Surface expert frameworks and methodologies. Use when: creating or evaluating skills, hooks, or agents.
Query official Microsoft documentation to find concepts, tutorials, and code examples across Azure, .NET, Agent Framework, Aspire, VS Code, GitHub, and more.
Scrape a migration guide, changelog, or breaking changes document using Olostep and automatically update the user's local code.
Migrate a Mycelium project from legacy install (npx-degit, framework files in .claude/) to plugin install (framework lives in plugin cache, .claude/ holds project state only).
Migrate the .aiwg/ directory from single-framework layout to the multi-framework layout with an automatic backup
Implement API migrations between versions, platforms, or frameworks with minimal downtime. Use when upgrading APIs between versions.
引导代码迁移、框架升级与技术现代化。 使用时机：框架升级、语言迁移、API 版本更新、依赖现代化。 关键字：migration, upgrade, modernize, framework, dependency, 迁移, 升级, 现代化。
Help migrate LLM training code from verl, TRL, or similar frameworks to MinT
Provides MoAI-ADK foundational principles including TRUST 5 quality framework, SPEC-First DDD methodology, delegation patterns, progressive disclosure, and agent catalog…
Structured thinking toolkit combining Critical Evaluation, Diverge-Converge Brainstorming, and Deep Questioning frameworks for creative problem-solving.
Enterprise Nextra documentation framework with Next.js. Use when building documentation sites, knowledge bases, or API reference documentation.
Conception de mocks, stubs et fakes pour les tests unitaires et d'intégration avec les principaux frameworks de mocking.
Modal and dialog specialist for web applications. Use when building or reviewing any modal, dialog, popover, sheet, drawer, confirmation prompt, alert dialog, or overlay that…
Transforms legacy Java code to modern idioms. Use when migrating Java versions, converting verbose POJOs/DTOs to records, platform threads to virtual threads, for-loops to…
Vision-language pre-training framework bridging frozen image encoders and LLMs. Use when you need image captioning, visual question answering, image-text retrieval, or mu — from…
Shared reference for the native-iOS cluster: the iOS 26 / Swift 6.2 / Xcode 26 baseline, availability-gating discipline for the new frameworks, the data-race-safety (actor…
Systematic workflow for MoE training optimization in Megatron Bridge, based on the Megatron-Core MoE paper.
Create GitHub pull requests that follow the NemoClaw PR template. Use when the user wants to create a new PR, submit code for review, open a pull request, or push changes for…
Neo4j Visualization Library (NVL) — framework-agnostic graph rendering for the browser.
Andrew Chen's Cold Start Problem framework — atomic network definition with thresholds by product type, anti-peanut-buttering, zero tracking, escape velocity 3-force decomposition…
Implement the NIST Privacy Framework GOVERN function covering GV.AT awareness and training, GV.MT monitoring and review, GV.PO policy development, and GV.RR roles and…
Implement the NIST Privacy Framework IDENTIFY function including ID.BE business environment, ID.DA data actions, ID.IM improvement, and ID.RA risk assessment subcategories.
Comprehensive guidance for building scalable, maintainable, and production-ready Node.js backend applications with modern frameworks, architectural patterns, and best practices.
Fix silent data loss when mutating Nostr replaceable events (Kind 0 profile, Kind 3 contact/follow list, Kind 10002 relay list, etc.) in client apps.
Negotiate PM job offers using leverage, not emotion — building competing offers, analyzing total compensation, evaluating startup equity, setting walk-away thresholds, and…
OMEGA — Self-Learning Sports Analysis Agent. Dixon-Coles + 10-Themen-Framework + ¼-Kelly Staking. Strukturierte Fußball-Value-Bet-Analyse mit Wettsteuer (5.3% DE).
OpenEvolve framework for autonomous code optimization using LLM-driven evolutionary algorithms. Use when working with evolutionary coding, MAP-Elites, code optimization, or…
Applies OpenKata project conventions when creating or updating rules in this repository. Adds changelog management, symlink placement, and acknowledgments on top of the generic…
Optimize Entity Framework Core queries by fixing N+1 problems, choosing correct tracking modes, using compiled queries, and avoiding common performance traps.
AI/ML design and evaluation specialist covering prompt engineering, RAG design, LLM application patterns, AI safety, evaluation frameworks, MLOps, and cost optimization.
Generate workflow skeleton files using the Output SDK CLI. Use when starting a new workflow, scaffolding project structure, or understanding the generated file layout.
Bulk-upgrade the model field across .prompt files to the latest version of each prompt's existing family.
Upgrade a project between versions of the Output framework. Use when the user asks to upgrade, migrate, or move to a newer Output version.
Evaluate CEOs and companies using Thorndike's Outsider framework. Trigger on: \"Is this CEO a good capital allocator?\", \"How should a company use excess cash?\", \"Should…
Use when OZM-governed work must keep reference projects, papers, frameworks, engines, products, or prior implementations as source-backed method anchors during later planning,…
Create new agents in Paperclip with governance-aware hiring. Use when you need to inspect adapter configuration options, compare existing agent configs, draft a new agent…
Create new Paperclip plugins with the current alpha SDK/runtime. Use when scaffolding a plugin package, adding a new example plugin, or updating plugin authoring docs.
Complete PDF lifecycle: download, extract, and generate structured documents with reportlab
Apply Ryan Holiday's framework for creating work that lasts: prioritize craft over marketing, position for timelessness, build an owned platform, and think in decades not days.
Systematic workflow for MoE training optimization in Megatron Bridge, based on the Megatron-Core MoE paper.
Use when legacy prompts or older framework flows reference `perseus` and you need the modern runtime to resolve that capability cleanly.
Measurement-driven optimization decision framework for bottleneck elimination, profiling, and performance budgets.
Professional documentation and localization decision framework for technical writing, API docs, and multilingual content.
Apply proven persuasion frameworks to your content — AIDA, PAS, BAB, PASONA, Cialdini's 6 principles, and more.
Persuasion and rhetorical analysis grounded in classical and modern frameworks. Covers Aristotle's three appeals (ethos, pathos, logos), rhetorical situation (audience, purpose,…
Messaging framework — produce a full headline, subheadline, proof points, and CTA hierarchy for use across all surfaces.
Structure an evidence-based pivot, persevere, or stop decision using Eric Ries's Lean Startup pivot framework — evaluates current metrics against original hypotheses and scores…
Harshly critique strategic documents (validation reports, competitive analyses, business plans) to identify blind spots, challenge assumptions, expose weaknesses, and generate…
An ASE skill built around playwright-extra, the plugin framework that augments Playwright with reusable plugins such as stealth and other browser behavior extensions.
Structured PM 1:1 templates by partner type — with manager, engineering manager partner, designer, IC reports — grounded in Radical Candor, the GROW coaching model, and the…
Manages policy documents through their full lifecycle. Reviews policies for gaps, suggests updates based on framework changes, and tracks approval workflows.
Bepaal je marktpositie met Blue Ocean Strategy, ERRC Grid en Six Paths Framework. Van concurrentieanalyse tot positioneringsstatement.
Automated calculation and scoring for product prioritization frameworks including RICE, ICE, MoSCoW, and custom weighted scoring.
Reference guide to 9 prioritization frameworks with formulas, when-to-use guidance, and templates — RICE, ICE, Kano, MoSCoW, Opportunity Score, and more.
Use when facing complex problems that need multi-perspective analysis, when stuck in one way of thinking, or when you want to approach a problem like an expert from a different…
Evaluate existing solutions (libraries, SaaS, open source) AND internal prior-art before custom development to avoid reinventing the wheel.
Use for deep Zend Framework or Laminas project analysis: bootstrap, config merge order, service manager, MVC flow, data layer, and migration-specific risks.
Detect project type, AIWG framework state, team configuration, and active work to summarize status and recommend next actions
Project introspection — detect languages, frameworks, database, structure, scale, auth, CI/CD
Cross-framework project status aggregator — discovers status contributors from installed frameworks and project-local overrides, runs declarative detection, and produces a unified…