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Jobs to Be Done (JTBD) framework by Clayton Christensen. Analyzes requirements through the lens of what 'job' customers hire products to do. Covers functional, emotional, and social jobs. Use when understanding underlying customer motivations or reframing features as outcomes.

Build VC judgment faster through structured postmortems with quantified calibration: log initial takes, track prediction accuracy with Brier scores, and measure learning rate over time. Use after decisions, passes, and major diligence sprints.

Guide for creating Claude Code hooks - shell commands that execute at specific lifecycle events (SessionStart, SessionEnd, PreToolUse, PostToolUse, etc.). Use when users want to automate actions, add validation, logging, or integrate external tools into Claude Code workflows.

Guide d'installation Astro + Tailwind sur Windows. Covers Node.js setup, pnpm, project creation, common Windows issues, and troubleshooting.

Get OpenAI Codex CLI's opinion on code, bugs, or implementation. Use when you want a second AI perspective during coding sessions.

Get Gemini CLI's opinion on code, architecture, or implementation. Use when you want a second AI perspective during coding sessions.

Use when jUnit extensions including custom extensions, rules, and conditional test execution.

Use when jUnit fundamentals including annotations, assertions, and test lifecycle for Java testing.

Use when jUnit parameterized tests with various value sources and test factories.

- [Execution Enforcement](#execution-enforcement)

Ralph research agent for discovering global youth justice cases and advocacy campaigns

Deep understanding of K1.reinvented's compilation architecture, node system, and extension methodology. Teaches why graphs compile to C++ and how to extend the system without violating minimalism.

Hypera Azure AKS infrastructure reference. Use when user mentions cluster names (cafehyna, loyalty, sonora, painelclientes), needs kubeconfig paths, asks about spot tolerations, cert-manager issuers, or resource definition policies. Critical: Hub cluster Azure name differs from developer name.

Full-stack Kubernetes guidance: kubectl, Helm, ArgoCD GitOps, networking, secrets, debugging. Includes patterns from this repo's `k8s/` homelab setup.

Systematic Kubernetes troubleshooting and incident response. Use when diagnosing pod failures, cluster issues, performance problems, networking issues, storage failures, or responding to production incidents. Provides diagnostic workflows, automated health checks, and comprehensive remediation guidance for common Kubernetes problems.

Expert in Apache Kafka, Event Streaming, and Real-time Data Pipelines. Specializes in Kafka Connect, KSQL, and Schema Registry.

Kafka monitoring and observability expert for Prometheus, Grafana, and JMX metrics. Use when setting up Kafka monitoring, configuring alerting rules, or building performance dashboards.

Manages the Anubis Issue Tracker GitHub project board. Use when you need to organize issues by difficulty/status, move issues through workflow stages, or generate board status reports.

Expert in Kanidm modern identity management system specializing in user/group management, OAuth2/OIDC, LDAP, RADIUS, SSH key management, WebAuthn, and MFA. Deep expertise in secure authentication flows, credential policies, access control, and platform integrations. Use when implementing identity management, SSO, authentication systems, or securing access to infrastructure.

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Generate intelligent Python project documentation with UML class diagrams, architecture diagrams, and code analysis. Analyzes codebase structure to recommend and create appropriate visualizations for project overview.

Validates KCL Crossplane compositions with comprehensive checks including formatting, syntax validation, and rendering tests. Automatically activates when working with KCL files, Crossplane compositions, or before commits touching infrastructure/base/crossplane/configuration/. Prevents CI failures and catches critical bugs like the mutation pattern.

Optimize the 7 backend keyword slots for Amazon KDP books. This skill should be used when filling out KDP metadata, improving book discoverability, or refreshing keywords for underperforming titles. Focuses on semantic relevance for Amazon's A10 algorithm and Rufus AI.

Optimize Amazon KDP book listings for maximum conversion and discoverability. Use when creating or improving book titles, subtitles, descriptions, backend keywords, A+ content, author bios, or any Amazon product listing element. Triggers on requests to write book descriptions, optimize Amazon listings, improve book metadata, or enhance KDP product pages.

Expert assistant for Keboola data platform. Builds working data pipelines, not just advice. Use for: data extraction, transformation, validation, orchestration, dashboard creation.

Each routine does one thing and does it well - extract when routines have multiple responsibilities

Builds content APIs with KeystoneJS, the Node.js headless CMS with GraphQL. Use when creating admin UIs and APIs with automatic CRUD operations, relationships, access control, and TypeScript support.

Techniques for expanding seed keywords and clustering by topic and intent. Use when building keyword lists, planning content calendars, or identifying topic clusters for pillar content strategy.

Use when users need help with kube-hetzner configuration, debugging, or questions - acts as an intelligent assistant with live repo access

kim-orchestrator

Plans and applies safe Kirby content migrations using runtime content tools, update schemas, and explicit confirmation. Use when users need to rename/move/transform fields, clean up content, or bulk-update pages/files across languages.

Upgrades Kirby and maintains dependencies safely using composer audit, plugin compatibility checks, and official docs. Use when updating Kirby versions or making maintenance changes that affect runtime.

kiro-project-scaffolder

Transform ideas into comprehensive specifications, design documents, and actionable implementation plans.

Fetch Kit (ConvertKit) newsletter broadcasts for writing context. Use when asked to download newsletters, get past email content for style reference, or fetch broadcasts for analysis.

Expert guidance for creating, building, and using Claude Code subagents and the Task tool. Use when working with subagents, setting up agent configurations, understanding how agents work, or using the Task tool to launch specialized agents.

Deep analysis debugging mode for complex issues. Activates methodical investigation protocol with evidence gathering, hypothesis testing, and rigorous verification. Use when standard troubleshooting fails or when issues require systematic root cause analysis.

Ensures accuracy for HTI compliance and performance dashboards through data validation, deduplication, normalization, and integrity checks. Critica...

Manages automated build, deployment, environment sync, and monitoring for HTI's Knack-Vercel integration. Ensures dashboard uptime, data sync relia...

Manages full data retrieval while respecting Knack's 1,000-record-per-page limit. Essential for HTI's 3,500+ laptop inventory and compliance report...

Automates Digital Champion Grant and internal quarterly reporting. Ensures NCDIT compliance and generates stakeholder-ready reports from HTI operat...

Master the know CLI tool for managing specification graphs. Use when working with spec-graph.json, understanding graph structure, querying entities/references/meta, managing dependencies, or learning graph architecture. Teaches dependency rules, entity types, and graph operations.

Design, build, and maintain comprehensive knowledge bases. Bridges document-based (RAG) and entity-based (graph) knowledge systems. Use when building knowledge-intensive applications, managing organizational knowledge, or creating intelligent information systems.

Provides reusable templates for generating comprehensive codebase knowledge bases including architecture diagrams, concept maps, and module documentation. Supports both single-project and monorepo structures. Use when creating project documentation, knowledge bases, or when user mentions KB templates, codebase documentation, or project documentation structure.

knowledge-extractor

4-layer knowledge capture system for development sessions. Use when user says /mem (quick capture), /distill (extract patterns), /td (post-task retrospective with Before/After context), /improve (work on pending items), or /commit (atomic commits via TDG). Manages docs/learnings/, docs/knowledge-base/, and docs/retrospective/ directories.

Creating processes and tools for sharing knowledge across teams to reduce silos, onboard faster, improve team resilience, and foster innovation through cross-pollination of ideas.

Expert knowledge synthesizer specializing in extracting insights from multi-agent interactions, identifying patterns, and building collective intelligence. Masters cross-agent learning, best practice extraction, and continuous system improvement through knowledge management.