DevOps & Infra
DevOps agent skills automate the delivery side of software: CI/CD pipelines, Dockerfiles, infrastructure as code, releases, and incident checklists. A skill gives your AI agent the exact runbook to follow, so deployments and configs come out consistent every time.
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aws-samples Bundle Appsync DiagnosticsUse this skill to investigate and troubleshoot AWS AppSync problems (GraphQL APIs, merged APIs, real-time subscriptions) by analyzing API configurations, resolvers, data sources, authorization, and following structured runbooks. Activate when: schema errors, resolver failures, VTL mapping issues, JavaScript resolver errors, subscription disconnects, auth failures, caching problems, query latency, N+1 resolver issues, or the user says something is wrong with their AppSync API without naming specific symptoms.
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aws-samples Bundle Chatbot DiagnosticsUse this skill to investigate and troubleshoot AWS Chatbot problems by analyzing Slack workspace configurations, Microsoft Teams channel setups, SNS notification delivery, EventBridge integration, CLI commands in chat, command permissions, channel IAM roles, guardrail policies, CloudWatch alarm notifications, and Security Hub finding delivery using structured runbooks. Activate when: Slack workspace configuration issues, Teams channel setup failures, SNS notification not delivered to chat, EventBridge events not appearing, CLI commands failing in chat, permission errors for chat commands, channel role misconfiguration, guardrail policy blocking actions, CloudWatch alarm notifications missing, Security Hub integration not working, or the user says something is wrong with AWS Chatbot without naming specific symptoms.
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aws-samples Bundle Iotcore DiagnosticsUse this skill to investigate and troubleshoot AWS IoT Core problems by analyzing MQTT connectivity, certificate management, IoT policies, rule engine, device shadows, thing registry, security configuration, message throughput, and service integrations using structured runbooks. Activate when: MQTT connection failures, certificate issues, policy denied errors, rule engine errors, action failures, SQL query issues, device shadow sync problems, shadow conflicts, thing registration errors, thing group issues, certificate management problems, IoT policy misconfiguration, custom authorizer failures, message throughput issues, throttling, Lambda action errors, S3/DynamoDB/Kinesis action failures, or the user says something is wrong with IoT Core without naming specific symptoms.
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aws-samples Bundle Neptune DiagnosticsUse this skill to investigate and troubleshoot Amazon Neptune problems by analyzing cluster configurations, instance health, query performance, CloudWatch metrics, and following structured runbooks. Activate when: cluster creation failures, instance issues, storage problems, Gremlin/SPARQL query performance, bulk loading failures, connection failures, IAM authentication errors, VPC endpoint issues, read replica lag, global database replication, snapshot failures, PITR issues, Neptune Serverless scaling, capacity problems, data loading errors, format conversion issues, or the user says something is wrong with Neptune without naming specific symptoms.
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aws-samples Bundle Cloudhsm DiagnosticsUse this skill to investigate and troubleshoot AWS CloudHSM problems by analyzing cluster creation, HSM provisioning, client connectivity, key management, user management, backup/restore, high availability, CloudHSM SDK, PKCS#11, JCE provider, and OpenSSL integration following structured runbooks. Activate when: cluster creation failures, HSM initialization issues, client connection errors, key operation failures, crypto user management problems, backup failures, HA failover issues, SDK errors, PKCS#11 library problems, JCE provider exceptions, OpenSSL engine errors, or the user says something is wrong with CloudHSM without naming specific symptoms.
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aws-samples Bundle Codeguru DiagnosticsUse this skill to investigate and troubleshoot Amazon CodeGuru problems by analyzing reviewer recommendations, profiler issues, security detector, repository association, CI/CD integration, suppression rules, and following structured runbooks. Activate when: reviewer not generating recommendations, profiler agent issues, security findings, repository association failures, CI/CD integration errors, or the user says something is wrong with CodeGuru.
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aws-samples Bundle Datasync DiagnosticsUse this skill to investigate and troubleshoot AWS DataSync problems by analyzing task failures, agent deployment, location configuration, transfer performance, filtering, security, scheduling, and following structured runbooks. Activate when: task execution failures, tasks stuck in launching or queued state, verification errors, agent deployment issues, agent connectivity problems, S3 location errors, EFS/FSx location issues, NFS/SMB location failures, slow transfer speeds, bandwidth throttling, include/exclude filter mismatches, file metadata preservation issues, IAM role permission errors, encryption in transit problems, schedule configuration failures, incremental transfer issues, or the user says something is wrong with DataSync without naming specific symptoms.
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aws-samples Bundle Outposts DiagnosticsUse this skill to investigate and troubleshoot AWS Outposts problems by analyzing rack connectivity, compute instances, local storage, networking, management operations, hybrid connectivity, and security configurations using structured runbooks. Activate when: Outpost connectivity issues, capacity problems, hardware failures, EC2 on Outposts errors, ECS on Outposts failures, EBS local volume issues, S3 on Outposts problems, local gateway configuration, service link failures, update failures, monitoring gaps, region connectivity loss, failover issues, encryption problems, IAM on Outposts errors, or the user says something is wrong with Outposts without naming specific symptoms.
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aws-samples Bundle Panorama DiagnosticsUse this skill to investigate and troubleshoot AWS Panorama problems by analyzing device provisioning, application deployment, model compilation, camera stream configuration, OTA updates, networking, and following structured runbooks. Activate when: device provisioning failures, application deployment errors, model compilation issues, camera stream disconnections, OTA update failures, network connectivity problems, device offline, appliance registration errors, or the user says something is wrong with Panorama without naming specific symptoms.
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aws-samples Bundle Redshift DiagnosticsUse this skill to investigate and troubleshoot Amazon Redshift problems by analyzing query performance, WLM queue configuration, disk space, node failures, COPY/UNLOAD errors, Spectrum queries, data sharing, snapshot/restore, cluster resize, and concurrency scaling. Covers both Redshift provisioned clusters and Redshift Serverless. Activate when: slow queries, WLM queue wait times, lock contention, query compilation delays, disk full, data skew, VACUUM issues, COPY failures, UNLOAD errors, Spectrum external table errors, node failures, resize operations, maintenance window issues, concurrency scaling problems, IAM/VPC security, encryption, data sharing producer/consumer issues, cross-account sharing, Serverless RPU configuration, endpoint access, snapshot failures, restore issues, or the user says something is wrong with Redshift without naming specific symptoms.
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aws-samples Bundle Appconfig DiagnosticsUse this skill to investigate and troubleshoot AWS AppConfig problems. Activate when: configuration deployment fails, feature flags not toggling, deployment strategy issues, configuration validation errors, environment or application creation failures, hosted configuration version problems, extension failures, or rollback issues.
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aws-samples Bundle Apprunner DiagnosticsUse this skill to investigate and troubleshoot AWS App Runner problems by analyzing service configurations, deployment status, auto-scaling settings, health checks, networking, and following structured runbooks. Activate when: deployment failures, build failures, image pull errors, health check failures, application crashes, port configuration issues, auto-scaling problems, cold start latency, custom domain/SSL issues, VPC connector problems, outbound connectivity failures, ECR source issues, GitHub source issues, instance role permission errors, secrets/environment variable problems, logging issues, X-Ray tracing configuration, or the user says something is wrong with App Runner without naming specific symptoms.
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aws-samples Bundle Iotevents DiagnosticsUse this skill to investigate and troubleshoot AWS IoT Events problems by analyzing detector models, inputs, alarms, actions, state transitions, Lambda actions, and event evaluation using structured runbooks. Activate when: detector model creation failures, input routing errors, alarm evaluation issues, action execution failures, state transition problems, or the user says something is wrong with IoT Events.
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aws-samples Bundle Mainframe DiagnosticsUse this skill to investigate and troubleshoot AWS Mainframe Modernization problems by analyzing application creation, runtime environments, batch jobs, data sets, CICS/IMS transactions, refactoring, and replatforming using structured runbooks. Activate when: application creation failures, runtime environment issues, batch job failures, data set problems, CICS/IMS errors, refactoring issues, replatforming problems, or the user says something is wrong with Mainframe Modernization without naming specific symptoms.
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aws-samples Bundle Medialive DiagnosticsUse this skill to investigate and troubleshoot AWS Elemental MediaLive problems by analyzing channel creation, input configuration, output groups, encoding profiles, pipeline alerts, failover, and schedule actions using structured runbooks. Activate when: channel creation failures, input errors, output group issues, encoding problems, pipeline alerts, failover failures, schedule action errors, HLS/DASH output issues, input switching, audio configuration, caption problems, or the user says something is wrong with MediaLive without naming specific symptoms.
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aws-samples Bundle Opscenter DiagnosticsUse this skill to investigate and troubleshoot AWS Systems Manager OpsCenter problems by analyzing OpsItem creation, automation runbooks, related resources, deduplication, EventBridge integration, notifications, and following structured runbooks. Activate when: OpsItem creation failures, automation runbook errors, resource association issues, deduplication problems, EventBridge rule failures, notification delivery issues, or the user says something is wrong with OpsCenter.
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aws-samples Bundle Private5g DiagnosticsUse this skill to investigate and troubleshoot AWS Private 5G problems by analyzing network creation, radio unit activation, device connectivity, SIM provisioning, throughput, coverage, access point configuration, network health, VPC integration, and following structured runbooks. Activate when: network creation failures, radio unit issues, device connectivity problems, SIM provisioning errors, throughput degradation, coverage gaps, access point misconfiguration, network health alerts, VPC integration failures, or the user says something is wrong with Private 5G.
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aws-samples Bundle Robomaker DiagnosticsUse this skill to investigate and troubleshoot AWS RoboMaker problems by analyzing simulation jobs, robot applications, fleet management, ROS integration, world generation, deployment pipelines, and following structured runbooks. Activate when: simulation job failures, robot application build errors, fleet deployment issues, ROS connectivity problems, world generation failures, or the user says something is wrong with RoboMaker without naming specific symptoms.
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aws-samples Bundle Cleanrooms DiagnosticsUse this skill to investigate and troubleshoot AWS Clean Rooms problems by analyzing collaborations, configured tables, analysis rules, and following structured runbooks. Activate when: Collaboration creation failures, membership issues, configured table errors, analysis rule problems, query failures, output configuration issues, differential privacy errors, cryptographic computing problems, ML modeling failures, lookalike segment issues, IAM permission errors, data access problems, or the user says something is wrong with Clean Rooms without naming specific symptoms.
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aws-samples Bundle Cloudshell DiagnosticsUse this skill to investigate and troubleshoot AWS CloudShell problems by analyzing session launches, environment persistence, network connectivity, storage, permissions, timeouts, performance, and following structured runbooks. Activate when: session launch failures, environment persistence issues, network connectivity problems, VPC environment errors, storage issues, file transfer failures, permissions errors, credential issues, timeout/disconnection problems, performance issues, custom environment problems, or the user says something is wrong with CloudShell.
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aws-samples Bundle Cloudtrail DiagnosticsUse this skill to investigate and troubleshoot AWS CloudTrail problems by analyzing trail creation failures, log delivery issues, S3 bucket configuration, missing events, data events, management events, organization trails, delegated admin, CloudTrail Lake queries, event data stores, Insights events, anomaly detection, CloudWatch Logs integration, EventBridge rules, log file validation, encryption, data event costs, and Lake pricing. Activate when: trail not delivering logs, events missing from CloudTrail, data events not captured, organization trail issues, CloudTrail Lake query failures, Insights not detecting anomalies, CloudWatch Logs not receiving events, log validation failures, encryption errors, unexpected CloudTrail costs, or the user says something is wrong with CloudTrail without naming specific symptoms.
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aws-samples Bundle Healthlake DiagnosticsUse this skill to investigate and troubleshoot AWS HealthLake problems by analyzing data stores, FHIR import/export, search operations, analytics, NLP enrichment, and security configuration using structured runbooks. Activate when: data store creation failures, FHIR import errors, export failures, search issues, analytics problems, NLP enrichment errors, or the user says something is wrong with HealthLake.
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aws-samples Bundle Localzones DiagnosticsUse this skill to investigate and troubleshoot AWS Local Zones problems by analyzing zone enablement, subnet creation, instance launches, EBS volumes, networking, ELB integration, RDS, latency testing, capacity planning, VPC extension, and following structured runbooks. Activate when: Local Zone enablement failures, subnet creation errors, instance launch issues, instance type availability problems, EBS volume issues, networking configuration errors, ELB integration problems, RDS Local Zone issues, latency testing failures, capacity planning concerns, VPC extension issues, or the user says something is wrong with Local Zones.
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aws-samples Bundle Mediastore DiagnosticsUse this skill to investigate and troubleshoot AWS Elemental MediaStore problems by analyzing container creation, policies, object operations, CORS, lifecycle policies, access logging, metric policies, CDN integration, origin endpoints, throttling, and following structured runbooks. Activate when: container creation failures, policy errors, put/get object failures, CORS issues, lifecycle policy problems, logging configuration, metric policy errors, CDN integration issues, origin endpoint problems, throttling, or the user says something is wrong with MediaStore.
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aws-samples Bundle Opensearch DiagnosticsUse this skill to investigate and troubleshoot Amazon OpenSearch Service problems (managed clusters and Serverless collections) by analyzing domain configurations, cluster health, indexing failures, search performance, storage pressure, JVM memory, shard management, snapshot/restore, access policies, VPC connectivity, Dashboards, UltraWarm/cold storage, and Serverless issues. Activate when: cluster health RED or YELLOW, search latency, indexing failures or throughput degradation, JVM memory pressure or GC pauses, disk watermark breaches, storage full, shard imbalance or unassigned shards, too many shards, mapping conflicts, bulk indexing errors, access policy denials, fine-grained access control (FGAC) issues, VPC connectivity problems, snapshot failures, restore issues, repository configuration, Dashboards access or visualization errors, UltraWarm or cold storage tier issues, ISM policy failures, index rollover problems, Serverless collection issues, Serverless capacity/scaling, split brain, dedicated master
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aws-samples Bundle Snowfamily DiagnosticsUse this skill to investigate and troubleshoot AWS Snow Family problems by analyzing device ordering, unlocking, data transfer, NFS shares, edge compute, EC2 on Snow, S3 adapter, clustering, networking, OTA updates, return shipping, and following structured runbooks. Covers Snowball, Snowball Edge, and Snowcone devices. Activate when: device ordering issues, unlock failures, data transfer errors, NFS problems, compute failures, S3 adapter errors, clustering issues, network problems, OTA update failures, shipping issues, or the user says something is wrong with Snow Family.
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aws-samples Bundle Waf Shield DiagnosticsUse this skill to investigate and troubleshoot AWS WAF and AWS Shield problems by analyzing web ACL configurations, rule evaluation, managed rule groups, IP sets, rate-based rules, logging, Shield Advanced protections, and following structured runbooks. Activate when: false positives blocking legitimate traffic, false negatives allowing malicious traffic, rule priority issues, rate-based rule problems, managed rule group conflicts, IP blocking/allowing failures, geo-restriction issues, body inspection limits, regex pattern problems, WAF logging issues, sampled request analysis, CloudWatch metric anomalies, ALB/CloudFront/API Gateway integration problems, DDoS detection, Shield Advanced configuration, SRT engagement, cost protection claims, Bot Control issues, Account Takeover Prevention, custom response bodies, rate limiting responses, or the user says something is wrong with WAF or Shield without naming specific symptoms.
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aws-samples Bundle Wavelength DiagnosticsUse this skill to investigate and troubleshoot AWS Wavelength problems by analyzing Wavelength Zone deployments, carrier gateway configurations, compute instances, networking, performance, and Region integration using structured runbooks. Activate when: Wavelength Zone issues, carrier gateway problems, EC2 in Wavelength failures, ECS/EKS on Wavelength errors, carrier IP allocation issues, VPC subnet configuration, latency problems, throughput issues, Region connectivity, S3 access from Wavelength, or the user says something is wrong with Wavelength without naming specific symptoms.
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aws-samples Bundle Workspaces DiagnosticsUse this skill to investigate and troubleshoot Amazon WorkSpaces problems by analyzing provisioning, connectivity, performance, directory integration, networking, management operations, and security configurations following structured runbooks. Activate when: WorkSpace launch failures, bundle issues, directory integration problems, client connection failures, streaming protocol issues, MFA failures, latency or bandwidth problems, AD Connector or AWS Managed AD issues, VPC configuration errors, internet access problems, rebuild/restore failures, maintenance window issues, encryption problems, access control issues, or the user says something is wrong with WorkSpaces without naming specific symptoms.
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aws-samples Bundle Iotsitewise DiagnosticsUse this skill to investigate and troubleshoot AWS IoT SiteWise problems by analyzing asset models, measurements, transforms, metrics, portals, gateways, data ingestion, and property value issues using structured runbooks. Activate when: asset model creation failures, measurement ingestion errors, transform computation issues, metric aggregation problems, portal access failures, gateway connectivity issues, or the user says something is wrong with IoT SiteWise.
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aws-samples Bundle Marketplace DiagnosticsUse this skill to investigate and troubleshoot AWS Marketplace problems by analyzing subscription failures, procurement errors, SaaS integrations, AMI/container product launches, metering, entitlements, seller registration, private marketplace, and following structured runbooks. Activate when: subscription failures, procurement errors, SaaS integration issues, AMI launch errors, container product problems, data product access issues, seller registration errors, product listing issues, metering failures, entitlement errors, private marketplace configuration, organization procurement, vendor insights, or the user says something is wrong with Marketplace.
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aws-samples Bundle Mediatailor DiagnosticsUse this skill to investigate and troubleshoot AWS Elemental MediaTailor problems by analyzing configuration creation, playback configuration, ad insertion, VAST responses, channel assembly, source locations, CDN configuration, manifest manipulation, logging, prefetch schedules, bumper/slate configuration, and following structured runbooks. Activate when: configuration creation errors, playback failures, ad insertion issues, VAST response errors, channel assembly problems, source location errors, CDN issues, manifest manipulation failures, log configuration problems, prefetch schedule issues, bumper/slate configuration errors, or the user says something is wrong with MediaTailor.
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williamcorrea23 Bundle Sap SfsfThis skill handles SAP SuccessFactors (SFSF) topics including Employee Central (EC), Employee Central Payroll (ECP), Recruiting Management, Onboarding, Learning Management System (LMS), Performance and Goals, Succession and Development, Compensation, People Analytics, Workforce Planning, and integration with SAP S/4HANA or on-premise HCM. Use when user mentions SuccessFactors, SFSF, Employee Central, EC, ECP, Recruiting, Onboarding, Learning, Performance, Goals, Compensation, People Analytics, MDF, position management, business rules, role-based permissions, RBP, integration center, compound employee API, SFAPI, OData API, iFlow, HCM migration, talent management, cloud HR, Employee Central Payroll.
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williamcorrea23 Bundle Sap CloudThis skill handles SAP S/4HANA Cloud Public Edition tasks including Clean Core principles, Key User Extensibility (Custom Logic, Custom Fields, Custom CDS Views, Custom Business Objects), 3-Tier Extension Model (Tier 1 Key User, Tier 2 Side-by-Side, Tier 3 On-Stack), Fit-to-Standard workshops, Cloud ALM (Application Lifecycle Management), Feature Scope Description (FSD), Quarterly Release management, and CSP (Custom Software Package) deployment. Use when user mentions Cloud PE, Public Cloud, Clean Core, Key User Extensibility, Custom Logic, Custom Fields, Custom CDS, Fit-to-Standard, Cloud ALM, FSD, quarterly release, CSP, 클라우드, 퍼블릭 클라우드, 클린 코어.
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williamcorrea23 Bundle Bdc TroubleshooterUse ONLY for SAP-Note symptom→fix lookup — i.e. when the user pastes a specific BDC/Databricks error message, cites an SAP Note number in the 34xxxxx–37xxxxx range, or describes a concrete failure (provisioning stuck, CSN publish errorCode 500, OIDC code exchange failure, duplicate hostname, orphan data product, SCIM "only one replace" error, Azure storage 403/AuthorizationFailure, metastore owner share error, negative dates from SAP, Business Name missing in Unity Catalog, HANA Cloud missing from Customer Landscape, CIS integration not configured). For "how do I..." / setup / configuration / conceptual questions, DEFER to the right skill instead — bdc-onboarding, bdc-core-admin, bdc-governance-catalog, bdc-connect-sharing, bdc-intelligent-apps, or sap-databricks. Trigger phrases include "BDC error", "errorCode 500", "AuthorizationFailure", "oidc_code_exchange_failure", "only one replace operation", "tenantHostName invalid", "orphan data product", "Business Name missing", "metastore owner", "HAR file Databric
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williamcorrea23 Bundle S4hana Create PoCreate purchase orders (POs) in SAP S/4HANA Cloud Public or on-prem private edition via the OData V2 A_PurchaseOrder deep-insert at API_PURCHASEORDER_PROCESS_SRV. Use whenever the user wants to post, create, add, generate, seed, clone, or backdate purchase orders on S/4HANA — phrases like "make me a few POs", "post 20 POs", "seed PO demo data", "create PO for supplier X material Y", "clone these on-prem POs to cloud". Handles header+item deep-insert, CSRF token flow, master-data resolution (supplier/material/plant/currency from PO ItemCategory 0), idempotent bulk batches, and known field constraints (UoM='PC', no D/9 service item categories, no account-assignment deep-insert). Do NOT use for service-based POs (item category D/9), framework agreements, scheduling agreements, or PO updates — those need different shapes (track under generic skill until verified).
Frequently asked questions
What are DevOps & Infra agent skills?
DevOps agent skills automate the delivery side of software: CI/CD pipelines, Dockerfiles, infrastructure as code, releases, and incident checklists. A skill gives your AI agent the exact runbook to follow, so deployments and configs come out consistent every time.
Which DevOps & Infra skills are most installed?
Popular DevOps & Infra skills on SkillMD right now include appsync-diagnostics, mainframe-diagnostics, private5g-diagnostics. Rankings shift as installs change; sort this page by "Most installs" for the live list.
Do DevOps & Infra skills work with Claude Code and Cursor?
Yes. Every skill here ships as a SKILL.md file, an open format that works in Claude Code, Claude.ai, Cursor, Codex, Windsurf, and 60+ other agents. Install one with npx skillmds@latest add <owner>/<name>, or copy the file into your agent's skills directory.