Devops AI Skills

Harness 规范文档生成——harness-engineering 的子 skill，负责项目上下文感知、 信息收集、五大组件与技术规范文档的生成/修正、开发地图生成及总结报告。 由 harness-engineering 按生成类触发词路由调用，不独立触发。

Expert knowledge for Azure Container Apps development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations…

Cross-skill signal detector - finds entities or themes surfaced independently by 3+ different skill categories within 48h and surfaces them as high-confidence write opportunities

Example driver: dip-triggered dollar-cost-averaging on a live WebSocket stream, recorded to a session.

Generate deep linking infrastructure with URL schemes, Universal Links, and App Intents for Siri/Shortcuts. Use when handling custom URL schemes, Universal Links/Associated Domains, or routing to…

Access Cloudflare traffic analytics, logs, and Radar global Internet insights.

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

OSINT-side tech-stack identification — public repositories (GitHub/GitLab), job postings & ATS, and Wayback Machine historical snapshots.

OPS on-demand: This skill should be used when the user asks to "burn rate", "runway", or…

Build robust backtesting systems for trading strategies with proper handling of look-ahead bias, survivorship bias, and transaction costs. Use when developing trading algorithms, validating…

Comprehensive guide to data pipeline design, ETL/ELT patterns, data quality, monitoring, orchestration, and cost optimization for production-grade data engineering.

Use when the user says 'new project', 'project init', 'what tier', 'scope', or discusses project maturity, complexity budget, or what's appropriate to build.

Manage build artifacts, Docker images, and package registries. Configure artifact repositories, versioning, and distribution strategies.

Converts MCP servers into on-demand skills to cut context window usage, classifying each tool by replacement strategy and generating the skill package. Triggers on: "convert MCP", "MCP to skill",…

Full Sentry SDK setup for React. Use when asked to "add Sentry to React", "install @sentry/react", or configure error monitoring, tracing, session replay, profiling, or logging for React applications.…

跨所有主要数据仓库方言（Snowflake、BigQuery、Databricks、PostgreSQL 等）编写正确、高性能的 SQL。用于编写查询、优化慢速 SQL、在方言之间转换，或构建带 CTE、窗口函数或聚合的复杂分析查询。

Use when self-hosting apps and databases with Coolify on a VPS you own — install, first-admin lockdown, Git-to-deploy (Nixpacks/Dockerfile/compose), managed Postgres/Redis, scheduled S3 backups,…

Scaffold a new SKILL.md inside an existing addon or framework

Guide the design and management of trading venue connectivity and market data infrastructure. Owns the FIX session layer (logon, heartbeats, sequence number gaps, resend and gap recovery,…

Running the frontend (React/Next.js/TS) dev cycle from a plan.md (ring:writing-plans format; legacy tasks.md only for in-flight cycles) or backend handoff: drives frontend agents through Gate 0 TDD…

Design, audit, and troubleshoot production monitoring and observability using user-impact checks, layered telemetry, USE/RED, SLI/SLO/SLA, error budgets, cardinality controls, actionable alerting,…

RELEASE-INDEX BUILDER — Sequence elaborated epics into specs/release-plan.yaml with WSJF ordering and BCP baselines. NOT a planning-spine substitute: it does not scope work (scope-work) or write story…

Produce a multi-quarter QA strategy document. Covers scope, risk-based prioritization, test levels (unit/integration/E2E), pyramid analysis, entry/exit criteria, quality KPIs, tool selection…

Create, schedule, and verify database backups with support for full, incremental, and point-in-time recovery strategies. Use when the user requests database backup or provides relevant inputs for this…

Generate a BYOD ownership preferences reference table for a customer. Walks through preference types, generates CSV, and provides upload instructions (UI, API, cloud storage, or Terraform). Use when…

Implement GitOps workflows with ArgoCD and Flux for automated, declarative Kubernetes deployments with continuous reconciliation. Use when implementing GitOps practices, automating Kubernetes…

BEVFusion for multi-sensor 3D object detection. Fuses LiDAR point clouds and camera images in bird's-eye-view (BEV) space, used in autonomous driving for robust 3D perception. Use when training,…

Implement analytics and observability hooks that answer product questions without creating noise or privacy risk.

You are a technical debt expert specializing in identifying, quantifying, and prioritizing technical debt in software projects. Analyze the codebase to uncover debt, assess its impact, and create acti

Enumerating failure modes via pre-mortem analysis. Systematically identifies failure scenarios for plans, designs, and features, scoring them with RPN/AP. Does not write code.

Structuring CLI app layers. Command/handler/service separation, clig.dev principles, exit codes.

Generate correct code for whole-slide image (WSI) analysis using TIAToolbox and foundation models (H-optimus-0, UNI, Prov-GigaPath). Triggers on requests involving whole-slide images, WSI, digital…

Secure the software supply chain from source to running container. Covers Cosign keyless image signing (Sigstore/Rekor), SBOM generation and attestation (Syft), vulnerability scanning with severity…

DevExpress WinForms Editors suite — every editor under DevExpress.XtraEditors: the BaseEdit hierarchy (TextEdit, ButtonEdit, MemoEdit, ComboBoxEdit, ImageComboBoxEdit, CheckedComboBoxEdit, LookUpEdit,…

Prepara releases seguros com changelog, migrações, smoke tests, rollback, feature flags, CI e checklist operacional.

Guides agents to wire Model Context Protocol servers for live data platform observability including Spark execution plans, OOM diagnosis, Kafka consumer lag, and orchestration run state. Use when…

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

Use when building or running production Kubernetes clusters, namespaces, workloads, ingress, autoscaling, multi-tenant RBAC, network/Pod Security, resource quotas, upgrades, certificates, etcd,…

Parses API Gateway access logs (AWS API Gateway, Kong, Nginx) to detect BOLA/IDOR attacks, rate limit bypass, credential scanning, and injection attempts. Uses pandas for statistical analysis of…

Korean apartment and individual-house official price lookup through the public realtyprice.kr web data surface. Use when the user asks for 공동주택가격, 개별주택가격, 아파트 공시가격, 단독주택 공시가격, or housing official…

Push current branch and return the pipeline tracking URL (GitLab or GitHub Actions)

Use when you are a seat on the oversight pod (a standing monitor-mode rig that keeps OTHER rigs healthy), configuring or running the drift detectors, or choosing whether to intervene vs escalate.…

Use when the user wants the visual/experiential design of a product done systematically — a design system, a screen, a landing page, or a visual identity — grounded in researched real-world prior art…

Authors, validates, and troubleshoots AWS CloudFormation templates. Covers template authoring with secure defaults, pre-deployment validation (cfn-lint, cfn-guard, change sets), CloudFormation Express…

Turn one atomic feature/gap request into a dispatchable task in a single pass — create the task, write SPEC.md (auto-folded into linkedAssetIds server-side), add acceptance criteria, record…

Searches the Azure skills catalog and recommends installable agent skills by matching an Azure task to skill metadata and plugin installation guidance. WHEN: before starting any task that involves an…

Map tanstack ecosystem partner metadata to installable add-on ids using tanstack ecosystem --json, tanstack create --list-add-ons --json, and tanstack create --addon-details --json. Covers exclusive…

Discover origin IPs behind CDN/WAF via favicon hash, DNS history, and SSL certs.

INVOKE THIS SKILL when building, testing, or deploying Managed Deep Agents in LangSmith with the mda CLI. Walks a user through their first agent end to end — interviewing them about what they want to…

Git workflow patterns, branch strategies, conventional commits, and PR templates reference for git operations. Agent-extending skill that amplifies manager-git expertise with production-grade git…

Design and operationalize SRE dashboards that surface reliability, latency, error, saturation, and capacity signals across services. Use when building observability views for SLOs, incident response,…