Devops AI Skills

Automates Azure OpenAI model deployment by checking capacity across regions and deploying to the best available option.

Maps who benefits, who pays, and what behaviours the incentive structure actually produces. Triggers: 'what's the incentive here', 'why do people keep doing this', 'incentives are misaligned', 'who…

Synthesizes supplied, evidence-backed reconnaissance and structural-path outputs into an opaque organizational exposure profile with preserved lineage, freshness, contradictions, privacy boundaries,…

Using lib-observability/tracing for OTEL provider lifecycle, trace-context propagation across HTTP/gRPC/queues, span error/event recording, and PII redaction, in two modes. Sweep Mode detects raw OTEL…

Run skill quality benchmarks from specs/benchmarks/ definitions — N-run with/without-skill delta grading, train/validation split, pass@k + benchmark.json reports. Use before and after evolve-skill to…

Set up a continuous integration and continuous delivery (CI/CD) pipeline for a software project, automating builds, tests, and deployments across environments. Use when the user requests ci cd or…

Build internal tools, admin panels, and dashboards with Appsmith. Use when a user asks to create CRUD interfaces, connect to databases or APIs with drag-and-drop widgets, write JSObjects for business…

Use when implementing authentication/authorization, securing user input, or preventing OWASP Top 10 vulnerabilities — including custom security implementations such as hashing passwords with…

Prepare individual custom-role creation, updates, redesign and deletion requests, and route supported role changes through validated FSM CSV packages and approval-gated Data Loader execution. Also…

Optimize multi-agent systems with coordinated profiling, workload distribution, and cost-aware orchestration. Use when improving agent performance, throughput, or reliability.

Etherealness is observational only. It answers "what is happening?" or "what would happen?" without changing anything. The system under study continues normally; you add a ghost layer that watches,…

Detects secrets and credentials in Docker configuration. Scans Dockerfile, Compose, and .env files for exposed passwords, tokens, and keys.

PyTorch-based TAO image classification. Supports a wide range of backbones (FAN, EfficientNet, ResNet, etc.) with distillation and quantization for deployment. Use when training, evaluating,…

Latch platform for bioinformatics workflows. Build pipelines with Latch SDK, @workflow/@task decorators, deploy serverless workflows, LatchFile/LatchDir, Nextflow/Snakemake integration.

Operate Next.js 16 SaaS on Vercel with Cloudflare DNS + Supabase. Use when deploying to Vercel, reducing build costs, managing secrets, or splitting traffic between Vercel and Cloudflare.

MLOps and the production ML lifecycle -- model packaging and serving, CI/CD for ML, experiment tracking, model registries, reproducibility, production monitoring for data and concept drift, retraining…

Watch named companies for material news; cited digests.

Configure Kubernetes health probes, lifecycle hooks, and termination policies. Use when writing, reviewing, or auditing pod specs, Deployments, StatefulSets, or Helm templates that define liveness,…

Use when a venue queues excess order messages instead of rejecting them, so congestion shows up only as acknowledgement latency. Detects undeclared throttling from an EWMA ACK round-trip baseline and…

Use when defining, implementing, or auditing frontend performance for web apps and SaaS frontends; produces a per-flow performance budget, measurement plan tied to SLOs, and CI regression gate. Use…

Implement saga patterns for distributed transactions and cross-aggregate workflows. Use this skill when implementing distributed transactions across microservices where 2PC is unavailable, designing…

Gmail: Watch for new emails and stream them as NDJSON.

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…

Install the k-skill bundle, use the unified CLI, resolve credentials, verify the runtime, and optionally configure update checks and GitHub starring.

Turn project evidence into maintainable Notion briefs, decision records, runbooks, and status documents without overwriting unrelated content.

Create a new ASP.NET Core web application or web site using Blazor. USE FOR: creating a new Blazor web app, scaffolding a new web project, starting a new web site, choosing render modes (Static SSR,…

Use when building Next.js 14+ applications with App Router, server components, or server actions. Invoke for full-stack features, performance optimization, SEO implementation, production deployment.

Use when the user wants to set auto-routing mode: on (every task-shaped message routes), auto (intent-verb messages route — default), or off (no auto-routing). Intent-detection runs by default; use…

CI/CD 流水线与供应链攻击方法论。当发现目标使用 GitHub Actions/Jenkins/GitLab CI/CircleCI/Terraform Cloud/Atlantis 等 CI/CD 系统、需要测试流水线安全性、或发现 .github/workflows/Jenkinsfile/.gitlab-ci.yml 等配置文件时使用。覆盖 PPE（Poisoned Pipeline…

Extract cited facts, obligations, deadlines and proposed actions from documents, preserving OCR uncertainty and reconciling Prismer tasks.

Read and control devices on a Hubitat Elevation hub via the Maker API: lights, locks, thermostats, garage doors, HSM. Trigger phrases: hubitat, maker api, hubitat lock, hubitat hub.

Translate or revise localized UI strings and prose while preserving meaning, terminology, placeholders, and structure.

Detect and verify subdomain takeover via dangling CNAME to unclaimed services.

Use for 'why does X work this way', 'why we picked Y', design rationale, regressions, postmortems, or data-backed thresholds. Discovers available MCPs and queries each evidence category (source…

Build, debug, or review Cloudflare Agents SDK applications using the agents package.

Implement Git branching strategies, PR workflows, and release management patterns. Configure GitFlow, trunk-based development, or GitHub Flow for team collaboration. Use when establishing version…

Trigger this skill when a systematic review of an enterprise’s internal compliance management system is needed to identify gaps in policies, process defects, and data-privacy compliance risks. Typical…

VP of Engineering advisor on org design, productivity, quality, delivery, and capacity planning. Use when scoring engineering org health, designing the eng org, planning capacity, or building the…

单需求实现流水线——把一个 TAPD 需求从零推进到代码提交。自动串联技术澄清、 开发计划、任务拆分、TDD 实现、架构/安全校验、代码提交六个阶段。 Use this skill whenever the user mentions 需求实现, 实现需求 #ID, 开发需求, TDD 开发单个需求, story pipeline, single story, 独立需求, 紧急需求, bug…

Expert knowledge for Azure Data Api Builder development including troubleshooting, best practices, decision making, limits & quotas, security, configuration, integrations & coding patterns, and…

Generate internationalization (i18n) infrastructure for multi-language support in iOS/macOS apps. Use when localizing for multiple languages, adopting String Catalogs (xcstrings), or supporting RTL…

Analyze distributed traces and service performance in Datadog APM.

Toyota 5 Whys methodology with multi-causal branching, evidence requirements, and validation techniques

OPS on-demand: This skill should be used when the user asks to "statusline theme", "cockpit", or…

Apply and enforce cloud resource tagging strategies across AWS, Azure, GCP, and Kubernetes for cost allocation, ownership tracking, compliance, and automation. Use when implementing cloud governance,…

Use SharpConsoleUI to build full terminal (TUI) applications in .NET — equally suited to full-screen single-window apps and multi-window desktops with overlapping draggable windows — using a…

Vercel Chat SDK expert guidance. Use when building multi-platform chat bots — Slack, Telegram, Microsoft Teams, Discord, Google Chat, GitHub, Linear — with a single codebase. Covers the Chat class,…

Optimize Core Web Vitals (LCP, INP, CLS) for better search rankings and user experience. Use this skill when the user needs to diagnose page speed issues, improve Largest Contentful Paint, reduce…

Validating a completed task against its acceptance criteria, mapping each AC to evidence, and gating completion on explicit user sign-off (self-approval prohibited). Gate 5 of ring:running-dev-cycle /…

Eval-Driven Development — define capability and regression evals before building; code graders use verify commands, model graders use explicit rubrics; log pass@k. Use before develop-tdd on new…

Monitor cloud infrastructure and applications using metrics, logs, and traces to provide real-time observability into performance, health, and reliability. Use when the user requests cloud monitoring…