Orchestrate firmware rollouts with canary deployment and anomaly-gated advancement
Product-only Red Team audit of the FMT/IWE platform: source, manifests, setup/update paths, CI and release provenance, agent permissions and memory, hooks, runtime, roles,…
Creates, lists, and manages Architecture Decision Records for Java projects. Use when user asks to "create an ADR", "document this decision", "write an architecture decision",…
Reviews Java REST API design including HTTP methods, status codes, naming, and versioning. Use when user asks to "review my API", "check REST design", "is this good REST", "review…
Use when asked to audit, sweep, or review Java code in bulk against the house conventions — the whole repository, the current branch's diff, or named paths/classes.
Generates a Conventional Commits message for staged Java changes. Use when user asks to "write a commit message", "help me commit", "what should my commit say", "summarize my…
Reviews Java code for thread safety, race conditions, deadlocks, and Java 21 virtual thread compatibility.
Generates a complete Spring Boot CRUD feature (entity, repository, service, controller, DTOs, tests) in an existing project.
Debug a live Java application via the jdwp-inspector MCP server — breakpoints, runtime state, expression eval, variable mutation, exception-throw-site catches, non-intrusive…
Detects GoF patterns in Java code or recommends the right pattern for a problem. Use when user asks to "what pattern is this", "detect design patterns", "suggest a pattern",…
Generates Javadoc comments for Java classes and methods. Use when user asks to "add javadoc", "document this class", "write documentation", "add comments", "generate docs", or…
Explains Java code in plain language including design patterns. Use when user asks to "explain this code", "what does this do", "help me understand", "walk me through this", or…
Diagnoses and fixes Java compile errors, runtime exceptions, and stack traces. Use when user asks to "fix this error", "this won't compile", "I'm getting an exception", "debug…
Apply google-java-format (AOSP style, in place) to Java files: the changed files, the staged files, all files, or specific paths.
Runs a holistic code health check scoring Security, Tests, Performance and Quality with A-F grades. Use when user asks to "check health", "score this project", "health check",…
Reviews Spring Data JPA for N+1 queries, fetch strategies, projections, and Specifications. Use when user asks to "review JPA", "check for N+1", "JPA performance", "review my…
Reviews Java logging for SLF4J best practices, MDC context, structured logging, and PII safety. Use when user asks to "review logging", "check my logs", "logging review", "is my…
Interactive Java version upgrade guide (8 to 11, 11 to 17, 17 to 21). Use when user asks to "migrate to Java 17", "upgrade to Java 21", "Java migration guide", "move from Java 11…
Generates or reviews OpenAPI / Swagger documentation for Spring Boot REST APIs — adds @Operation, @Schema, @ApiResponse annotations and configures Swagger UI.
Quick Java performance scan flagging N+1 queries, memory issues, threading problems, and algorithmic hotspots.
Suggests and applies version-gated Java refactorings. Use when user asks to "refactor this", "clean up this code", "modernize this Java", "simplify this", "extract method",…
Reviews Java code for bugs, naming issues, code smells, and version-appropriate idioms. Use when user asks to "review this code", "check my Java", "look at this class", "find…
Scaffolds a brand-new Spring Boot project from scratch — build file, package structure, and a starter feature.
Checks Java code for SOLID principles violations with Java-specific patterns. Use when user asks to "check SOLID principles", "is this good OOP", "single responsibility", "SOLID…
Generates JUnit 5 and Mockito unit tests or Testcontainers integration tests, auto-detecting project setup.
One-shot CUBRID JDBC driver verification + report. Builds the CUBRID JDBC driver, runs the CTP JDBC test suite against CUBRID, diffs pass/fail vs a baseline (a prior run's JSON,…
Reclaim DRAM by disabling unused subsystems across MB1 BCT, MB2 BCT, kernel reserved-memory, and SWIOTLB.
Create or update ProjectK documentation per Documentation-Rules — ADR (architecture) / DDR (design-art decision) with numbering scan, system docs with required sections,…
Implement an approved Kubernetes fix - plan loop with an adversarial plan reviewer, red-first test then minimal change on a new branch, six parallel read-only reviewers,…
Detect and cache the build/test/verify profile for a Kubernetes-ecosystem repo clone - real Makefile targets, test tiers, etcd and kind requirements, assertion library, OWNERS,…
Turn a completed Kubernetes run's raw evidence into the human-facing deliverables - a one-page report, a PR description filled from the repo's actual template, an optional issue…
First-run setup for the k8s-contributor plugin - discover your kubernetes clones, check prerequisites, cache a build profile per repo, resolve the contributor docs, and offer to…
Run the applicable verification gates for a Kubernetes change and decide pass or fail from artifacts on disk - build, static and generated-code checks, the red-to-green regression…
Review Kafka Connect connector configurations for common misconfigurations using the Lenses MCP server.
Analyse Kafka consumer group lag using the Lenses MCP server. Diagnoses lag causes (throughput bottlenecks, rebalancing, partition skew, stalled consumers) and suggests…
Review dead letter queue implementations for completeness using the Lenses MCP server. Checks DLQ topic existence, configuration, monitoring, metadata preservation, retry logic,…
Review Kafka producer and consumer performance configurations in both the live cluster (via Lenses MCP) and the codebase.
Scaffold a production-ready Python Kafka producer and consumer using `confluent-kafka-python`, with Schema Registry, graceful shutdown, idempotent producer, tests and a complete…
Review Kafka schema changes (Avro, Protobuf, JSON Schema) for compatibility and evolution best practices using the Lenses MCP server.
Generate a ShadowTraffic configuration to populate a Kafka topic with realistic synthetic data. Discovers the target topic, its key and value schemas, and the correct serializers…
Generate a TestContainers Java test class that spins up ShadowTraffic in-process to populate a Kafka topic with synthetic data during tests.
Audit all Kafka topic configurations against production best practices using the Lenses MCP server. Checks replication factor, retention, partitions, compaction, naming…
Radical redesign evaluation. When incremental improvement has converged too low or the architecture is fundamentally wrong, Kaikaku determines whether to redesign and produces a…
KAppMaker CLI - automate mobile app bootstrapping, AI logo/screenshot generation, App Store Connect setup, Google Play Console setup, Adapty subscriptions, image tools, Android…
Generate enterprise architecture design with explicit security controls, component boundaries, and integration patterns. Use after karvey-design-graphic.
Read-only dashboard of the current project spec state: project config (project.json), capabilities, active/archived changes, sprint status, and a deploy-queue / landing report…
Execute the ordered deployment flow (feature branch → dev → PR master) honoring the team's hard rules. Pull before start and before merge. Pipeline-triggered, never manual.
Systematic root-cause debugging for the Karvey method. Iron Law — no fixes without investigation first.
Team-aware retrospective for the Karvey method. Per-person breakdowns, shipping streaks, test-health trends, and growth opportunities from commit history and work patterns.
Generate implementation tasks from approved architecture. Creates Tasks in ClickUp (E{n}.F{n}.T{n}) with dependencies, or updates PLAN.md checklist.
Execute unit tests and E2E tests after implementation. Generates test_plan.md and test_evidence.md with request/response/PASS/FAIL evidence.
Build a content cluster plan from seed keywords — pillar+spokes architecture with internal-link map, intent grouping, and quality scorecard.
Govern Cloudflare Workers Static Assets hosting—not Pages—for either KI website implementation. Use for `wrangler.jsonc`, `dist/`, Workers Builds, workers.dev, domains, deploy…
Generate comprehensive technical design translating requirements (WHAT) into architecture (HOW) with discovery process. Use when creating architecture from requirements.
Génère un tutoriel utilisateur illustré pour une fonctionnalité KLASSCI (personnel d'école : secrétariat, coordination, comptabilité, enseignants), avec de VRAIES captures d'écran…
Per-role analytics for jadecli knowledge worker plugins — measure ROI across data-engineering, frontend-engineering, integration-engineering, and analytics-engineering roles.
Diagnose and fix Kotlin coroutine race conditions, Flow issues, and thread safety bugs
Manage Koyeb backend services - check status, view logs, redeploy, list deployments
Audit Kubernetes manifests, Helm charts, and Kustomize overlays against CIS Kubernetes Benchmark and NSA/CISA hardening — pod security, resources, probes, RBAC, networking,…
Create or evaluate an architecture decision record (ADR). Use when choosing between technologies (e.g., Kafka vs SQS), documenting a design decision with trade-offs and c — from…