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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vincentchuwaichow Bundle Salesforce Agentforce Stdm Observer SkillQueries Salesforce Telemetry & Data Management (STDM) and Data Cloud for live Agentforce session traces, faithfulness scores, answer relevance scores, action invocation telemetry, and quality metrics under T1 least-privilege scope (api + refresh_token + cdp_query_api). Answers the production observability question: "is my Agentforce agent working correctly right now?" Operational counterpart to the static-review salesforce-agentforce-risk-review-skill. TRIGGER when: user asks for Agentforce session metrics, faithfulness scores, answer relevance, AI Evaluation results, action telemetry, STDM queries, agent performance KPIs, hallucination rates. Trigger phrases: "how is my agent performing", "show STDM data", "agent observability", "agent telemetry", "AiAgentTagAssociation", "AiEvaluationDefinition results", "agentforce production metrics". DO NOT TRIGGER when: user wants static configuration review (use salesforce-agentforce-risk-review-skill); when modifying agent configurations (T3 — escalate to salesforce-l
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vincentchuwaichow Bundle Alibaba Daily Operations Briefing CoordinatorCoordinate the daily Alibaba Cloud operations standup — cost delta from Cost Manager, ActionTrail anomaly review, ACK pod failure triage, quota utilization warnings, Security Center finding review, and action item assignment.
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vincentchuwaichow Bundle Netsuite Suitescript Secure Code Review SkillFlashlight skill for static security review of SuiteScript 2.x code against OWASP Top 10 (2021) pitfall patterns (OSCP-001 through OSCP-048), extended with Vanguard severity taxonomy mapping and CI pipeline gate recommendations. Adapted from Oracle netsuite-owasp-secure-coding (UPL-1.0). T0 static review — no live account connection required. TRIGGER when: user submits SuiteScript 2.x code for security review, asks about SuiteQL injection prevention, output encoding in Suitelets or RESTlets, CSRF in SuiteScript, file upload security, RESTlet hardening, DOM XSS in client scripts, postMessage origin validation, or AI prompt-injection in SuiteScript. Trigger phrases: SuiteScript security review, OWASP SuiteScript, SuiteQL injection, XSS in Suitelet, RESTlet hardening, CSRF token SuiteScript, file upload SuiteScript, OSCP vulnerability, secure coding SuiteScript. DO NOT TRIGGER when: request is for SuiteScript 1.0 (recommend migration first), SuiteFlow workflow logic review (use netsuite-suiteflow-automation-agen
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vincentchuwaichow Bundle Snowflake Data Platform Engineering At AzureDesign and review Snowflake data platform engineering on Azure, covering warehouse sizing and cost governance, Azure Private Link requirements, storage integration with ADLS Gen2 and Azure Blob, Snowpipe automation, object tagging, dynamic data masking, row access policies, and ACCESS_HISTORY lineage for GDPR and CCPA compliance.
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vincentchuwaichow Bundle Databricks Unity Catalog Governance At AzureDatabricks Unity Catalog Governance at Azure
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vincentchuwaichow Bundle Netsuite Identity Access Role Permission SkillStatic review flashlight for NetSuite role configurations, permission assignments, and Segregation-of-Duties design. Validates custom roles against standard baselines, resolves permission codes from the 684-code SDF catalog, and flags SoD conflicts and over-permissioned roles. TRIGGER when: user asks to review a NetSuite role, check permissions on a role, audit segregation of duties, validate a custom role, analyze SDF customrole XML, check who has Administrator access, review run-as configuration for a script or integration, map permissions to least privilege, or assess 2FA role designations. Trigger phrases: review netsuite role, check role permissions, segregation of duties netsuite, custom role from standard, sdf customrole xml, least privilege role, who has administrator, run-as role, 2fa role designation. DO NOT TRIGGER when: the question is about OAuth 2.0, TBA, SSO, or SAML configuration (use netsuite-sso-oauth-tba-skill); when SDF project structure or deployment pipeline is the subject (use netsuite-
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vincentchuwaichow Bundle Snowflake Live Pipeline Streaming Change GuardApproval-gated live guard for exactly one Snowflake pipeline or ingestion change — one task, stream, dynamic table, or pipe operation, or one bounded backfill. Requires a freshness and count baseline, the last successful processing state, the offset or checkpoint position, a downstream consumer enumeration, and an explicit duplication-or-loss analysis before execution, plus a passing reconciliation afterwards. Refuses unbounded replays and replays into targets with no deduplication path. Runs as a custom role scoped to the single object; never ACCOUNTADMIN.
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vincentchuwaichow Bundle Environment To Production Release ProtocolUse this skill when a Power Platform or Dynamics 365 solution must progress through a structured dev-to-test-to-production release pipeline using managed solutions and Power Platform pipelines, when rollback readiness must be verified before go-live, or when a deployment approval gate must be enforced. Defines the full ALM release flow — solution packaging, pipeline stage progression, pre-deployment validation, approval, deployment, rollback verification, and post-deployment confirmation. Does not authorize production deployments directly; all production-impacting actions require human approval from the environment owner or release manager. Does not replace a qualified Power Platform admin or ALM specialist.
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vincentchuwaichow Bundle Databricks Live Unity Catalog Grant Guard At AzureMutating-runtime live guard for Unity Catalog privilege management on Azure Databricks. Executes exactly ONE GRANT or REVOKE of a single privilege on a single Unity Catalog securable (schema, table, or volume) to a single principal — with explicit written human approval, dry-run preflight, prior-state capture, and a named rollback owner. Phase B strictly-scoped controlled mutation; never bulk, never wildcard, never ALL PRIVILEGES, never metastore/account admin grants.
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vincentchuwaichow Bundle Kubernetes Live Network Architecture Mutation GuardGuard live kubectl apply, patch, or create operations on Kubernetes networking *architecture* surface — Service spec (`internalTrafficPolicy`, `externalTrafficPolicy`, `topology-mode`, `trafficDistribution`), CoreDNS Corefile, NodeLocal DNSCache install, Gateway API resources (Gateway / HTTPRoute / GRPCRoute / TLSRoute / ReferenceGrant), and ClusterMesh peer Secrets. HARD REFUSE one-way doors (CNI replacement, kube-proxy mode swap, MTU change, Pod / Service CIDR resize, namespace deletion). Pre-flight `kubectl auth can-i` matrix against a least-privilege ServiceAccount before any write. Use only when an intentional architecture-level networking mutation is requested against a confirmed cluster target with a documented rollback path.
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mouadja02 Bundle Dms Schema ConversionHandles the full DMS Schema Conversion lifecycle including creating migration projects, converting database schemas to a target engine, running compatibility assessments, navigating metadata trees, exporting converted DDL to S3, applying schema changes to a target database, and converting SQL statements between database engines.
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mouadja02 Bundle Python Azure Iot Edge ModulesBuild and operate Python Azure IoT Edge modules with robust messaging, deployment manifests, observability, and production readiness checks
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mouadja02 Bundle Arize AI Provider IntegrationArize AI integrations — list/create/update/delete for OpenAI/Anthropic/Azure/Bedrock
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mouadja02 Skill MCP Deploy Manage AgentsMcp Deploy Manage Agents
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mouadja02 Bundle Exploring Data CatalogFull inventory and audit of AWS Glue Data Catalog assets across S3 Tables, Redshift-federated, and remote Iceberg catalogs. Triggers on: inventory the catalog, audit databases, list all tables, catalog overview, data landscape, enumerate catalogs, data inventory, search the catalog. Do NOT use for finding specific data (use finding-data-lake-assets), running queries (use querying-data-lake), or creating tables (use creating-data-lake-table).
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mouadja02 Skill AWS Messaging And StreamingGuides use of AWS messaging and streaming services. Covers Amazon SQS, Amazon SNS, Amazon EventBridge, Amazon MQ, Amazon Kinesis Data Streams, Amazon Data Firehose, Amazon Managed Service for Apache Flink, and Amazon Managed Streaming for Apache Kafka (MSK). Use when implementing messaging and streaming patterns.
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mouadja02 Bundle Creating Data Lake TableCreate managed Iceberg tables using Amazon S3 Tables (s3tables API namespace) with automatic compaction and snapshot management. Sets up table bucket, namespace, table, schema, Glue catalog registration, partitioning, IAM access control. Triggers on: create table, data lake table, analytics table, structured data storage, S3 Tables, Iceberg, Athena table, partitioning strategy, access permissions. Do NOT use for: importing files (use ingesting-into-data-lake), vector storage (use storing-and-querying-vectors), querying existing tables (use querying-data-lake), or locating existing table (use finding-data-lake-assets).
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mouadja02 Skill Troubleshooting S3 FilesDiagnoses and resolves Amazon S3 Files issues including mount failures, permission errors, synchronization problems, and performance issues. Use when the user has an S3 file system that is not mounting, returning access denied, not syncing changes to S3, showing files in lost+found, or performing slower than expected.
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mouadja02 Bundle Terraform Azurerm Set Diff AnalyzerAnalyze Terraform plan JSON output for AzureRM Provider to distinguish between false-positive diffs (order-only changes in Set-type attributes) and actual resource changes
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mouadja02 Bundle Amazon Aurora PostgresqlAmazon Aurora PostgreSQL — creates, modifies, and advises on Aurora PostgreSQL clusters specifically (PostgreSQL-compatible engine, Aurora serverless, express configuration, pgvector, Babelfish). Trigger for Aurora PostgreSQL cluster operations, express-configuration quick-start, ACU sizing, I/O-Optimized storage, commitment pricing, or PostgreSQL upgrade planning. For Aurora MySQL, use amazon-aurora-mysql instead. Contains safety guardrails, express-first routing, and response templates that override defaults.
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mouadja02 Bundle AWS Network MonitoringInstalls, configures, and troubleshoots Network Flow Monitor agents on EC2 instances to monitor network path health. Covers agent installation, IAM permissions, monitoring network paths, and troubleshooting agents reporting no metrics, HTTP 403 errors, or connectivity failures.
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mouadja02 Skill DiagnosisUse when Qdrant search results are irrelevant or incomplete and the agent must isolate embedding, HNSW, quantization, filtering, or pipeline causes.
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mouadja02 Bundle Finding Data Lake AssetsResolve data lake and lakehouse asset references across Glue Data Catalog, S3, S3 Tables, and Redshift. Triggers on: find the table, where is our data, which table has, locate dataset, find data for, search catalog, what tables match, Redshift table, lakehouse table, data lake table, warehouse table, reverse lookup S3 path. Do NOT use for: full catalog audits (use exploring-data-catalog), running queries (use querying-data-lake), creating tables (use creating-data-lake-table).
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mouadja02 Bundle Ingesting Into Data LakeImport data into the AWS data lake from S3 files, local uploads, JDBC databases (Oracle, SQL Server, PostgreSQL, MySQL, RDS, Aurora), Amazon Redshift, Snowflake, BigQuery, DynamoDB, or existing Glue catalog tables (migration). Default target is S3 Tables; standard Iceberg on a general purpose bucket is supported where S3 Tables is not adopted. Handles one-time loads, recurring pipelines, migrations. Triggers on: import data, load data, ingest, sync database, migrate table, move data to AWS, set up pipeline, ETL, pull from Snowflake, query BigQuery into S3, export DynamoDB, CTAS, convert to Iceberg. Do NOT use for setting up or troubleshooting Glue connections (use connecting-to-data-source), creating empty tables (use creating-data-lake-table), running queries (use querying-data-lake), finding tables by fuzzy name (use finding-data-lake-assets), catalog audit (use exploring-data-catalog), or SaaS platforms like Salesforce, ServiceNow, SAP, MongoDB, Kafka.
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mouadja02 Bundle Kubernetes Ssa Field Ownership TriageUse when Kubernetes Server-Side Apply reports field-manager conflicts, controllers overwrite fields, or force-conflicts risks pruning/defaulting side effects; diagnose ownership read-only before choosing relinquish, partition, or explicit transfer.
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mouadja02 Bundle Amazon Opensearch ServiceAmazon OpenSearch Service and Serverless across five capabilities — migration (Solr/ES/self-managed OpenSearch into AOS/AOSS, schema/query translation, sizing, cutover); provisioning (domain + AOSS lifecycle, upgrades, storage tiers, FGAC, monitoring); search (vector / semantic / hybrid / RAG with Bedrock connectors); log-analytics (PPL, OSI ingestion, anomaly detection, OpenSearch Dashboards, Splunk/Datadog alternatives); trace-analytics (OTel spans, service maps, Data Prepper). Triggers on OpenSearch, AOS, AOSS, Elasticsearch, ELK, Solr, Lucene, vector / k-NN / semantic / hybrid / neural search, RAG, ELSER, log analytics, observability, Kibana, OSI, OCU, PPL, trace analytics, BM25, eDisMax, schema.xml, ILM, ISM, FAISS, HNSW, Migration Assistant for Amazon OpenSearch Service, Historical Data Migration, Live Traffic Migration, UltraWarm, OR1, Splunk/Datadog alternative, moving off Solr. Picks ONE capability per ask, names instance class + count + shard math, ships query DSL examples.
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mouadja02 Bundle Connecting To Data SourceCreate and troubleshoot AWS Glue connections to JDBC databases (Oracle, SQL Server, PostgreSQL, MySQL, RDS), Redshift, Snowflake, and BigQuery. Gathers connection hints from user, discovers existing connections and RDS/Redshift candidates, registers credentials in Secrets Manager or IAM DB auth, configures VPC, and tests. Triggers on: connect to database, set up Glue connection, register data source, connect to Snowflake/BigQuery/RDS, connection timeout, test connection, troubleshoot connection. Do NOT use for moving data (use ingesting-into-data-lake), creating tables (use creating-data-lake-table), queries (use querying-data-lake), catalog exploration (use exploring-data-catalog), or SaaS (Salesforce, ServiceNow, SAP, MongoDB, Kafka).
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mouadja02 Bundle AWS Billing And Cost ManagementAnalyze AWS costs, find savings, manage budgets, evaluate Savings Plans and Reserved Instances, right-size EC2/Lambda/RDS/EBS with Compute Optimizer, look up service pricing, query CUR with Athena, detect cost anomalies, scope costs to billing views, and monitor Free Tier usage. Triggers on: AWS bill, cost analysis, reduce spend, savings plan, reserved instance, right-size, budget alert, cost optimization, pricing, free tier, cost anomaly, CUR, cost audit, billing view, billing view ARN.
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mouadja02 Bundle Setting Up Ec2 Instance ProfilesConfigures EC2 instances to securely call AWS services by creating and attaching IAM roles via instance profiles, eliminating hardcoded credentials. Use when an EC2 instance needs permissions to access AWS services like S3, DynamoDB, SQS, or CloudWatch through temporary credentials.
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mouadja02 Bundle Debugging Lambda TimeoutsDebugs AWS Lambda function timeout failures by systematically analyzing function configuration, CloudWatch logs and metrics, VPC/networking, cold starts, memory constraints, and downstream dependencies to identify root causes with actionable fixes. Use when a Lambda function is timing out or approaching its timeout limit.
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mouadja02 Bundle Storing And Querying VectorsStore and query vector embeddings using Amazon S3 Vectors, a cost-effective long-term vector storage service with its own API namespace (s3vectors). Triggers on: create S3 vector bucket, vector index, store embeddings, semantic search, RAG vector storage, similarity search, vector database, migrate from other vector databases. Do NOT use for: querying tabular data (use querying-data-lake), S3 object storage, or hundreds/thousands of sustained QPS (use OpenSearch).
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mouadja02 Bundle Arduino Azure Iot Edge IntegrationDesign and implement Arduino integration with Azure IoT Hub and IoT Edge, including secure provisioning, resilient telemetry, command handling, and production guardrails
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mouadja02 Bundle Flowstudio Power Automate BuildBuild, scaffold, and deploy Power Automate cloud flows using the FlowStudio MCP server. Your agent constructs flow definitions, wires connections, deploys, and tests — all via MCP without opening the portal. Load this skill when asked to: create a flow, build a new flow, deploy a flow definition, scaffold a Power Automate workflow, construct a flow JSON, update an existing flow's actions, patch a flow definition, add actions to a flow, wire up connections, or generate a workflow definition from scratch. Requires a FlowStudio MCP subscription — see https://mcp.flowstudio.app
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mouadja02 Bundle Flowstudio Power Automate DebugDebug failing Power Automate cloud flows using the FlowStudio MCP server. The Graph API only shows top-level status codes. This skill gives your agent action-level inputs and outputs to find the actual root cause. Load this skill when asked to: debug a flow, investigate a failed run, why is this flow failing, inspect action outputs, find the root cause of a flow error, fix a broken Power Automate flow, diagnose a timeout, trace a DynamicOperationRequestFailure, check connector auth errors, read error details from a run, or troubleshoot expression failures. Requires a FlowStudio MCP subscription — see https://mcp.flowstudio.app
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mouadja02 Bundle Creating API Gateway StageCreates an API Gateway stage with CloudWatch logging, X-Ray tracing, throttling, WAF integration, and IAM roles following AWS best practices. Use when deploying a REST API to different environments such as dev, test, or production.
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mouadja02 Skill Querying AWS CloudwatchRuns SQL queries on CloudWatch Logs data exported as Apache Iceberg tables in S3 Tables. Covers VPC Flow Logs, WAF logs, CloudFront access logs, Route 53 resolver logs, Network Firewall logs, EKS audit logs, Verified Access logs, SES logs, VPC Lattice logs, Step Functions logs, NLB access logs, and 20+ other AWS vended data sources. Applies when analyzing network traffic, investigating security incidents, querying exported logs with SQL, enabling S3 Tables integration, configuring log export, correlating logs with other data, or running Athena queries on the aws-cloudwatch table bucket. Trigger phrases: query logs with SQL, analyze logs in Athena, SQL on VPC flow logs, investigate network traffic, run SQL on exported logs, enable S3 Tables for CloudWatch, correlate logs, historical log analysis, set up log querying.
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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 salesforce-agentforce-stdm-observer-skill, alibaba-daily-operations-briefing-coordinator, netsuite-suitescript-secure-code-review-skill. 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.