The library

data-storytelling · Turning data into persuasive visual narratives

handoff-log-update · When an agent completes work and must notify the next owner with context.

databases-data-orchestrator · When a user asks a data question but hasn't specified which database engine or skill they need.

ce-rtd-writer · When you need consistent, searchable documentation with correct toctree integration.

readme-polish · Junior developer needs guidance documenting setup, installation, and usage steps clearly.

defi-amm-security · Auditing or writing an AMM, liquidity pool, or swap contract to catch reentrancy, CEI violations, donation attacks.

describe-steps-file · Documenting implementation roadmaps where step order, dependencies, and observable completion matter.

design-orchestrator · Specialized task requiring Design Orchestrator expertise

scientific-critical-thinking · Specialized task requiring Scientific Critical Thinking expertise

refactoring-codebase · Specialized task requiring Refactoring Codebase expertise

project-documentation · Onboarding engineers quickly with comprehensive structure and component documentation

devops-infra-core · Establishing consistent safety practices across heterogeneous infrastructure tooling

devops-infra-orchestrator · Routing infrastructure work to the right specialist tool without naming the layer

statistical-analysis · Academic research where test selection, assumption checking, and APA reporting are required.

sympy · Educational applications and research requiring exact symbolic manipulation.

flashcards · Converting textbooks and research papers into memorizable study materials.

architecture-guidelines · When designing systems needing consistent module structure and testing.

documents-core · When deciding whether to preserve editability or render final output.

documents-orchestrator · When routing document tasks without knowing the exact format tool.

unbrowser · When scraping static or client-rendered content without browser overhead.

draft-commit-message · When authoring conventional commits with automatic type inference.

usfiscaldata · When accessing US government fiscal and budget data.

xlsx · Creating, editing, or analyzing Excel spreadsheets with formulas, financial models, and professional formatting.

drawio-diagrams-enhanced · Creating professional flowcharts, swimlane diagrams, BPMN, WBS, and RACI matrices in draw.io format.

what-if-oracle · Exploring uncertain futures through structured multi-branch scenario analysis with best/worst/wild-card cases.

xlsx · Creating, editing, or analyzing Excel spreadsheets with formulas, financial models, and professional formatting.

backend-context-loader · Quick context for backend tasks without wasting tokens on full discovery

electron-security · Auditing Electron hardening before shipping — the non-optional security checklist

planning-with-files · Multi-step tasks, research, or building projects spanning many tool calls

planning-with-files · Multi-step tasks, research, or building projects spanning many tool calls

energy-procurement · Multi-year power procurement and sustainability strategy

patterns/factory · Centralizing object creation logic and enabling dependency injection at construction.

error-handling · Production systems needing consistent error semantics across TypeScript/Python/Go.

pi-planning-with-files · Complex 5+ step tasks needing persistent working memory and session recovery.

portainer-mcp-hygiene · Large Portainer queries where 20K+ tokens of unneeded data would waste context.

planning-with-files-ar · المشاريع المعقدة بـ 5+ خطوات تحتاج ذاكرة عمل دائمة.

planning-with-files-de · Komplexe Projekte mit 5+ Schritten, die persistente Arbeitsspeicher benötigen.

planning-with-files-zh · 需要持久化工作记忆的复杂 5+ 步项目。

planning-with-files-zht · 需要持久化工作记忆的复杂 5+ 步项目。

baoyu-compress-image · Batch image optimization for CMS/web without manual tool switching

extra-languages-core · Enforcing native-idiom-first + contained-boundary rule across niche-stack specialists

baoyu-diagram · Rapid authoring of consistent dark-themed technical diagrams (arch, flow, sequence, ER, timeline)

extra-languages-orchestrator · Deciding if a platform-specific task belongs in niche-stack cluster and delegating to correct specialist

fabric · Batch consistent-pattern analysis (extract insights from articles, create threat models for APIs)

baoyu-format-markdown · Specialized use case detailed in body

fastapi-patterns · Specialized use case detailed in body

k8s-operations · Specialized use case detailed in body

finance-billing-ops · Separating customer billing incidents from product truth when team billing or per-seat logic is claimed but unverified.

baoyu-translate · Translating articles or posts to Chinese/English when context-aware translation quality matters more than speed.

flutter-dart-code-review · Auditing Flutter code for state management anti-patterns and widget best practices regardless of which state library is used.