Use when the user has MANY candidate strategies (or wants to try many parameter variations) and needs to know which are worth the cost of a backtest — "score these", "which of…
Use before writing any line of Apple platform code that calls a framework symbol you have not just looked up in this conversation.
Guide to annotating cell types in scRNA-seq. Covers manual marker-based, automated (CellTypist, scAnnotate), and reference-based (scArches, Azimuth, SingleR) approaches with a…
Decision framework for manual marker-based, automated (CellTypist), and reference-based (popV) cell type annotation in scRNA-seq.
Apply Edward de Bono's parallel thinking framework (1985) to make better decisions by examining ideas from six distinct perspectives systematically.
Compile a skill from a brief. Supports --batch for multiple briefs. Use when the user requests to "create a skill" or "compile a skill.
Use when analyzing whether virtue correlates with worldly success or questioning cosmic justice (天道).
Управление синхронизацией русскоязычных навыков (framework/) с англоязычным зеркалом (framework_eng/).
Map skills to proficiency levels using CEFR, Bloom's taxonomy, and DigComp frameworks. Use when designing skill progressions or assessing learner proficiency.
Menghasilkan daftar Kompetensi Teknikal yang komprehensif secara otomatis berdasarkan Unit Kompetensi SKKNI (Standar Kompetensi Kerja Nasional Indonesia) dan standar kompetensi…
Framework for defining and implementing Service Level Indicators (SLIs), Service Level Objectives (SLOs), and error budgets.
SLSA Verifier is the official tool from the SLSA framework for verifying build provenance attestations generated by SLSA-compliant builders.
Consult Snowflake CREATE FILE FORMAT parameter reference before generating any CREATE FILE FORMAT DDL.
Consult Snowflake CREATE PASSWORD POLICY parameter reference before generating any CREATE PASSWORD POLICY DDL.
Consult Snowflake CREATE REPLICATION GROUP parameter reference before generating any CREATE REPLICATION GROUP DDL.
Consult Snowflake CREATE VIEW parameter reference before generating any CREATE VIEW DDL.
Use when legacy prompts or older framework flows reference `social-strategist` and you need the modern runtime to resolve that capability cleanly.
Drills the user on a framework with application-level scenario questions. Inspired by mattpocock/skills/grill-me.
Apply the Socratic reasoning framework to systematically analyze arguments or solve problems by organizing, decomposing, verifying, integrating, and deducing.
Pedagogical framework for teaching programming through Socratic dialogue. Use when a learner wants to LEARN programming rather than have code written for them.
Grounds every implementation decision in official documentation. Use when you want authoritative, source-cited code free from outdated patterns.
Grounds every implementation decision in official documentation or local source code. Use when building with any framework, library, or SDK where correctness matters.
Use when implementing Sarbanes-Oxley compliance, internal controls, audit trails, segregation of duties, or continuous monitoring - covers COSO framework and IT general…
Full-cycle install or update of the Spec-Kitty framework - upgrades the CLI, refreshes templates, syncs the plugin, reconciles custom knowledge, and bridges to agent environments.
An executable, spec-driven framework for building production-ready AI-native applications. Based on 2026 best practices.
Summarizes sports licensing agreements (merchandise, broadcasting, endorsement) into structured frameworks extracting parties, financials, IP rights, obligations, compliance, and…
Create or edit Excel workbooks with openpyxl-specific pitfall handling, anchored preflight audit, and deterministic post-write proof that every criterion is satisfied
현재 alpha SDK/런타임으로 플러그인 생성. 플러그인 패키지 스캐폴딩, 예제 플러그인 추가, 플러그인 작성 문서 업데이트 시 사용. worker/UI surface, 라우트 규칙, 스캐폴드 절차, 검증 단계를 다룬다.
Upgrade deps/frameworks with breaking change analysis. Triggers on upgrade/update/migrate/modernize intent.
Detect and adapt to any repository's tech stack and conventions. Use as the FIRST step of every SDLC agent, before doing phase work, to identify language, framework, package…
Use when working with the Stacks ORM — defining models with defineModel(), model relationships (hasOne, hasMany, belongsTo, belongsToMany, morphOne, hasManyThrough), attributes,…
Drafts Stark Law and Anti-Kickback Statute compliance plans for healthcare organizations. Use when drafting physician self-referral compliance documents, AKS policies, healthcare…
When the user needs to choose between technologies, frameworks, or tools — or says "which framework should I use", "compare X vs Y", "should we migrate from X to Y", "wha — from…
Evaluate startups using the 24-step disciplined entrepreneurship framework. Use when assessing a startup idea, conducting due diligence, or analyzing a business model.
Comprehensive guide to tracking, calculating, and optimizing key performance metrics for different startup business models from seed through Series A.
Brutally evaluate and refine startup ideas with practical early-stage startup frameworks. Use when Codex is asked to pressure-test a startup idea, validate whether the problem is…
Complete, populate and fill out 3-statement financial model templates (Income Statement, Balance Sheet, Cash Flow Statement) .
Statute and regulation interpretation framework. Use when reading statutes, classifying requirements, analyzing operative keywords, applying canons of construction, or mapping…
Unlock creative inspiration by building on influences using Kleon's framework. Trigger: 'Where do I get ideas?', 'How do I find my creative voice?', 'creative block', 'I feel…
TanStack Store patterns for framework-agnostic reactive state. Activates when implementing client-side state, global stores, or reactive state management in React applications.
Plan the incremental replacement of a legacy module or service using the strangler-fig pattern — grow new code around the old behind an interception seam until the old is dead,…
Frameworks for strategic planning, resource allocation, and organizational an...
Write structured strategic documents for small and medium businesses. Produces SWOT analyses, lean business plans, OKRs, and competitive analyses.
Pick the right strategy framework for a Taiwan business question — and know when a framework is the wrong move.
Rumelt's Crux framework for building Strategy Kernels — Diagnosis (standard + reframed), Guiding Policy, Coherent Actions.
Create product strategy in 1 day, 1 week, or 1 month timeframes. Progressive strategy development framework.
Diagnosis of why structural materials fail — ductile overload, brittle cleavage, fatigue, creep, stress-corrosion cracking, hydrogen embrittlement, and corrosion.
Designs LP segmentation with tiered communication, access differentiation, and relationship management frameworks.
Designs JV governance frameworks with decision-making rights, deadlock resolution, and exit mechanisms for corporate partnerships.
Designs cross-border JV structures with governance frameworks, exit mechanisms, and dispute resolution for international partnerships.
Success metrics frameworks including HEART and AARRR. Use when defining KPIs, measuring product success, or creating metrics dashboards.
End-to-end Sundai Club project shipping workflow from idea to OpenSpec artifacts to Fabro-built code to GitHub to Sundai create-edit to team and thumbnail setup to publish and…
Use when legacy prompts or older framework flows reference `super-architect` and you need the modern runtime to resolve that capability cleanly.
Codex compatibility layer for SuperClaude /sc:* commands with vibe-adapted routing.
Universal AI Interface framework for making applications AI-controllable. Use when adding AI tool decorators, setting up chat adapters, creating AI-callable functions, or…
Supply chain analysis, inventory optimization, logistics planning, vendor evaluation, and demand forecasting frameworks.
Audit ESG reporting software and sustainability metric accuracy. Analyzes Environmental (Scope 1/2/3 emissions, water, waste, biodiversity), Social (workforce diversity, pay…
Elixir, Phoenix Framework, and Phoenix LiveView coding standards from authoritative docs/explanation/ documentation
Java, Spring Framework, and Spring Boot coding standards from authoritative docs/explanation/ documentation
Breaks down a project description into IEEE SWEBOK-categorized work nodes. Use after universal-framework (or directly for straightforward projects) to create the work breakdown.