DevOps & Cloud

Deployment, cloud, containers, CI/CD, monitoring, and infrastructure

skills in category: 19,591
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Showing 14,713–14,736 of 19,591 skills

Dotnet Testing Quality ReviewAUse this skill when statically reviewing .NET test suites for false confidence — assertion-free and tautological tests, over-mocking, coverage theater, weak test isolation, flaky patterns, and missing negative or security tests across xUnit, NUnit, and MSTest. Trigger when a user provides .NET test source (test classes, fixtures, mock setups, coverage configuration), asks why their green test suite still ships bugs, or wants to know whether their tests actually verify the system instead of in...devopsrustgoVotes: 0GitHub stars: 23
Dotnet Supply Chain ReviewAUse this skill when reviewing .NET CI/CD and NuGet supply-chain integrity — SDK pinning via global.json, package version pinning and lock files, Central Package Management, NuGet feed trust, fork-PR secret exposure, vulnerability scanning, and build reproducibility. Trigger when a user provides a .NET CI workflow file, a global.json, a Directory.Packages.props, a NuGet.config, a packages.lock.json, or a .csproj/.pubxml, asks whether their .NET build is reproducible and tamper-resistant, or wa...devopsrustgoVotes: 0GitHub stars: 23
Dotnet Performance Aot ReviewAUse this skill when reviewing .NET performance posture, Native AOT, and trimming readiness — reflection and serialization hazards, hot-path allocations, async overhead, caching, trim warnings, and benchmark discipline. Trigger when a user provides a .csproj with PublishAot or PublishTrimmed enabled, BenchmarkDotNet results, trim-warning (IL2xxx) output, or hot-path source, asks whether their app is AOT-ready or trim-safe, or makes a performance claim and wants it checked. The central rule: a ...devopsgoc#Votes: 0GitHub stars: 23
Dotnet Observability Otel ReviewAUse this skill when reviewing in-application OpenTelemetry wiring in an ASP.NET Core service — OpenTelemetry SDK registration, trace context propagation across service boundaries, structured logging, correlation and trace identifiers in logs, metrics instrumentation, trace sampling, the health-vs-readiness check distinction, and PII leakage into span attributes or log messages. Trigger when a user provides ASP.NET Core source (Program.cs, telemetry registration, logging configuration, instrum...devopsgogitVotes: 0GitHub stars: 23
Dotnet MaestroA.NET Maestro routing skill. Classify the user's .NET task, select the narrowest specialist agent or the right team of specialists from the .NET board, and dispatch them — single specialist for focused tasks, parallel team (max 4) for multi-domain tasks. Trigger when a user brings a .NET, C#, ASP.NET Core, EF Core, NuGet, .NET Aspire, or .NET performance/observability task and it is not yet clear which specialist should handle it. Routes only — never answers .NET questions itself, never runs c...devopspythongoVotes: 0GitHub stars: 23
Dotnet Aspnetcore Api ReviewAUse this skill when reviewing the architecture of an ASP.NET Core HTTP API — middleware ordering in the request pipeline, dependency-injection service lifetimes, CORS policy, model validation on bound input, API versioning, error and exception responses, rate limiting, and the boundary between health and readiness endpoints. Trigger when a user provides ASP.NET Core source (Program.cs, startup wiring, controllers, minimal-API endpoints) or sanitized appsettings, asks whether their API pipelin...devopsgogitVotes: 0GitHub stars: 23
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Dotnet Aspire Cloud Native ReviewAUse this skill when reviewing a .NET Aspire AppHost or service-defaults project for cloud-native readiness — health checks on declared service dependencies, service dependency wiring, resiliency policies on outbound calls, configuration and secret hygiene, configuration drift between the AppHost and service projects, container readiness evidence, and the boundary between Aspire's development-time composition model and a real deployment platform. Trigger when a user provides an Aspire AppHost ...devopsgodockerVotes: 0GitHub stars: 23
Databricks Value RealizationAUse this skill to decide whether a claimed Databricks business outcome is measurable, and only then to size it. Builds a value case from a named pain, a named executive owner, a pre-change baseline, a leading metric, a lagging business KPI, the required data, explicit attribution limits, an economic range, a measurement window, a kill condition, and a post-production re-measurement. Refuses to produce a benefit figure when the baseline does not exist, and never presents a benchmark, analyst e...devopsrustgoVotes: 0GitHub stars: 23
Databricks Unity Catalog GovernanceAUse this skill to review Unity Catalog governance design for privilege correctness, ownership clarity, and least-privilege enforcement: three-level namespace design, GRANT inheritance, ownership, workspace-catalog binding, governed tags, storage credentials, and audit completeness. Reads UC metadata and privilege assignments only; never executes grants and never requires credentials.devopsgosqlVotes: 0GitHub stars: 23
Databricks Streaming ReliabilityAUse this skill to verify Structured Streaming query correctness and recovery: state-schema immutability, checkpoint compatibility across restarts, watermark semantics, trigger selection (AvailableNow, Once, ProcessingTime), exactly-once vs at-least-once sinks, foreachBatch idempotency, RocksDB and changelog checkpointing, serverless constraints, and restart/backfill safety. Reads query source, state schema, and checkpoint configuration only; never executes queries and never assumes DBR versio...devopsgosqlVotes: 0GitHub stars: 23
Databricks Sql PerformanceAUse this skill to statically review SQL warehouse and query performance: warehouse type and sizing for concurrency, Photon and Predictive I/O applicability, three-tier caching semantics and when a cached result is misleading, query-profile reading for skew and spill, data layout via liquid clustering and data skipping, and materialized-view refresh timing. Reads warehouse configuration, schema, query text, query profiles, query history, and ANALYZE output only; it never executes any query and...devopsgosqlVotes: 0GitHub stars: 23
Databricks Platform ReliabilityAUse this skill to diagnose and design platform reliability using system-table evidence, job and pipeline execution review, cluster policies, instance pools, quota headroom, and disaster-recovery posture: job timeouts and retries, run-history retention, managed DR design, incident-evidence preservation, and quota limits. Reads job and pipeline definitions, cluster policies, system-table schemas, and incident logs; never executes queries or triggers live operations.devopsgosqlVotes: 0GitHub stars: 23
Databricks Platform ArchitectureAUse this skill to review Databricks account and workspace topology for scalability and Well-Architected alignment: metastore-per-region constraint, workspace segmentation ratios, serverless vs classic placement, catalog organisation, cross-region and cross-organisation access patterns, and platform quota headroom. Reads workspace inventory and compute/metastore assignments only; never accesses live workspaces or requires credentials.devopsgosqlVotes: 0GitHub stars: 23
Databricks MlopsAUse this skill to review machine-learning model lifecycle on Databricks: MLflow 3 with Unity Catalog as default registry, alias-based promotion and champion/challenger patterns, feature-store design with point-in-time correctness, Model Serving endpoint configuration and traffic management, inference-table auto-logging with at-least-once guarantees, batch inference with `ai_query()`, and cross-environment promotion paths. Establishes evidence linking tests to production deployments without ex...devopsgosqlVotes: 0GitHub stars: 23
Databricks MaestroAUse this skill to classify an incoming Databricks task and route it to the narrowest owning specialist on the Databricks board. Classifies on intent, business context, artifact type, blast radius, required evidence, implied runtime authority, and specialist ownership; emits a single owner, a parallel team of up to four with the conflict named, an unclassified request for the smallest sufficient artifact, or a live-guard gate. Routing only — it never reviews Databricks work and never dispatche...devopspythongoVotes: 0GitHub stars: 23
Databricks Live Unity Catalog Grant Guard At AzureAMutating-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.devopsgosqlVotes: 0GitHub stars: 23
Databricks Lakeflow Pipeline EngineeringAUse this skill to design Lakeflow Spark Declarative Pipelines: medallion layering, Lakeflow Jobs orchestration and task dependencies, Delta table layout (liquid clustering, deletion vectors, Predictive Optimization), Auto Loader ingestion, schema evolution and `_rescued_data`, materialized views versus streaming tables, and backfill strategy. Reads pipeline source, table metadata, and job definitions only; never executes pipelines and never assumes feature availability without checking the do...devopspythongoVotes: 0GitHub stars: 23
Databricks Identity Network SecurityAUse this skill to review Databricks identity and network security design for proper admin separation, SCIM/federation configuration, credential hygiene, and network boundary enforcement: admin roles, service-principal posture, OAuth vs PAT, token lifecycle, IP access lists, serverless network policies, secret scopes, and best practices. Reads configuration only; never creates, updates, or rotates credentials.devopsgosqlVotes: 0GitHub stars: 23
Databricks Finops CostAUse this skill to statically review Databricks cost and cost-attribution: system.billing.usage and system.billing.list_prices for correct joins, custom-tag-based attribution with coverage-confidence reporting, DBU uptime charging semantics, serverless versus classic cost comparison validity, budgets and their non-enforcing nature, compute policies and idle controls, and instance-pool cost floors. Reads billing system tables, compute config, and policies only; it never executes queries and nev...devopsgosqlVotes: 0GitHub stars: 23
Databricks Developer PlatformAUse this skill to review a Declarative Automation Bundle configuration, authentication setup, and deployment flow against production readiness criteria: bundle structure, deployment modes, run-as identity boundaries, variable resolution timing, OAuth and environment-variable authentication, Terraform versus direct deployment, Git folder segregation, and CI/CD gate design. Reads bundle configuration, CI/CD workflows, and Git branch structure; never executes commands, never deploys, and never a...devopsgosqlVotes: 0GitHub stars: 23
Databricks Data Quality ObservabilityAUse this skill to design and verify data quality expectations, table constraints, Lakehouse Monitoring, freshness detection, event-log interrogation, quality SLAs, and downstream quality signaling for Lakeflow pipelines. Reads pipeline source, table schema, expectations, monitor configuration, and event-log queries only; never executes pipelines and never assumes metric availability without verification.devopspythongoVotes: 0GitHub stars: 23
Databricks Data Protection PrivacyAUse this skill to review Databricks data protection and privacy design for regulatory alignment and least-privilege enforcement: row filters and column masks, ABAC policies, data classification, deletion and GDPR erasure mechanics, Delta Sharing egress, residency and Geo constraints, and customer-managed encryption. Reads schemas, mask/filter definitions, classification results, sharing configs, and encryption settings only; never executes masks or deletes data.devopsgosqlVotes: 0GitHub stars: 23
Databricks Ai Bi GenieAUse this skill to statically review AI/BI Genie agent and dashboard design: agent scoping (30-table limit), instructions and trusted assets, metric-view correctness, dashboard limits and rendering, benchmark design and honest accuracy reading, and the critical 'Individual data' versus 'Share data' permission decision. Reads agent and dashboard configuration, schema, metric definitions, and benchmark results only; it never executes any agent query and never runs a dashboard. Highest consequenc...devopsrustgoVotes: 0GitHub stars: 23
Salesforce Routing ProtocolAUse this skill when a Salesforce matter must be classified and routed to the right specialist agent, when a matter crosses multiple Salesforce domains and needs parallel review, or when specialist agents disagree and the conflict must be resolved. It defines routing rules per matter type, the cross-domain overlap matrix covering admin × dev × security × revops × marketing × compliance, and the conflict-resolution protocol. Does not give Salesforce or business advice; routing is a recommendati...devopsgocode-reviewVotes: 0GitHub stars: 23