The library

quality-gate-repair-assistant · When CI quality gates fail and local repo needs repair in deterministic order (env → format → lint → type → test).

supply-chain-orchestrator · When a supply-chain task arrives but hasn't named the specific function (demand planning vs. scheduling vs. customs).

review · After completing a major session or when MEMORY.md exceeds 150 lines and needs consolidation.

plugin · When Astro/marketing-copy projects need automated lint-on-edit to catch prose errors before turn completion.

skore-launch · Windows/PowerShell development workflow where asset paths are relative to repo root.

swarm-architect · Large-scale (70-80+ task) engineering delivery that needs phase/wave parallelization and GitHub issue sync.

rfp-responder · Bid Managers / Proposal Leads when RFP response strategy must surface fit % and honest winrate before pursuit budget.

cli · High-throughput coding agents balancing web automation with large codebase context (avoids heavy MCP page-tree).

426-documentation_fa1f1931 · When codebase lacks documentation and needs auto-generated baseline.

swift-actor-persistence · Swift concurrency apps needing lightweight actor state persistence without database overhead.

rice · Product managers prioritizing features/projects when multiple initiatives compete for engineering capacity.

docs-skills · Automating skill documentation generation to keep docs in sync with code.

get-pr-comments · When CI needs to consume PR review feedback for automated code quality scoring or report generation.

swift-concurrency-6-2 · Swift projects adopting strict concurrency (6.2+) and needing systematic data-race elimination.

risk-management-specialist · Leadership teams conducting risk review before major decision or launch.

tasks · Setting up recurring cloud agents or polling without manual re-invocation.

swift-concurrency-expert · Teams hitting data-race warnings or runtime crashes in concurrent code and needing expert debugging.

roadmap-communicator · Standardizing roadmap narratives across engineering, product, and customer audiences.

skills · Installing curated skill collections by project or group without manual file management.

update-scheduled-task · Pausing, resuming, or modifying notification settings on live scheduled tasks.

swift-protocol-di-testing · Testing Swift code with file system and network I/O without triggering real failures.

run · Running single hypothesis-driven iterations with clear keep/discard evaluation.

lumo · Injecting mobile design intelligence into Claude Code without manual setup per project.

swiftui-liquid-glass · Adopting iOS 26 Liquid Glass with correct API usage and backward-compatible fallbacks.

runbook-generator · Bootstrapping operational runbooks with consistent structure before production launch.

tdd-guard · Enforcing test-first workflow and blocking over-implementation in Claude Code.

swiftui-patterns · Building state-managed, performant SwiftUI views with @Observable and NavigationStack.

saas-health · Calculating SaaS KPIs from raw business data with industry benchmarking.

list-exportable-agents · Discovering which agent profiles are ready for export as .akita-agent packages.

swiftui-performance-audit · Diagnosing SwiftUI janky scrolling and high CPU from code review before profiling.

saas-metrics-coach · Getting SaaS financial advice as a virtual CFO with benchmark insights and action plans.

swiftui-ui-patterns · Designing cohesive SwiftUI component libraries with reusable patterns and modifiers.

saas-scaffolder · Initializing a SaaS codebase with production-ready folder structure and boilerplate.

swiftui-view-refactor · Breaking complex SwiftUI views into focused subviews to reduce re-render storms.

sales-engineer · Navigating technical objections and framing solutions during sales conversations.

claude-plugins · Discovering and wiring Claude AI plugins into custom agent workflows.

scene-blocking-and-staging · Planning camera moves, actor positions, and spatial composition for film or video.

swiss-design · When building apps that require modernist, grid-based, accessible UI with restrained color.

sympy · When research requires exact symbolic solutions rather than numeric approximation, or closed-form derivations.

scenario-war-room · When evaluating strategic decisions with compound downside risk, or prepping crisis scenarios.

systems-languages-core · When setting up Go, C++, or Perl projects that need shared conventions, test-first discipline, and language-appropriate safety.

schema-markup · When implementing structured data to earn Google rich results or improve AI search visibility.

agent-modeling-kit · When designing complex systems via event storming with real-time visual feedback and AI-assisted modeling.

systems-languages-orchestrator · When starting a systems-language task and need to pick the right skill without manual orchestration.

scrum-master · When forecasting sprint capacity with confidence intervals or diagnosing team health across 6 weighted dimensions.

architect · When enforcing architectural consistency and preventing drift in agent-driven codebases.

task-master-planner · When turning architecture docs into execution-ready task plans for orchestrators or team handoff.

secrets-vault-manager · When you need centralized secret management with compliance tracking and automated rotation.

security-guidance · When designing secure systems or conducting threat assessments for compliance.

tauri-core · When building performant, secure desktop apps with Rust backend and web UI.