cloudthinker-ai
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- ▌ Cascading Failure Response · cloudthinker-aiUse when performing cascading failure response — response playbook for cascading and correlated failures across multiple services. Covers identification of the originating failure, blast radius mapping, circuit breaker activation, load shedding strategies, service isolation, dependency graph analysis, and coordinated multi-team recovery procedures.
- ▌ Cloud Migration Assessment · cloudthinker-aiUse when performing cloud migration assessment — cloud migration readiness assessment covering application portfolio analysis, 6R migration strategy classification, dependency mapping, wave planning, risk assessment, and cost modeling. Use for planning data center exits, cloud-first transformations, or workload repatriation decisions.
- ▌ Confluence Incident Report · cloudthinker-aiCreate structured Confluence incident report pages from RCA findings. Generates comprehensive post-incident documentation with timeline, impact analysis, root cause, and action items.
- ▌ Devops Maturity Assessment · cloudthinker-aiUse when performing devops maturity assessment — assesses an organization's DevOps maturity across key dimensions including culture, automation, measurement, and sharing (CALMS). Produces a current maturity score, identifies improvement areas, and generates a prioritized roadmap for advancing DevOps practices.
- ▌ Finops Maturity Assessment · cloudthinker-aiUse when performing finops maturity assessment — finOps maturity review covering crawl/walk/run phases across cost visibility, optimization, governance, and organizational alignment. Based on the FinOps Foundation framework. Use for establishing FinOps practice, benchmarking maturity, or planning capability improvements.
- ▌ Github Pr Review Checklist · cloudthinker-aiPost structured review checklists as comments on GitHub pull requests. Summarizes code review findings with categorized checks, severity indicators, and actionable feedback.
- ▌ Gitops Maturity Assessment · cloudthinker-aiUse when performing gitops maturity assessment — assesses an organization's GitOps adoption maturity across declarative configuration, version control practices, automated reconciliation, and observability. Evaluates adherence to GitOps principles and produces a roadmap for advancing to a fully automated, Git-driven operations model.
- ▌ Image Vulnerability Report · cloudthinker-aiUse when performing image vulnerability report — generates a detailed vulnerability report for container images across a registry or set of repositories. This template aggregates scan results, tracks remediation progress, and provides executive-level summaries of the organization's container security posture over time.
- ▌ Incident Response Tabletop · cloudthinker-aiUse when performing incident response tabletop — plans and facilitates a tabletop exercise to test incident response procedures without impacting production systems. Covers scenario design, participant preparation, exercise facilitation, response evaluation, and after-action review to identify gaps in incident readiness.
- ▌ Infrastructure Code Review · cloudthinker-aiUse when performing infrastructure code review — infrastructure-as-Code review template for Terraform, CloudFormation, Pulumi, and other IaC tools. Covers security hardening, cost impact analysis, blast radius assessment, state management safety, and drift detection to ensure infrastructure changes are safe, secure, and cost-effective.
- ▌ Network Partition Recovery · cloudthinker-aiUse when performing network partition recovery — runbook for diagnosing and recovering from network partition events across distributed systems. Covers partition detection, impact assessment, split-brain resolution, data reconciliation, connectivity restoration, and post-recovery validation to restore full cluster consistency.
- ▌ New Employee Onboarding It · cloudthinker-aiUse when performing new employee onboarding it — iT onboarding checklist for new employees covering account provisioning, hardware setup, access permissions, software installation, and initial training. Generates a comprehensive onboarding task list that tracks progress through each phase from pre-arrival preparation to first-week orientation, ensuring no critical IT setup steps are missed.
- ▌ On Prem To Cloud Migration · cloudthinker-aiUse when performing on prem to cloud migration — provides a comprehensive framework for migrating on-premises infrastructure to a cloud provider. Covers workload assessment, network connectivity, data migration, security posture translation, and phased cutover planning with minimal downtime targets.
- ▌ Reserved Instance Planning · cloudthinker-aiUse when performing reserved instance planning — analyzes current cloud compute usage patterns to recommend optimal reserved instance or savings plan purchases. Covers utilization analysis, commitment term selection, payment option comparison, coverage gap identification, and ongoing reservation management.
- ▌ Runbook Dependency Upgrade · cloudthinker-aiUse when performing runbook dependency upgrade — dependency upgrade workflow covering compatibility check, testing, deployment, and monitoring. Use for library upgrades, framework version bumps, runtime updates, or security patch application.
- ▌ Security Devops Assessment · cloudthinker-aiUse when performing security devops assessment — assesses the integration of security practices into DevOps workflows (DevSecOps). Covers shift-left security, automated security testing in CI/CD, supply chain security, runtime protection, security culture, and vulnerability management maturity.
- ▌ Security Incident Response · cloudthinker-aiUse when performing security incident response — security-specific incident response playbook covering breach detection, compromised credentials response, data leak containment, evidence preservation, regulatory notification requirements, forensic investigation coordination, and communication protocols. Provides structured workflows for security incidents distinct from operational incidents.
- ▌ Managing AWS Codepipeline · cloudthinker-aiUse when working with Aws Codepipeline — aWS CodePipeline CI/CD pipeline management and execution analysis. Covers pipeline inventory, stage and action status, execution history, pipeline triggers, artifact stores, and action type configurations. Use when inspecting pipeline health, debugging failed stages, reviewing execution history, or auditing pipeline configurations.
- ▌ Managing Azure Lighthouse · cloudthinker-aiUse when working with Azure Lighthouse — azure Lighthouse delegated resource management. Covers delegation assignments, managed service offers, customer tenant access, cross-tenant resource visibility, role assignments, and delegation auditing. Use when managing multi-tenant Azure environments, reviewing delegated access, auditing cross-tenant permissions, or configuring managed service registrations.
- ▌ Managing Deno Deploy Deep · cloudthinker-aiUse when working with Deno Deploy Deep — deep Deno Deploy analysis covering project inventory, deployment history, KV database usage, cron job schedules, custom domain mappings, analytics metrics, and environment variable auditing. Use for comprehensive Deno Deploy platform management.
- ▌ Managing Dropbox Business · cloudthinker-aiUse when working with Dropbox Business — dropbox Business file storage and collaboration platform management covering files, folders, team members, sharing, and usage analytics. Use when monitoring storage usage, analyzing file activity, reviewing team member health, managing sharing permissions, or troubleshooting Dropbox Business sync and storage issues.
- ▌ Managing External Secrets · cloudthinker-aiUse when working with External Secrets — external Secrets Operator management. Covers secret syncing from external providers, SecretStore configuration, ExternalSecret resource management, push secrets, ClusterSecretStore setup, and provider troubleshooting. Use when managing secret synchronization between external vaults and Kubernetes, debugging sync failures, or configuring secret providers.
- ▌ Managing Google Analytics · cloudthinker-aiUse when working with Google Analytics — google Analytics 4 management — monitor property configuration, event streams, user metrics, conversions, and audience data. Use when reviewing traffic trends, inspecting event setup, auditing conversion goals, or analyzing user acquisition.
- ▌ Managing Google Cloud Dns · cloudthinker-aiUse when working with Google Cloud Dns — google Cloud DNS management covering managed zones, record sets, DNSSEC configuration, DNS policies, and peering. Use when managing GCP Cloud DNS zones, configuring DNS records, enabling DNSSEC, setting up DNS forwarding or peering, or troubleshooting DNS resolution within Google Cloud.
- ▌ Managing Google Drive API · cloudthinker-aiUse when working with Google Drive Api — google Drive API management covering files, folders, shared drives, permissions, storage quotas, and activity analytics. Use when monitoring storage usage, analyzing file sharing patterns, reviewing permission health, managing Google Drive resources, or troubleshooting Drive API access and sync issues.
- ▌ Managing Google Workspace · cloudthinker-aiUse when working with Google Workspace — google Workspace administration for user provisioning, group management, organizational unit structure, security settings review, and audit log analysis. Covers Google Admin SDK Directory API, Reports API, and security investigation. Read this skill before any Google Workspace operations — it enforces discovery-first patterns and strict read-only safety rules.
- ▌ Managing K8S External Dns · cloudthinker-aiUse when working with K8S External Dns — externalDNS management for Kubernetes DNS record automation. Covers ExternalDNS deployment health, DNS record synchronization status, source and provider configurations, domain filters, ownership tracking, and log analysis. Use when debugging DNS record creation failures, auditing DNS configurations, or reviewing ExternalDNS provider setups.
- ▌ Managing Obsidian Publish · cloudthinker-aiUse when working with Obsidian Publish — obsidian Publish site management covering published pages, site configuration, navigation, and content health. Use when auditing an Obsidian Publish site, checking published content status, reviewing site navigation structure, or analyzing content coverage and freshness.
- ▌ Managing Pagerduty Events · cloudthinker-aiUse when working with Pagerduty Events — pagerDuty Events API v2 for event routing, change events, alert grouping, and incident triggering. Covers trigger/acknowledge/resolve events, change tracking, alert deduplication, custom event transformations, and integration key management. Use when sending events to PagerDuty, managing alert grouping, tracking deployments, or automating incident lifecycle via Events API.
- ▌ Managing Semantic Release · cloudthinker-aiUse when working with Semantic Release — semantic-release automated versioning management covering release configuration analysis, release history tracking, commit convention compliance, plugin chain auditing, branch strategy review, and changelog generation monitoring. Use when auditing release pipelines, investigating failed releases, reviewing version bump patterns, or validating commit message conventions.
- ▌ Managing Singlestore Deep · cloudthinker-aiUse when working with Singlestore Deep — advanced SingleStore (MemSQL) cluster management, pipeline monitoring, columnstore analysis, and workload profiling. Covers aggregator/leaf health, partition distribution, resource pools, pipeline lag, and query plan optimization. Read this skill before any advanced SingleStore operations.
- ▌ Certificate Expiry Incident · cloudthinker-aiUse when performing certificate expiry incident — tLS/SSL certificate expiry incident response and prevention playbook. Covers emergency certificate renewal, impact assessment, interim mitigations, certificate chain validation, automated renewal configuration, monitoring setup, and organizational processes to prevent certificate-related outages.
- ▌ Cloud Commitment Calculator · cloudthinker-aiUse when performing cloud commitment calculator — calculates the optimal mix of reserved instances, savings plans, and committed use discounts based on historical usage data. Produces a purchase plan that maximizes savings while maintaining flexibility for workload changes, including break-even analysis and risk assessment.
- ▌ Cloud Cost Allocation Model · cloudthinker-aiUse when performing cloud cost allocation model — designs a cost allocation and chargeback model for cloud spending across teams, projects, and environments. Covers tagging strategy, allocation rules for shared services, showback/chargeback reporting, and budgeting integration to drive accountability and optimize spending.
- ▌ Data Loss Incident Response · cloudthinker-aiUse when performing data loss incident response — data loss and data corruption incident response playbook covering immediate containment, impact assessment, recovery procedures from backups and replicas, data integrity verification, customer notification, and preventive measures. Guides teams through the critical decisions required when data is lost, corrupted, or inadvertently modified.
- ▌ Data Pipeline Quality Check · cloudthinker-aiUse when performing data pipeline quality check — template for assessing data pipeline quality, reliability, and data integrity. Covers schema validation, data freshness monitoring, completeness checks, anomaly detection, lineage tracking, and SLA compliance to ensure trustworthy data flows from source to consumption.
- ▌ Database Performance Tuning · cloudthinker-aiUse when performing database performance tuning — provides a systematic approach to diagnosing and resolving database performance issues. Covers query analysis, index optimization, schema review, configuration tuning, connection management, and capacity planning for relational and NoSQL databases.
- ▌ Developer Experience Survey · cloudthinker-aiUse when performing developer experience survey — structures a comprehensive developer experience survey covering tooling satisfaction, development workflow friction, documentation quality, and overall developer productivity. This template helps platform and engineering leadership teams identify pain points and prioritize investments that improve developer velocity and satisfaction.
- ▌ Incident Commander Playbook · cloudthinker-aiUse when performing incident commander playbook — comprehensive incident commander (IC) playbook covering IC responsibilities, communication cadence, escalation decision frameworks, delegation patterns, and handoff procedures. Guides the IC through each phase of incident response from declaration through resolution and post-incident review.
- ▌ K8S Cluster Upgrade Runbook · cloudthinker-aiUse when performing k8s cluster upgrade runbook — kubernetes cluster upgrade runbook covering pre-upgrade checks, API deprecation review, node upgrade procedure, validation tests, and rollback steps. Supports EKS, GKE, AKS, and self-managed clusters. Use for minor/major version upgrades.
- ▌ Microservices Decomposition · cloudthinker-aiUse when performing microservices decomposition — template for analyzing monolithic applications and planning decomposition into microservices. Covers bounded context identification, domain-driven design analysis, service boundary definition, data ownership mapping, communication pattern selection, and incremental extraction strategy.
- ▌ Multi Cloud Cost Comparison · cloudthinker-aiUse when performing multi cloud cost comparison — provides a structured framework for comparing costs across multiple cloud providers for equivalent workloads. Covers service-level price comparison, TCO analysis, hidden cost identification, discount program evaluation, and recommendation generation for optimal cloud placement.
- ▌ Production Readiness Review · cloudthinker-aiUse when performing production readiness review — production readiness checklist covering scalability, reliability, observability, security, operational maturity, and documentation. Use before promoting a service to production or during periodic production-readiness audits.
- ▌ Quarterly Planning Template · cloudthinker-aiUse when performing quarterly planning template — provides a structured framework for engineering quarterly planning, covering goal setting, capacity allocation, dependency mapping, risk assessment, and milestone definition. This template helps engineering teams align their quarterly work with organizational objectives while maintaining realistic commitments and appropriate investment in tech debt and innovation.
- ▌ Third Party Outage Response · cloudthinker-aiUse when performing third party outage response — response playbook for when a third-party vendor or external dependency experiences an outage. Covers impact assessment, customer communication, workaround activation, vendor status monitoring, internal coordination, and post-outage follow-up actions to minimize blast radius from upstream failures.
- ▌ Managing Apache Druid Deep · cloudthinker-aiUse when working with Apache Druid Deep — apache Druid deep management — monitor cluster health, datasources, ingestion tasks, segments, query performance, and coordinator/overlord status. Use when debugging ingestion failures, inspecting segment distribution, optimizing query latency, or auditing cluster capacity.
- ▌ Managing AWS Control Tower · cloudthinker-aiUse when working with Aws Control Tower — aWS Control Tower landing zone and account management. Covers landing zone status, enrolled accounts, guardrails (controls), organizational units, baseline configurations, and drift detection. Use when auditing landing zone health, reviewing guardrail compliance, inspecting account enrollment, or troubleshooting Control Tower drift.
- ▌ Managing AWS Data Pipeline · cloudthinker-aiUse when working with Aws Data Pipeline — aWS Data Pipeline workflow management and execution analysis. Covers pipeline inventory, pipeline definitions, execution status, object status, task runner health, and pipeline scheduling. Use when inspecting data pipeline health, debugging failed executions, reviewing pipeline definitions, or auditing pipeline schedules.
- ▌ Managing AWS Dynamodb Deep · cloudthinker-aiUse when working with Aws Dynamodb Deep — aWS DynamoDB deep-dive management covering table configurations, capacity analysis, GSI/LSI health, auto-scaling policies, streams, backups, contributor insights, and TTL settings. Use when performing deep analysis of DynamoDB tables, optimizing capacity and throughput, debugging throttling, or auditing table configurations beyond basic inventory.
- ▌ Managing Azure Boards Deep · cloudthinker-aiUse when working with Azure Boards Deep — deep Azure Boards management covering work items, sprints, backlogs, queries, and team velocity analytics. Use when performing deep audits of Azure DevOps Boards, analyzing sprint health, reviewing backlog grooming, or assessing team capacity and velocity across Azure DevOps projects.
- ▌ Managing Azure Policy Deep · cloudthinker-aiUse when working with Azure Policy Deep — azure Policy deep compliance and governance management. Covers policy definitions, initiatives, assignments, compliance evaluation, exemptions, remediation tasks, custom policies, and regulatory compliance. Use when managing Azure governance at scale, reviewing compliance states, creating custom policies, or troubleshooting policy evaluation results.
- ▌ Managing Cockroachdb Cloud · cloudthinker-aiUse when working with Cockroachdb Cloud — cockroachDB Cloud (Serverless & Dedicated) management via the ccloud CLI and CockroachDB Cloud API. Covers clusters, databases, SQL users, networking, backups, and metrics. Use when managing CockroachDB Cloud clusters or reviewing database health.
- ▌ Managing Github Pr Reviews · cloudthinker-aiUse when working with Github Pr Reviews — gitHub pull request review management including review assignments, CODEOWNERS enforcement, branch protection rules, required reviewers, review dismissal policies, and status check integration. Use when configuring or automating GitHub PR review workflows across repositories and organizations.
- ▌ Managing Open Service Mesh · cloudthinker-aiUse when working with Open Service Mesh — open Service Mesh (OSM) management covering mesh configuration, sidecar injection, traffic policies, SMI resources, ingress configuration, and observability. Use when managing OSM mesh instances, configuring SMI traffic policies, debugging Envoy sidecars, or setting up ingress and egress traffic policies in Kubernetes.
- ▌ Managing Openstreetmap API · cloudthinker-aiUse when working with Openstreetmap Api — openStreetMap API and related services management including Nominatim geocoding, Overpass API queries, tile server health, changeset monitoring, and data quality checks. Covers API endpoint health, usage policy compliance, response latency, and data freshness monitoring.
- ▌ Managing Planetscale Cloud · cloudthinker-aiUse when working with Planetscale Cloud — planetScale managed database platform management via the pscale CLI. Covers databases, branches, deploy requests, connection strings, and schema management. Use when managing PlanetScale databases or reviewing branch workflows.
- ▌ Managing Sonatype Nexus Iq · cloudthinker-aiUse when working with Sonatype Nexus Iq — sonatype Nexus IQ software composition analysis for open-source vulnerability detection, license compliance, and policy management. Covers application scanning, component analysis, policy violations, waivers, and vulnerability tracking across the software supply chain. Use when reviewing SCA scan results, analyzing dependency vulnerabilities, managing policy violations, or tracking component risk across applications.
- ▌ Managing Timescaledb Cloud · cloudthinker-aiUse when working with Timescaledb Cloud — timescaleDB Cloud management — monitor services, hypertables, continuous aggregates, compression, retention policies, and query performance. Use when inspecting chunk distribution, debugging slow queries, reviewing compression ratios, or auditing data retention.
- ▌ Architecture Decision Record · cloudthinker-aiUse when performing architecture decision record — architecture Decision Record (ADR) template covering context, decision drivers, considered options, decision outcome, consequences, and status tracking. Based on the MADR format. Use for documenting significant technical decisions with full rationale.
- ▌ Chaos Engineering Experiment · cloudthinker-aiUse when performing chaos engineering experiment — chaos engineering experiment template covering hypothesis definition, blast radius containment, experiment execution, observation, and learning. Supports Chaos Monkey, Litmus, Gremlin, and manual fault injection. Use for resilience validation and failure mode discovery.
- ▌ Database Migration Checklist · cloudthinker-aiUse when performing database migration checklist — database migration safety checklist covering pre-migration validation, backup verification, compatibility checks, migration execution, data validation, rollback procedures, and post-migration monitoring. Use for schema changes, engine migrations, or data platform transitions.
- ▌ Fedramp Readiness Assessment · cloudthinker-aiUse when performing fedramp readiness assessment — assesses an organization's readiness for FedRAMP authorization, covering the 325+ NIST 800-53 controls required at Low, Moderate, or High baselines. Includes system boundary definition, control implementation status, POA&M development, and 3PAO assessment preparation.
- ▌ Incident Bridge Facilitation · cloudthinker-aiUse when performing incident bridge facilitation — guide for running an effective incident bridge call or war room, covering agenda structure, facilitation techniques, role assignments, information flow management, and decision-making frameworks. Ensures bridge calls remain focused, productive, and lead to faster incident resolution.
- ▌ It Change Management Process · cloudthinker-aiUse when performing it change management process — iTIL-aligned change management process covering change request submission, risk assessment, CAB review, approval workflows, implementation planning, and post-implementation review. Ensures all IT changes follow a controlled process to minimize risk and service disruption.
- ▌ Meeting Effectiveness Review · cloudthinker-aiUse when performing meeting effectiveness review — conducts a review of team meeting practices to identify waste, improve effectiveness, and reclaim productive time. Covers meeting inventory, cost analysis, attendee optimization, agenda quality, decision tracking, and implementation of meeting hygiene practices across the organization.
- ▌ Observability Maturity Check · cloudthinker-aiUse when performing observability maturity check — evaluates an organization's observability maturity across the three pillars (metrics, logs, traces) plus alerting, dashboards, and AIOps capabilities. Identifies gaps in visibility, assesses signal quality, and produces a roadmap for achieving full-stack observability.
- ▌ Root Cause Analysis Template · cloudthinker-aiUse when performing root cause analysis template — comprehensive root cause analysis framework combining 5-Whys analysis, Ishikawa (fishbone) diagrams, and fault tree analysis methods. Provides structured templates for identifying contributing factors, distinguishing root causes from symptoms, and generating actionable corrective and preventive actions.
- ▌ Managing Elasticsearch Deep · cloudthinker-aiUse when working with Elasticsearch Deep — deep Elasticsearch cluster management including shard allocation, index lifecycle policies, snapshot/restore operations, mapping optimization, and advanced query tuning. Covers node roles, circuit breakers, thread pools, watermark thresholds, and cross-cluster replication diagnostics. Read this skill before any advanced Elasticsearch operations.
- ▌ Managing Firebase Messaging · cloudthinker-aiUse when working with Firebase Messaging — firebase Cloud Messaging (FCM) management covering message sending, topic subscriptions, device groups, and delivery analytics. Use when monitoring message delivery, analyzing notification performance, reviewing topic subscriptions, managing device tokens, or troubleshooting FCM push notification issues.
- ▌ Managing GCP Cloud Run Deep · cloudthinker-aiUse when working with Gcp Cloud Run Deep — deep Google Cloud Run analysis covering service inventory, revision management, traffic splitting, autoscaling configuration, request latency metrics, container resource limits, domain mappings, and VPC connector usage. Use for comprehensive Cloud Run optimization and health assessment.
- ▌ Managing Github Issues Deep · cloudthinker-aiUse when working with Github Issues Deep — deep GitHub Issues management covering issue tracking, label analytics, milestone progress, assignee workload, and issue lifecycle metrics. Use when performing deep audits of GitHub Issues, analyzing issue resolution times, reviewing label health, or assessing contributor workload across GitHub repositories.
- ▌ Managing Gitlab Issues Deep · cloudthinker-aiUse when working with Gitlab Issues Deep — deep GitLab Issues management covering issue tracking, label analytics, milestone progress, assignee workload, and issue lifecycle metrics. Use when performing deep audits of GitLab Issues, analyzing issue resolution times, reviewing board health, or assessing contributor workload across GitLab projects.
- ▌ Managing K8S Metrics Server · cloudthinker-aiUse when working with K8S Metrics Server — kubernetes Metrics Server management and resource metrics analysis. Covers Metrics Server deployment health, node and pod resource utilization, top consumers, API availability, and metrics accuracy. Use when debugging HPA scaling issues, reviewing resource utilization, troubleshooting metrics unavailability, or analyzing cluster capacity.
- ▌ Managing K8S Pod Disruption · cloudthinker-aiUse when working with K8S Pod Disruption — kubernetes PodDisruptionBudget management and disruption analysis. Covers PDB inventory, allowed disruptions, eviction status, node drain impact, workload protection coverage, and PDB misconfiguration detection. Use when auditing disruption protection, planning node maintenance, debugging stuck evictions, or reviewing PDB coverage across workloads.
- ▌ Managing K8S Sealed Secrets · cloudthinker-aiUse when working with K8S Sealed Secrets — sealed Secrets management for Kubernetes secret encryption. Covers SealedSecret resources, controller health, certificate rotation, key management, decryption status, and secret synchronization. Use when auditing encrypted secrets, debugging decryption failures, reviewing key rotation, or troubleshooting SealedSecret controller issues.
- ▌ Managing Oracle Oci Compute · cloudthinker-aiUse when working with Oracle Oci Compute — oracle OCI Compute deep-dive management via the OCI CLI. Covers instances, shapes, images, boot volumes, console connections, instance pools, and autoscaling. Use for detailed OCI compute analysis.
- ▌ Monitoring Victoria Metrics · cloudthinker-aiUse when working with Victoria Metrics — victoriaMetrics time-series database with MetricsQL queries, vmstorage health, vmselect performance, retention management, and cluster monitoring. Covers metric ingestion, cardinality analysis, query optimization, and multi-tenant operations. Use when querying metrics via MetricsQL, analyzing storage health, investigating cardinality, or managing VictoriaMetrics clusters.
- ▌ Engineering Metrics Dashboard · cloudthinker-aiUse when performing engineering metrics dashboard — defines and structures an engineering metrics dashboard covering DORA metrics, quality indicators, operational health, and team productivity. This template helps engineering leaders select meaningful metrics, set targets, and build dashboards that drive data-informed decisions without encouraging metric gaming.
- ▌ Hardware Procurement Workflow · cloudthinker-aiUse when performing hardware procurement workflow — hardware request through procurement, setup, and deployment covering the full lifecycle from initial request and budget approval through vendor selection, purchase order processing, hardware configuration, and delivery to the end user. Ensures hardware procurement follows organizational policies and budget controls.
- ▌ It Asset Lifecycle Management · cloudthinker-aiUse when performing it asset lifecycle management — iT asset lifecycle tracking from procurement through disposal covering asset intake, deployment, maintenance, refresh planning, and secure decommissioning. Provides a framework for managing assets at every stage to optimize costs, ensure compliance, and maintain accurate inventory records.
- ▌ Ml Model Deployment Checklist · cloudthinker-aiUse when performing ml model deployment checklist — provides a comprehensive checklist for deploying machine learning models to production, covering model validation, infrastructure setup, serving configuration, monitoring, A/B testing, and rollback procedures. Ensures models are reliable, observable, and maintainable in production environments.
- ▌ Printer Troubleshooting Guide · cloudthinker-aiUse when performing printer troubleshooting guide — common printer issues resolution guide covering connectivity problems, print quality issues, paper jams, driver configuration, and network printer setup. Provides systematic troubleshooting steps for helpdesk agents to resolve the most frequent printer-related support tickets.
- ▌ Runbook Automation Assessment · cloudthinker-aiUse when performing runbook automation assessment — evaluates existing runbooks for automation potential, assessing each procedure's complexity, frequency, and risk to determine which runbooks should be automated first. This template produces a prioritized automation backlog and identifies the tooling needed to convert manual runbooks into automated remediation workflows.
- ▌ Slack Deployment Notification · cloudthinker-aiUse when performing slack deployment notification — post structured deployment notifications to Slack channels. Formats release details into a clean Slack message with service name, version, environment, deployer, key changes, and rollback instructions. Use after completing a deployment or to announce an upcoming deployment window.
- ▌ Software Installation Request · cloudthinker-aiUse when performing software installation request — software request, approval, licensing check, and deployment workflow covering the full lifecycle from user request through procurement, license validation, security review, installation, and verification. Ensures software installations comply with licensing agreements and security policies.
- ▌ Analyzing Great Expectations · cloudthinker-aiUse when working with Great Expectations — great Expectations data quality framework analysis. Covers expectation suite management, validation result review, data docs generation, checkpoint execution, datasource configuration, and batch analysis. Use when reviewing data quality results, managing expectation suites, investigating validation failures, or auditing data quality configurations.
- ▌ Managing Apache Airflow Deep · cloudthinker-aiUse when working with Apache Airflow Deep — apache Airflow deep management covering DAG inventory, task instance monitoring, scheduler health, executor status, pool and variable management, connection auditing, and SLA miss tracking. Use when investigating DAG failures, analyzing task duration trends, monitoring scheduler performance, or auditing Airflow configurations.
- ▌ Managing AWS Cloudfront Deep · cloudthinker-aiUse when working with Aws Cloudfront Deep — advanced AWS CloudFront management covering distribution lifecycle, behavior configuration, Lambda@Edge functions, origin groups for failover, real-time logs, field-level encryption, and cache policy optimization. Use for deep CloudFront troubleshooting, performance tuning, advanced origin configuration, or Lambda@Edge debugging.
- ▌ Managing AWS Service Catalog · cloudthinker-aiUse when working with Aws Service Catalog — aWS Service Catalog portfolio and product management. Covers portfolio administration, product versioning, provisioned product inspection, launch constraints, tag options, and sharing across accounts. Use when managing self-service IT catalogs, provisioning products, reviewing portfolios, or auditing product usage across an organization.
- ▌ Managing Cloudflare Dns Deep · cloudthinker-aiUse when working with Cloudflare Dns Deep — advanced Cloudflare DNS management covering zone records, DNSSEC configuration, DNS analytics, load balancing pools, health checks, and DNS firewall. Use for deep DNS record management, DNSSEC troubleshooting, DNS traffic analytics, configuring DNS-based load balancing, or auditing DNS security settings.
- ▌ Managing Cloudformation Deep · cloudthinker-aiUse when working with Cloudformation Deep — aWS CloudFormation deep stack management. Covers stack operations, change sets, drift detection, nested stacks, stack sets, resource imports, template analysis, and rollback troubleshooting. Use when managing complex CloudFormation deployments, debugging stack failures, detecting drift, operating stack sets, or analyzing template dependencies.
- ▌ Managing Digitalocean Spaces · cloudthinker-aiUse when working with Digitalocean Spaces — digitalOcean Spaces object storage management via the AWS CLI (S3-compatible) and doctl CLI. Covers Spaces buckets, objects, CDN endpoints, CORS, and lifecycle policies. Use when managing DigitalOcean Spaces storage.
- ▌ Managing K8S Crossplane Deep · cloudthinker-aiUse when working with K8S Crossplane Deep — crossplane deep-dive management for Kubernetes-native infrastructure provisioning. Covers provider health diagnostics, composition debugging, XRD schema validation, claim lifecycle analysis, managed resource drift detection, usage tracking, and EnvironmentConfig management. Use when debugging complex composition failures, analyzing cross-provider resource dependencies, or optimizing Crossplane performance.
- ▌ Managing K8S Resource Quotas · cloudthinker-aiUse when working with K8S Resource Quotas — kubernetes ResourceQuota and LimitRange management. Covers quota inventory, usage vs limits, LimitRange defaults, namespace resource consumption, quota violations, and capacity planning. Use when auditing resource governance, debugging quota-rejected deployments, reviewing namespace limits, or planning capacity allocation across namespaces.
- ▌ Managing Oracle Oci Database · cloudthinker-aiUse when working with Oracle Oci Database — oracle OCI Database deep-dive management via the OCI CLI. Covers DB Systems, Autonomous Databases, backups, Data Guard, patching, and performance metrics. Use for detailed OCI database analysis.
- ▌ Certificate Renewal Automation · cloudthinker-aiUse when performing certificate renewal automation — runbook for TLS/SSL certificate renewal across infrastructure. Covers certificate inventory, expiration tracking, CSR generation, certificate issuance, deployment to load balancers and CDNs, chain validation, and post-renewal verification to prevent outages from expired certificates.
- ▌ Cloud Provider Outage Response · cloudthinker-aiUse when performing cloud provider outage response — response playbook for regional or service-level outages from major cloud providers (AWS, GCP, Azure). Covers impact assessment, multi-region failover procedures, customer communication during provider outages, SLA credit documentation, and architectural resilience improvements to reduce dependency on single cloud regions or services.
- ▌ Infrastructure Drift Detection · cloudthinker-aiUse when performing infrastructure drift detection — detects and catalogs infrastructure drift between the desired state defined in Infrastructure as Code and the actual state of deployed resources. This template guides teams through drift detection, impact assessment, and reconciliation to maintain infrastructure consistency and compliance.
- ▌ Runbook Load Balancer Failover · cloudthinker-aiUse when performing runbook load balancer failover — load balancer failover procedure covering health checks, traffic shift, backend validation, and rollback. Use for planned LB maintenance, active-passive failover, or responding to LB degradation.
- ▌ Managing Atlassian Statuspage · cloudthinker-aiUse when working with Atlassian Statuspage — atlassian Statuspage management, component monitoring, incident communication, scheduled maintenance, and subscriber notifications. Covers page configuration, component group management, incident lifecycle, metric tracking, and uptime reporting. Use when managing public or private status pages, communicating outages, scheduling maintenance, or reviewing component uptime in Atlassian Statuspage.