DevOps & Cloud

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

skills in category: 19,595
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Showing 14,569–14,592 of 19,595 skills

Kubecost Chargeback Allocation ReviewAUse this skill when reviewing a Kubecost or OpenCost installation for enterprise chargeback readiness. Trigger when the user asks whether cost allocation is accurate, whether label taxonomy is complete enough for chargeback, whether idle cost is properly attributed, whether the cost API is secured, or whether savings recommendations are being actioned.devopsgogitVotes: 0GitHub stars: 23
Kotlin Test ArchitectureAUse this skill to statically review Kotlin/coroutine/Compose/Android/KMP test architecture and determinism: `runTest` and virtual-time usage, `StandardTestDispatcher` vs `UnconfinedTestDispatcher` choice and advance-call discipline, `Dispatchers.setMain`/`resetMain` hygiene and dispatcher injection, Turbine Flow-testing idioms, Compose UI semantics-based testing, and the Robolectric-vs-instrumented boundary. Reads test source and build config only; it never runs the suite or a device/emulator.devopsgojavaVotes: 0GitHub stars: 23
Kotlin Supply Chain Release IntegrityAUse this skill to statically review Kotlin/Gradle dependency trust and release integrity: whether `gradle/verification-metadata.xml` enforces checksum/signature verification in strict mode, whether dependency locking pins transitive versions for reproducible release builds, whether Gradle plugins are pinned and sourced from trusted repositories, whether repository scope prevents dependency confusion, and whether a KMP/Maven publication carries the metadata and evidence a consumer needs to tru...devopsrustgoVotes: 0GitHub stars: 23
Kotlin Serialization Wire ContractAUse this skill to statically review kotlinx.serialization wire-contract safety and schema evolution: encodeDefaults/explicitNulls defaults and @EncodeDefault overrides, strict-decode ignoreUnknownKeys behavior, sealed-class closed polymorphism and class-discriminator conventions, and whether a schema change is additive or breaking given how defaults make a field optional on decode. Reads source and serializer configuration only; it never sends or receives real wire traffic.devopsrustgoVotes: 0GitHub stars: 23
Kotlin MaestroAUse this skill to classify a Kotlin, JVM-Kotlin, Android, or Kotlin Multiplatform task and route it to the narrowest static-review specialist on the Kotlin board, or to gate a production-mutation request to a named human owner. Routing and classification only — it never reviews Kotlin work itself, never answers a Kotlin question directly, and never contacts a live system.devopspythongoVotes: 0GitHub stars: 23
Kotlin Library Api Abi GovernanceAUse this skill to statically review Kotlin library public-API evolution and binary/source compatibility for libraries consumed by both Kotlin and Java: binary-compatibility-validator .api snapshots and apiCheck gating, Explicit API mode, @JvmOverloads/@JvmStatic/@JvmName Java-facing surface shaping, and ABI-sensitive data-class and inline-function-body changes. Reads source and build configuration only; it never runs apiDump/apiCheck or publishes a release.devopsrustgoVotes: 0GitHub stars: 23
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Kotlin Language Api CorrectnessAUse this skill to statically review Kotlin language-level correctness: nullability and Java-interop platform types, inline functions with reified type parameters past JVM erasure, @JvmInline value-class boxing behavior, statically-dispatched extension functions vs member precedence, and lateinit use-before-init hazards. Reads source only; it never compiles or runs code to observe runtime null-pointer or boxing behavior.devopsgojavaVotes: 0GitHub stars: 23
Kotlin Kmp Portfolio DecisionAUse this skill to decide whether a product should adopt Kotlin Multiplatform at all, and how much to share, by weighing org topology and team ownership, product-roadmap alignment, platform-differentiation risk, skills/hiring constraints, lifecycle/maintenance cost, and reversibility. This skill can and must be able to recommend against KMP; it reasons from user-supplied context and never designs the expect/actual implementation.devopsgojavaVotes: 0GitHub stars: 23
Kotlin Kmp Boundary InteropAUse this skill to statically review Kotlin Multiplatform source-set architecture, expect/actual design and pairing completeness, platform-API-leakage prevention, cross-target dependency compatibility, Swift/Objective-C interop (suspend-to-async, @Throws, @ObjCName), and Kotlin/Native runtime correctness (new memory manager, freezing deprecation). Reads source and build configuration only; it never compiles or runs a target.devopsgojavaVotes: 0GitHub stars: 23
Kotlin Gradle Build EngineeringAUse this skill to statically review Gradle build-graph quality and CI throughput for Kotlin/KMP projects: configuration-cache compatibility (no execution-time Project access), build-cache correctness (@CacheableTask annotation completeness and relocatable/reproducible output), kapt vs KSP annotation-processing configuration and incremental opt-in, configuration-avoidance API usage, and convention-plugin (build-logic included build) centralization. Reads Gradle build files and build-scan evide...devopsrustgoVotes: 0GitHub stars: 23
Kotlin Estate Modernization GovernorAUse this skill to statically review Java-to-Kotlin migration strategy and mixed-codebase governance: strangler-fig / module-by-module vs file-by-file sequencing, the mixed Java/Kotlin interop boundary and its platform-type null-safety debt, reversibility of each migration step, when a module should NOT be migrated, and governance of J2K automatic-converter output (review required, never merge as-is). Reads module inventories, dependency graphs, and sanitized diffs only; it never runs the conv...devopsgojavaVotes: 0GitHub stars: 23
Kotlin Coroutines Flow ReliabilityAUse this skill to statically review Kotlin coroutine and Flow reliability — structured concurrency and cancellation cooperation, dispatcher selection and blocking-call confinement, cold Flow vs hot StateFlow/SharedFlow semantics and backpressure, and context propagation (transaction, trace, MDC, security) across suspension and dispatcher switches. Reads source only; it never runs coroutine code or profiles live timing.devopsgojavaVotes: 0GitHub stars: 23
Kotlin Compose Ui Quality AccessibilityAUse this skill to statically review Jetpack Compose UI correctness and accessibility: recomposition stability (@Stable/@Immutable, unstable parameters cascading recomposition), correct side-effect API usage with required cleanup, remember/derivedStateOf for recomposition scope, state hoisting and rememberSaveable, and mandatory semantics/contentDescription plus touch-target sizing for accessibility. Reads source only; it never renders or profiles the UI.devopsgokotlinVotes: 0GitHub stars: 23
Kotlin Backend Production ReadinessAUse this skill to statically review production readiness for Ktor servers and the Kotlin-on-Spring coroutine surface: server lifecycle/monitoring events, Netty/CIO graceful-shutdown configuration, StatusPages typed exception mapping, DI/AutoCloseable resource cleanup on shutdown, and correctly routing the coroutine-context-loss hazard behind suspend WebFlux handlers to its root-cause owner. Reads source and sanitized configuration only; it never runs or deploys a server.devopsgojavaVotes: 0GitHub stars: 23
Kotlin Android Security PrivacyAUse this skill to statically review an Android app's security and privacy posture against OWASP MASVS: exported components and intent surfaces, deep-link/App Links validation, WebView exposure, cleartext traffic and network-security-config, local storage and secrets (EncryptedSharedPreferences/Keystore), backup exposure, runtime-permission minimization, and PII in logs. Reads manifest, source, and sanitized config only; it never builds, installs, or instruments an app.devopsjavascriptrustVotes: 0GitHub stars: 23
Kotlin Android Performance ReliabilityAUse this skill to statically review measured Android runtime performance and reliability evidence: cold/warm startup via StartupTimingMetric and CompilationMode, frame jank via FrameTimingMetric/JankStats against the 60fps budget, Baseline Profile coverage, ANR root-causing against the main-thread-blocking threshold, and Macrobenchmark P50/P90/P99 regression-gating. Reads benchmark reports and source only; it never runs a benchmark or instruments a device.devopsgokotlinVotes: 0GitHub stars: 23
Kotlin Android ArchitectureAUse this skill to statically review Android app architecture correctness: ViewModel lifecycle and scoping across configuration changes, SavedStateHandle persistence across process death, lifecycle-aware Flow collection (repeatOnLifecycle/collectAsStateWithLifecycle/flowWithLifecycle), and unidirectional data flow with a single source of truth. Reads source only; it never runs or instruments the app.devopsgokotlinVotes: 0GitHub stars: 23
Java Transaction And ConsistencyAUse this skill when statically reviewing Spring @Transactional boundary correctness — propagation (REQUIRED joining an existing transaction and silently ignoring an inner isolation/timeout; REQUIRES_NEW suspending it), isolation levels, readOnly, rollbackFor (checked exceptions do not roll back by default), proxy self-invocation bypass, and over-wide boundaries that hold a connection through an external call — plus cross-resource/cross-service consistency: the save()-then-send() dual-write an...devopsrustgoVotes: 0GitHub stars: 23
Java Test ArchitectureAUse this skill when statically reviewing a JVM test suite's architecture for soundness and non-flakiness: JUnit 5 lifecycle and isolation (shared mutable static state, test-instance lifecycle, order dependence, time/locale/timezone dependence, and unguarded junit.jupiter.execution.parallel usage), Testcontainers discipline (singleton-container-with-Ryuk-reuse vs per-test @Container, explicit Wait strategies vs Thread.sleep), ArchUnit layering/cycle rules including FreezingArchRule brownfield ...devopsgojavaVotes: 0GitHub stars: 23
Java Spring SecurityAUse this skill when statically reviewing a Spring Security 6 service's authorization and endpoint-exposure posture — multiple SecurityFilterChain beans and securityMatcher disjointness/ordering, authorizeHttpRequests matcher sequencing (first-match-wins, permitAll before authenticated, anyRequest() last), request-level vs @PreAuthorize/@PostAuthorize/@Secured method-security precedence, AuthorizationManager delegation and fail-closed behavior, CSRF on state-changing endpoints, and Spring Boot...devopsrustgoVotes: 0GitHub stars: 23
Java Resilience PatternAUse this skill when statically reviewing resilience4j + Spring composition on a Java code path: decorator/aspect order between @Retry, @CircuitBreaker, @RateLimiter, @TimeLimiter, and @Bulkhead; retry safety on non-idempotent write paths (idempotency/dedup keys); TimeLimiter and total retry timeout-budget coherence; Bulkhead isolation strategy (semaphore vs thread pool); RateLimiter blocking/timeout behavior; fallback correctness (must not swallow the failure signal); bounded queues/backpress...devopsrustgoVotes: 0GitHub stars: 23
Java MaestroAJava Maestro routing skill. Classify the user's Java/JVM task, select the narrowest static-review specialist from the Java board (or the smallest team, max 4), and dispatch. Trigger when a user brings a Java, JVM, Spring, Jakarta EE, JDK-upgrade, JPA/Hibernate, or Java-security task and it is not yet clear which specialist should handle it. Routes only — never answers Java questions itself, never runs code, never requests secrets.devopspythonrustVotes: 0GitHub stars: 23
Java Kafka ReliabilityAUse this skill when statically reviewing a Kafka producer/consumer pipeline for whether it actually delivers the delivery semantics it claims — idempotent-producer-vs-exactly-once conflation, transactional read-process-write wiring (transactional.id, initTransactions, sendOffsetsToTransaction, consumer isolation.level=read_committed), at-least-once with or without an idempotent consumer, commit-before-process message loss, ordering (max.in.flight.requests.per.connection combined with idempote...devopsrustgoVotes: 0GitHub stars: 23
Java Jvm Performance And GcAUse this skill when statically reviewing a proposed JVM garbage-collector or performance change — collector selection (G1, ZGC/Generational ZGC, Shenandoah, Parallel), allocation-pressure source patterns, heap-sizing/GC-flag configuration, and OOM/memory-leak triage. Trigger when a user proposes or has made a GC-collector switch, tunes GC/heap flags, shares JVM startup flags or a Dockerfile/K8s manifest with memory limits, or supplies GC logs, a JFR recording, or heap-dump analysis output and...devopsgojavaVotes: 0GitHub stars: 23