Devops AI Skills

Per-test JSON result files with metadata, versions, and infrastructure details

Provides and generates complete CRUD workflows for Spring Boot 3 services. Creates feature-focused architecture with Spring Data JPA aggregates, repositories, DTOs, controllers, and REST APIs.…

Implement background job processing systems with task queues, workers, scheduling, and retry mechanisms. Use when handling long-running tasks, sending emails, generating reports, and processing large…

Default guidance for building AI agents. Use for generic requests to build, create, scaffold, design, architect, or implement an AI agent, agent app, tool-calling agent, durable agent, multi-agent…

Comparing price acceptance across customer groups. Use when the task requires group-specific price distributions on a consistent basis. Apply this method to the specified inputs and verify the…

Build an SDET or automation engineer resume around framework ownership, tool-stack evidence, CI/CD integration, and GitHub proof that survives technical screening and recruiter keyword search.

Publishes mobile applications to iOS App Store and Google Play with code signing, versioning, and CI/CD automation. Use when preparing app releases, configuring signing certificates, or setting up…

Using lib-observability/runtime, which turns silent goroutine deaths into log/span/metric signal, in two modes. Sweep Mode detects naked goroutines, unobservable defer recover(), missing…

当系统提示面向编程代理（Coding Agent）场景时调用。适用于构建代码编辑、文件操作、Git 工作流、自动化编程助手的系统提示。不适用于代码解释或教学场景（无文件修改），不适用于 DevOps 基础设施配置（非代码层），不适用于纯对话式代码问答（无工具调用）。

Act on a reviewer agent's feedback systematically — categorize findings, apply fixes, verify tests still pass. Use after request-review returns a report, or when user wants to work through code review…

Screen job applications against requirements and score candidates objectively. Use when a user asks to review applications, evaluate candidates, screen resumes, rank applicants, assess qualifications…

Comprehensive mobility and transport planning for urban design including trip generation, mode split targets, street network connectivity, transit planning, cycling network design, pedestrian…

Build end-to-end MLOps pipelines from data preparation through model training, validation, and production deployment. Use when creating ML pipelines, implementing MLOps practices, or automating model…

Durable agent execution, Temporal AI workflows, and state replay / Eksekusi agen AI tahan-gagal, workflow Temporal, dan replay state.

Writes and debugs Apex code, builds Lightning Web Components, optimizes SOQL queries, implements triggers, batch jobs, platform events, and integrations on the Salesforce platform. Use when developing…

Systematic improvement of existing agents through performance analysis, prompt engineering, and continuous iteration.

Checks Docker production readiness for PHP applications. Verifies health checks, graceful shutdown, logging, monitoring, and resource limits.

Grounding DINO for open-set object detection. Combines DINO-style detection with a BERT text encoder for language-guided detection — detects objects described by text prompts without a fixed class…

Use when working with LaminDB, the open-source lineage-native lakehouse for biological datasets and models. Covers setup, artifact registration, query/search, lineage tracking, validation,…

Evidence-backed, read-only security audit of Svelte 4/5 and SvelteKit 2 apps, any stack. Versions vs advisories, load leaks, actions, remote functions, hooks, XSS, CSRF, adapters.

Use when adding error tracking, performance monitoring or release health to .NET apps — builder.WebHost.UseSentry, SetBeforeSend, SentrySdk.CaptureException, TracesSampleRate,…

Supervised and unsupervised learning, bias-variance tradeoff, cross-validation, decision trees, ensemble methods, neural network fundamentals, and the practitioner's workflow from problem framing…

Teaches three systematic methods for discovering story-worthy moments in everyday life: Homework for Life, Crash and Burn freewriting, and First Last Best Worst. Use when an entrepreneur feels they…

World-class Java and Spring Boot development skill for enterprise applications, microservices, and cloud-native systems. Expertise in Spring Framework, Spring Boot 3.x, Spring Cloud, JPA/Hibernate,…

Set up Google Play Real-Time Developer Notifications (RTDN) - equivalent of Apple's ASSN - to receive subscription events. Use when the user says 'rtdn android', 'play subscription webhook', 'real…

Parse and analyze Cobalt Strike Malleable C2 profiles with dissect.cobaltstrike (profiles and beacon-payload configs) and pyMalleableC2 (AST parsing) to extract HTTP/DNS transforms, URIs, headers,…

Open-source AI observability platform for LLM tracing, evaluation, and monitoring. Use when debugging LLM applications with detailed traces, running evaluations on datasets, or monitoring production…

Use when running an annual SaaS audit, doing category-level spend review, or rationalizing the supplier base — when the user needs a spend audit, spend categorization (UNSPSC-aligned with Pareto…

Interview the user and inspect coding-agent skill trigger counts to recommend unused K-skills for removal.

Creates comprehensive Technical Design Documents (TDD) with mandatory and optional sections through interactive discovery. Use when user asks to "write a design doc", "create a TDD", "technical spec",…

Write comprehensive clinical reports including case reports (CARE guidelines), diagnostic reports (radiology/pathology/lab), clinical trial reports (ICH-E3, SAE, CSR), and patient documentation (SOAP,…

Use when the user wants a one-screen view of current hyperflow project state — version, profile freshness, memory count, and live progress on every in-flight task. Read-only; never modifies state,…

[omh] Hermes Build Failure Triage workflow: classify build, typecheck, lint, test, CI, and DCO failures into minimal safe fix handoffs. Use when the user says: build-failure-triage, build failure…

Azure 云环境渗透测试总体方法论。当目标使用 Azure/Microsoft 365/Entra ID、发现 Azure 相关资产（Blob Storage/App Service/Azure VM/Azure Functions）、获取 Azure 凭据（Service Principal/Managed Identity/Access Token）、或需要对 Azure…

Expert-council meeting protocol. Given a Brief + a persona cast (from persona-generator), propose the council to the Team Manager, and once convened FACILITATE it: each round post a NEW group message…

Assess and migrate cross-cloud workloads to Azure with reports and code conversion. Supports Lambda→Functions, Beanstalk/Heroku/App Engine→App Service, Fargate/Kubernetes/Cloud Run/Spring…

Create or review Terraform infrastructure and plans. Use for cloud resources, IAM, networking, state management, and infrastructure changes.

Implement feature flags for progressive feature rollout using LaunchDarkly, Unleash, or custom solutions. Control feature visibility, perform A/B testing, and enable trunk-based development. Use when…

MUST activate when the project has a uiBundles/*/src/ directory and the task involves deploying to an org or post-deploy org setup. Deploys a UI bundle app and runs ordered setup: org auth, build,…

TAPD 需求评分子技能。对需求进行工时预估、规模评分（size，斐波那契）与业务价值（RICE）评分，并更新到需求文档中。 本技能作为 tapd-story-evaluation 的子技能被调用，不独立触发。

Expert knowledge for Azure CycleCloud development including troubleshooting, best practices, decision making, architecture & design patterns, security, configuration, integrations & coding patterns,…

Fire when the tracked token does something - new ATH, sharp 1h move, or operator-set target crossed. Silent on normal days.

Monitor order book depth and bid-ask imbalance for liquidity signals.

Generate ActivityKit Live Activity infrastructure with Dynamic Island layouts, Lock Screen presentation, and push-to-update support. Use when adding Live Activities to an iOS app.

Archives a completed feature to docs/evolution/, migrates lasting artifacts to permanent directories, and cleans up the temporary workspace. Use after all implementation steps pass and mutation…

Monthly, and on its first run it is the whole setup, launched by hand. It discovers what the member actually runs by walking their code roots and reading the registrar, the host, and the hosted…

OPS on-demand: This skill should be used when the user asks to "ops status", "/ops:ops-status", or "are…

Build AI-enabled .NET applications with Semantic Kernel using services, plugins, prompts, and function-calling patterns that remain testable and maintainable. USE FOR: adding AI-driven prompts,…

Pre-implementation plan audit stress-testing scope, assumptions, risks, and failure modes before code is written. Triggers on: "review this plan", "is this plan solid", "what am I missing", "challenge…

Generate emulate seed configs for stateful API emulation. Wraps Vercel's emulate tool for GitHub, Vercel, Google OAuth, Slack, Apple Auth, Microsoft Entra, AWS, Okta, Clerk, Resend, Stripe, and…

Debug Vercel CDN caching — cache hit rate, stale content, revalidation behavior, ISR + PPR, per-request cache reasons (cacheReason) and PPR state (ppr_state), and costs.