage builds, optimize image sizes, manage Docker Compose, and troubleshoot containers

Plan and execute data migrations with schema transformations, rollback strategies, and data integrity validation

Configure and optimize ORMs like Prisma, SQLAlchemy, TypeORM, or Sequelize with migrations, relations, and query optimization

Review code specifically for security vulnerabilities including injection, authentication flaws, and insecure data handling

Configure network infrastructure with VPCs, subnets, security groups, transit gateways, and hybrid connectivity

Plan and execute infrastructure migrations between cloud providers, on-premises to cloud, and version upgrades

Design infrastructure-level API gateways with traffic routing, SSL termination, caching policies, and multi-service ingress

Design serverless architectures with Lambda/Cloud Functions, event-driven patterns, cold start optimization, and cost modeling

Design Google Cloud architectures with GKE, Cloud Run, BigQuery, Spanner, and GCP networking configurations

name: deploy-checklist description: Checklist de pré-déploiement pour sites web statiques. Utilisé automatiquement quand le sujet du déploiement est abordé. user-invocable: true argument-hint: "[check|fix]"

Padrões de orquestração multi-agente. Use quando múltiplas tarefas independentes podem ser executadas com diferentes conhecimentos de domínio ou quando uma análise abrangente exige múltiplas perspectivas.

Padrões e princípios modernos do React. Hooks, composição, performance, melhores práticas de TypeScript.

Orchestrates a dual-AI engineering loop where Claude Code plans and implements, while Codex validates and reviews, with continuous feedback for optimal code quality

Ensures Flutter models match Laravel API Resources. Detects missing fields or type mismatches before runtime.

Reviews code changes for bugs, style issues, and best practices. Use when reviewing PRs or checking code quality.

Skill tạo bài giảng, chuyên đề học tập LaTeX cho giáo dục Việt Nam (THCS & THPT). Sử dụng khi cần soạn bài giảng, chuyên đề, đề kiểm tra cho các môn KHTN, Toán, Văn theo chuẩn LaTeX với đầy đủ cấu trúc: mở đầu, lý thuyết, bài tập.

Example: whileHover={{ y: -2, scale: 1.02 }} whileTap={{ scale: 0.97 }}

Host security hardening and risk-tolerance configuration for LocalClaw deployments. Use when a user asks for security audits, firewall/SSH/update hardening, risk posture, exposure review, LocalClaw cron scheduling for periodic checks, or version status checks on a machine running LocalClaw (laptop, workstation, Pi, VPS).

QA Engineer focused on rapid test coverage, test automation, and generating API and E2E tests using standard test framework patterns

GitHub repository skill for ibireme/YYText

Use when working with SmartCodable

Use when working with wcdb

Documentation for Pangle (穿山甲) iOS SDK.

> Anthropic hackathon 冠军的 Claude Code 配置精华合集，适配 OpenClaw agent 使用。

狗狗 🐶 专用的消息管理框架。

CLI reference for Gemini command-line interface. Use when you need help with Gemini CLI commands, flags, or CLI usage.

Control-loop orchestration for 1-20 concurrent PRs with conservative merge gates, bounded dispatch, and evidence-first status tracking.

Target protocol revision: `2025-11-25`.

Orchestrate ticket processing until all `documents/work/tickets/TCK-*.yaml` are merged to `main`.

Helps with a specific task. Use when you need to handle typescript monorepo tasks.

SYSTEM INSTRUCTIONS:

Example code review skill for Claude Review Automation. Customize this template for your project's review standards.

Summarize changes in a pull request

A utility-first CSS framework

Activate multi-agent orchestration mode

Self-referential loop until task completion with architect verification

Master Next.js 14+ App Router with Server Components, streaming, parallel routes, and advanced data fetching. Use when building Next.js applications, implementing SSR/SSG, or optimizing React Server Components.

Initialize a new project from Agent Kit boilerplate. Use when creating a new downstream project.

用途：把输入原样返回，验证 skill-loader 的扫描/加载/执行流程。

Expertise in updating the project showcase and managing JSON data.

【模块定位】产品健康告知配置 【支持的代理】 - java-developer: 实现产品健康告知配置逻辑 - planner: 规划产品健康告知配置方案 【触发关键词】 健康告知, health disclosure, 告知 【必须调用】 java-developer: 任务涉及"产品健康告知配置" → MUST planner: 规划"产品健康告知配置"相关方案 → MUST

【模块定位】产品字典管理 【支持的代理】 - java-developer: 实现产品字典管理逻辑 - planner: 规划产品字典管理方案 【触发关键词】 产品字典, dictionary, 字典管理 【必须调用】 java-developer: 任务涉及"产品字典管理" → MUST planner: 规划"产品字典管理"相关方案 → MUST

【模块定位】产品投保连接器 【支持的代理】 - java-developer: 实现产品投保连接器逻辑 - planner: 规划产品投保连接器方案 【触发关键词】 连接器, connector, 适配器 【必须调用】 java-developer: 任务涉及"产品投保连接器" → MUST planner: 规划"产品投保连接器"相关方案 → MUST

【模块定位】产品第三方对接接口 【支持的代理】 - java-developer: 实现产品第三方对接接口逻辑 - planner: 规划产品第三方对接接口方案 【触发关键词】 第三方, third party, 对接接口 【必须调用】 java-developer: 任务涉及"产品第三方对接接口" → MUST planner: 规划"产品第三方对接接口"相关方案 → MUST

【模块定位】渠道收入查询与导出 【支持的代理】 - java-developer: 实现渠道收入管理 【触发关键词】 渠道收入、收入查询、收入导出 【必须调用】 java-developer: 任务涉及"渠道收入" → MUST

【模块定位】个人收入与佣金结算单管理 【支持的代理】 - java-developer: 实现个人收入与佣金结算 【触发关键词】 个人收入、佣金结算、结算确认、收入查询 【必须调用】 java-developer: 任务涉及"个人收入"、"佣金结算" → MUST

【模块定位】产品子项配置 【支持的代理】 - java-developer: 实现产品子项配置逻辑 - planner: 规划产品子项配置方案 【触发关键词】 子项配置, subitem config, 产品子项 【必须调用】 java-developer: 任务涉及"产品子项配置" → MUST planner: 规划"产品子项配置"相关方案 → MUST

【模块定位】产品基础配置 【支持的代理】 - java-developer: 实现产品基础配置逻辑 - planner: 规划产品基础配置方案 【触发关键词】 基础配置, basic config, 产品配置 【必须调用】 java-developer: 任务涉及"产品基础配置" → MUST planner: 规划"产品基础配置"相关方案 → MUST

【模块定位】即展产品费率管理 【支持的代理】 - java-developer: 实现即展产品费率管理逻辑 - planner: 规划即展产品费率管理方案 【触发关键词】 即展, instant rate, 快速费率 【必须调用】 java-developer: 任务涉及"即展产品费率管理" → MUST planner: 规划"即展产品费率管理"相关方案 → MUST

【模块定位】账号、用户、角色与权限体系 【支持的代理】 - java-developer: 实现权限控制逻辑 - planner: 规划整体权限框架 【触发关键词】 权限、permission、角色、role、权限配置、权限体系、访问控制 【必须调用】 java-developer: 任务涉及"权限"、"角色"、"权限管理" → MUST planner: 规划"权限体系"、"访问控制设计" → MUST

【模块定位】代理人收入管理 【支持的代理】 - java-developer: 实现代理人收入管理 【触发关键词】 代理人收入、代发佣金、收入查询、收入导出、结算确认 【必须调用】 java-developer: 任务涉及"代理人收入" → MUST

【模块定位】即展团队收入管理 【支持的代理】 - java-developer: 实现团队收入管理 【触发关键词】 团队收入、即展收入、收入查询、收入导出 【必须调用】 java-developer: 任务涉及"团队收入" → MUST

【模块定位】运营商活动配置与渠道活动查询 【支持的代理】 - java-developer: 实现运营商/渠道活动管理 【触发关键词】 运营商活动、渠道活动、活动审核、活动配置 【必须调用】 java-developer: 任务涉及"运营商活动"、"渠道活动" → MUST

【模块定位】外部系统在线商城接口 【支持的代理】 - java-developer: 实现外部系统在线商城接口逻辑 - planner: 规划外部系统在线商城接口方案 【触发关键词】 外部商城, external mall, 商城接口 【必须调用】 java-developer: 任务涉及"外部系统在线商城接口" → MUST planner: 规划"外部系统在线商城接口"相关方案 → MUST

When a user is asking for guidance for which role to assign to an identity given desired permissions, this agent helps them understand the role that will meet the requirements with least privilege access and how to apply that role.

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