Devops AI agent skills

4,131 skills in the archive. Read a skill’s instructions or open its original repository.

• Nw Agent Testing

  by @nWave-ai

  5-layer testing approach for agent validation including adversarial testing, security validation, and prompt injection resistance

• Nw Dr Review Criteria

  by @nWave-ai

  Critique dimensions, severity framework, verdict decision matrix, and review output format for documentation assessment reviews

• Nw Collapse Detection

  by @nWave-ai

  Documentation collapse anti-patterns - detection rules, bad examples, and remediation strategies for type-mixing violations

• Nw Buddy Wave Knowledge

  by @nWave-ai

  Wave methodology knowledge for the buddy agent — what each wave does, its inputs and outputs, and how to route questions.

• Nw Divio Framework

  by @nWave-ai

  DIVIO/Diataxis four-quadrant documentation framework - type definitions, classification decision tree, and signal catalog

• Nw Buddy Project Reading

  by @nWave-ai

  How the nWave buddy agent reads a project to answer questions — detection, order of inspection, and citation discipline.

• Nw Operational Safety

  by @nWave-ai

  Tool safety protocols, adversarial output validation, error recovery patterns, and I/O contracts for research operations

• Nw New

  by @nWave-ai

  Guided wizard to start a new feature. Asks what you want to build, recommends the right starting wave, and launches it.

• Nw Agent Creation Workflow

  by @nWave-ai

  Detailed 5-phase workflow for creating agents - from requirements analysis through validation and iterative refinement

• Nw Post Mortem Framework

  by @nWave-ai

  Blameless post-mortem structure, incident timeline reconstruction, response evaluation, and organizational learning

• Nw Authoritative Sources

  by @nWave-ai

  Domain-specific authoritative source databases, search strategies by topic category, and source freshness rules

• Nw Ab Critique Dimensions

  by @nWave-ai

  Review dimensions for validating agent quality - template compliance, safety, testing, and priority validation

• Nw Abr Critique Dimensions

  by @nWave-ai

  Review dimensions for validating agent quality - template compliance, safety, testing, and priority validation

• Nw Opportunity Mapping

  by @nWave-ai

  Opportunity Solution Trees, opportunity scoring, Lean Canvas, JTBD job mapping, and technique selection guide

• Nw Continue

  by @nWave-ai

  Detects current wave progress for a feature and resumes at the next step. Scans docs/feature/ for artifacts.

• Nw Buddy Ssot Knowledge

  by @nWave-ai

  Single Source of Truth detection — where truth lives in an nWave repo and how to avoid contradicting it.

• Nw Five Whys Methodology

  by @nWave-ai

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

• Nw Discovery Workflow

  by @nWave-ai

  4-phase discovery workflow with decision gates, phase transitions, success metrics, and state tracking

• Nw Investigation Techniques

  by @nWave-ai

  Evidence collection methods, problem categorization, analysis techniques, and solution design patterns

• Nw Fp Hexagonal Architecture

  by @nWave-ai

  Hexagonal architecture patterns with pure core and side-effect shell for functional codebases

• Nw Fp Algebra Driven Design

  by @nWave-ai

  Algebra-driven API design with monoids, semigroups, and interpreters via algebraic equations

• Nw Fp Domain Modeling

  by @nWave-ai

  Domain modeling with algebraic data types, smart constructors, and type-level error handling

• Nw Fp Principles

  by @nWave-ai

  Core functional programming thinking patterns and type system foundations, language-agnostic

• Nw Fast Forward

  by @nWave-ai

  Fast-forwards through remaining waves end-to-end without stopping for review between waves.

• Nw Fp Clojure

  by @nWave-ai

  Clojure language-specific patterns, data-first modeling, REPL-driven development, and spec

• Nw Fp Fsharp

  by @nWave-ai

  F# language-specific patterns, Railway-Oriented Programming, and Computation Expressions

• Nw Fp Kotlin

  by @nWave-ai

  Kotlin language-specific patterns with Arrow, Raise DSL, and coroutine-based effects

• Nw Hotspot

  by @nWave-ai

  Git change frequency hotspot analysis — find the most-changed files in your codebase

• Nw Pdr Review Criteria

  by @nWave-ai

  Evidence quality validation and decision gate criteria for product discovery reviews

• Nw Bugfix

  by @nWave-ai

  Bug fix workflow: root cause analysis → user review → regression test + fix via TDD

• Nw Fp Usable Design

  by @nWave-ai

  Naming conventions, API ergonomics, and usability patterns for functional code

• Nw Fp Haskell

  by @nWave-ai

  Haskell language-specific patterns, GADTs, type classes, and effect systems

• Nw Fp Scala

  by @nWave-ai

  Scala 3 language-specific patterns with ZIO, Cats Effect, and opaque types

• Nw Der Review Criteria

  by @nWave-ai

  Evaluation criteria and scoring for data engineering artifact reviews

• Nw Mikado

  by @nWave-ai

  [EXPERIMENTAL] Complex refactoring roadmaps with visual tracking

• Nw Por Review Criteria

  by @nWave-ai

  Review dimensions and bug patterns for journey artifact reviews

• Nw Par Review Criteria

  by @nWave-ai

  Quality dimensions and review checklist for devop reviews

• Nw Canary

  by @nWave-ai

  Canary skill for auto-injection detection

• Publish Research Site

  by @agentara

  Turn a thesis, proposition, trend, question, or explainer topic into a citation-backed, image-rich, interactive website and deploy it with Vercel CLI. Use when the user asks to research a claim deeply, generate visuals, build a…

• Engineering Emergency Changes

  by @agentara

  Use when a code hotfix, rollback alternative, production/security/legal fix, launch blocker, or hard external deadline claims expedited review or relaxed process. TRIGGER on "emergency change", "hotfix", "prod incident", "major…

• Engineering Small Prs

  by @agentara

  Use when planning, splitting, shrinking, or sequencing large features, refactors, migrations, or pull requests into small reviewable PRs or CLs. TRIGGER on "split this PR", "this diff is too large", "stacked PRs", "change…

• S3 Explore

  by @duckdb

  Explore and query data on S3, Cloudflare R2, GCS, MinIO, or any S3-compatible storage. Use when the user mentions an s3://, r2://, gs://, or gcs:// URL, asks "what's in this bucket", wants to list remote files, preview remote…

• Reminders

  by @viticci

  Plan, review, capture and organize Apple Reminders using standalone RemCTL and its desktop workspace.

• Enterprise

  by @ww-w-ai

  Enterprise-grade systems with microservices, Kubernetes, Terraform, and AI Native methodology. For multi-feature initiatives spanning a release timeline, combine with /sprint master-plan (v2.1.13) to group features into a single…

• Development Pipeline

  by @ww-w-ai

  Complete 9-phase development pipeline guide — from schema to deployment. Pipeline phases (1-schema → 9-deployment) are orthogonal to PDCA's 9-phase per-feature cycle and Sprint's 8-phase container; each pipeline phase may host…

• Bkit

  by @ww-w-ai

  bkit plugin help - list available functions including /pdca (9-phase feature cycle), /sprint (8-phase feature container, v2.1.13), /control (Trust L0-L4 + SPRINT_AUTORUN_SCOPE), /bkit-explore, and 40+ specialized skills. Use…

• Bkit Rules

  by @ww-w-ai

  Core rules for bkit — PDCA methodology, level detection, agent triggering, quality standards, Sprint management (8-phase container with 4 auto-pause triggers, v2.1.13), and Trust Level scope (L0-L4 gates PDCA + Sprint auto-run).…

• Dynamic

  by @ww-w-ai

  Fullstack development with bkend.ai BaaS — authentication, database, API integration. Triggers: fullstack, BaaS, login, signup, database, web app

• Zero Script Qa

  by @ww-w-ai

  Zero Script QA — test without scripts using structured JSON logging and Docker monitoring. Triggers: zero-script-qa, log testing, docker logs, QA

• Phase 2 Convention

  by @ww-w-ai

  Define coding rules, conventions, and standards for AI collaboration. Triggers: convention, coding style, lint, rules

• Deploy

  by @ww-w-ai

  Deploy feature to target environment (dev/staging/prod) with level-based strategy. Triggers: deploy, /pdca deploy

• Suggestion Box

  by @warpdotdev

  Autonomously submit brief, constructive internal feedback when an agent encounters material, generalizable friction and can suggest an improvement that would make agents more effective. Use this skill proactively during any task…

• Web Inventory Refresh

  by @markfulton

  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 database, then writes the…

• Web Site Sweep

  by @markfulton

  Weekdays. Checks every project in the inventory from the outside, records one dated observation per project, then reads the production log surfaces since its own cursor and groups every error into a fingerprint so a hundred…

• Web Standup

  by @markfulton

  Weekdays, file work only, no browser at all. Reads every ledger and run record since its cursor, resolves which drafted changes actually merged by reading the commit graph rather than a dashboard, closes and reopens incidents on…

• Web Guardrail Review

  by @markfulton

  Monthly, file work only, no browser at all. Re-reads a month of real change outcomes and rewrites the file that decides what the fix runner may change without asking first. A class the member merged unchanged repeatedly widens…

• Always Verify Gcp

  by @rominirani

  A workflow skill for all Google Cloud resource management tasks (create, delete, modify). This skill ensures that the correct CLI tool (`gcloud`, `bq`, `gsutil`) is chosen and that its commands are verified against the latest…

• Onboard Agent

  by @sharpdeveye

  Use when starting a new project, adding a new agent to an existing system, or setting up workflow infrastructure from scratch.

• Adapt Workflow

  by @sharpdeveye

  Use when porting a workflow to a different AI provider, deployment environment, model tier, or organizational context.

• Iterate

  by @sharpdeveye

  Use when the workflow needs to self-correct, improve over time, or establish feedback loops and evaluation cycles.

• Skill Creator

  by @LeastBit

  创建高效技能的指南。当用户想要创建新技能（或更新现有技能）以扩展 Claude 的能力，包括专业知识、工作流程或工具集成时，应使用此技能。

• Reddit Community Research

  by @unifapi-agent

  When the user wants to understand the Reddit communities around a niche — which subreddits matter, what questions and objections keep coming up, and the exact language people use. Also use on "Reddit research," "subreddit…

• Kibana Anomaly Detection

  by @elastic

  Elastic ML anomaly detection — investigation/RCA, score explanation, job lifecycle troubleshooting, and job operations. Use when answering "what broke?"/"which entity?"/RCA, "why is score high/low?"/renormalization, "datafeed…

• Security Generate Security Sample Data

  by @elastic

  Generate sample security events, attack scenarios, and synthetic alerts for Elastic Security. Use when demoing, populating dashboards, testing detection rules, or setting up a POC.

• Observability Onboarding

  by @elastic

  Onboard an application into Elastic Observability with the Elastic Distribution of OpenTelemetry (EDOT): route on language and runtime, detect and replace a classic Elastic APM agent, apply the required OTLP configuration, and…

• Cloud Provisioning

  by @elastic

  Provision and operate Elastic Cloud infrastructure: create, connect to, update, and delete Serverless projects (Elasticsearch, Observability, Security); manage traffic filters (IP and AWS PrivateLink network security); and…

• Elasticsearch Reindex

  by @elastic

  Guide Elasticsearch reindex for performance: local and remote, slicing, throttling, task API. Use when copying or migrating indices, changing mappings, or transforming during reindex.

• Observability Sre Triage

  by @elastic

  Triage a degraded or suspect service end to end: read SLO status and burn rate, check active alerting rules and ML anomalies, measure throughput, latency, and error rate, assess dependency health and infrastructure saturation,…

• Observability Service Reliability

  by @elastic

  Design and operate service reliability targets in Elastic Observability: choose an SLI type and a defensible target, pick a time window and budgeting method, create and maintain SLOs through the Kibana API, attach burn-rate…

• Observability Llm Obs

  by @elastic

  Answer questions about LLM and agentic-application behavior from data already ingested into Elastic: latency and error rate, token and cost utilization, response quality and guardrail events, and agentic call-chain…

• Elasticsearch Index Design

  by @elastic

  Design and review Elasticsearch index mappings for stated access patterns: correct field types, text+keyword multi-fields, doc_values tuning, mapping-explosion avoidance, and explicit shard settings. Use when creating a new…

• Security Case Management

  by @elastic

  Create, search, update, and manage SOC cases via the Kibana Cases API. Use when tracking incidents, linking alerts to cases, adding investigation notes, or managing triage output.

• Observability K8s Investigation

  by @elastic

  Investigate Kubernetes workload, node, and control-plane issues using OTel telemetry (EDOT). Use when diagnosing pod failures (CrashLoopBackOff, OOMKilled, Error), node pressure, resource exhaustion, image pull failures,…

• Kibana Alerting Rules

  by @elastic

  Create and manage Kibana alerting rules. Use when creating, updating, or managing rule lifecycle (enable, disable, mute, snooze), choosing metric threshold rule types and params, or read-only find/list with tag filters.

• Elasticsearch Query Optimization

  by @elastic

  Diagnose slow Elasticsearch Query DSL searches and propose measured fixes. Use when a search is slow, profile output shows an expensive clause, exact-match filters sit in scoring context, or leading wildcards dominate latency.…

• Cloud Onboarding

  by @elastic

  Onboard an Elastic Cloud organization: configure the `elastic` CLI's Cloud context and API key, establish a default region, then invite users, assign predefined or custom Serverless project roles, and create or revoke Cloud API…

• Elasticsearch Anomaly Detection

  by @elastic

  Create and manage Elastic ML anomaly detection jobs via the API. Use when setting up jobs on an index or data stream, configuring jobs and datafeeds, or opening, starting, or stopping them.

• Skill Router

  by @stevesolun

  Repo-aware recommendation manager for ctx. Scans the active repository, identifies stack and workflow signals, recommends a capped set of skills, agents, and MCP servers, and unloads helpers that no longer match the current work…

• Caveman Compress

  by @stevesolun

  Compress natural language memory files (CLAUDE.md, todos, preferences) into caveman format to save input tokens. Preserves all technical substance, code, URLs, and structure. Compressed version overwrites the original file.…

• Privacy Us

  by @kimlawtech

  미국 CCPA/CPRA + 주요 주법(VCDPA·CPA·CTDPA·UCPA·ICDPA·KCDPA·RIDPA) 기반 Privacy Policy 자동 생성. 2026.1.1 CPPA 갱신 규정, Sensitive Personal Information, Do Not Sell/Share, ADMT 공개, GPC 브라우저 신호 대응. 캘리포니아 거주자 서비스·100K records 초과 서비스 대상.

• Modal

  by @jimmc414

  Run Python code in the cloud with serverless containers, GPUs, and autoscaling. Use when deploying ML models, running batch processing jobs, scheduling compute-intensive tasks, or serving APIs that require GPU acceleration or…

• Story Review

  by @uu201

  多视角对抗式审查。full/lean 模式在已部署 reviewer agents 时并行 spawn；缺失/异常 agents 或 spawn 失败时自动降级 solo，参考文件不可读时使用内置 rubric fallback。 触发方式：/story-review、/审查、「审查一下」「帮我审一下」

• Lamindb

  by @jimmc414

  This skill should be used when working with LaminDB, an open-source data framework for biology that makes data queryable, traceable, reproducible, and FAIR. Use when managing biological datasets (scRNA-seq, spatial, flow…

• Story Import

  by @uu201

  逆向导入已有小说。将已写好的小说（半成品或完本）反向解析为标准项目目录结构， 兼容 story-long-write / story-short-write 后续写作流程。内部复用 story-long-analyze / story-short-analyze 的拆解管道，按篇幅自动分流。 触发方式：/story-import、「导入小说」「反向解析」「导入」「把我的书导进来」

• Biomni

  by @jimmc414

  Autonomous biomedical AI agent framework for executing complex research tasks across genomics, drug discovery, molecular biology, and clinical analysis. Use this skill when conducting multi-step biomedical research including…

• Latchbio Integration

  by @jimmc414

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

• Story

  by @uu201

  网络小说工具箱主入口。根据用户需求自动路由到对应 skill。 触发方式：/story、/网文、「我想写小说」「帮我写书」「写网文」 当用户意图不明确时触发此 skill，由路由逻辑分发到具体的扫榜/拆文/写作/去AI味/封面 skill。

• Shopify Use Shopify Cli

  by @Shopify

  Choose when the user needs **Shopify CLI** to run or fix something now: validate app or extension config on disk (`shopify.app.toml`, `shopify.app.<name>.toml`, `shopify.extension.toml`); run or troubleshoot store workflows…

• Az Cli

  by @Code-and-Sorts

  Use the Azure CLI (`az`) to manage Azure resources from the command line. Trigger this skill whenever the user asks to create, configure, manage, deploy, or interact with any Azure resource — even if they don't explicitly…

• Azure Prices

  by @Code-and-Sorts

  Look up and compare Azure service pricing using the Azure Retail Prices API. Use this skill whenever the user asks about Azure costs, pricing, rates, or wants to compare prices across regions or services — even if they don't say…

• Incident Response

  by @agulli

  Diagnose and respond to production incidents. Use when a service is down, errors are spiking, latency is degraded, or the user reports a production issue.

• Deploy Checklist

  by @agulli

  Execute a structured deployment to staging or production. Use when asked to deploy, ship, release, push to production, or promote to staging.

• Caveman Compress

  by @HoangNguyen0403

  Compress natural language memory files (CLAUDE.md, todos, preferences) into caveman format to save input tokens. Preserves all technical substance, code, URLs, and structure. Compressed version overwrites the original file.…

• System Design Review

  by @HoangNguyen0403

  Audit an existing or proposed architecture and return a scored verdict across nine axes, from requirements and capacity evidence to observability and rollout, then convert gaps into a prioritized roadmap. Use when reviewing a…

• Common Sdlc Metrics

  by @HoangNguyen0403

  Define the delivery metrics contract for agent-assisted SDLC — DORA four plus per-stage indicators derived from artifact and git history, and the control bands that turn metric drift into a routed intake. Use when reporting…

• Common Observability

  by @HoangNguyen0403

  Enforce structured JSON logging, OpenTelemetry distributed tracing, and RED metrics across backend services. Use when adding request correlation, setting up tracing spans, defining SLO burn-rate alerts, or instrumenting…

• System Design Building Blocks

  by @HoangNguyen0403

  Select infrastructure components by the constraint each removes: load balancers, caches and invalidation, queues and pub/sub, CDN, API gateway, rate limiting, consistent hashing. Use when choosing cache, queue, replica, or edge…

• System Design Resilience Ops

  by @HoangNguyen0403

  Make a design survivable and operable: eliminate single points of failure, pick failover topology, set RPO/RTO, define readiness signals and observability, choose a deployment and rollback strategy. Use when reviewing…

• System Design Estimation

  by @HoangNguyen0403

  Compute defensible capacity numbers before architecture: average and peak QPS, storage growth, bandwidth, working-set memory, latency and availability budgets. Use when sizing a service, provisioning infrastructure, or checking…

• Cyber Detection Engineering

  by @HoangNguyen0403

  Designs and reviews detections from telemetry prerequisites, correlation logic, Sigma metadata, severity, status, and benign cases. Use for detection rules, Sigma review, analytic coverage, or tuning; not generic logging advice…