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Vercel Composition PatternsFrontend & UI80
React composition patterns that scale. Use when refactoring components with
Video Interaction MapperAgents & Orchestration80
This skill should be used when the user asks to analyze a UI screen recording and map interaction states into Figma. Trigger for requests such as "put video frames in Figma", "extract states from my recording", "map interactions from video to Figma", "analyze this screen recording", "create a storyboard from my video", "deconstruct this interaction in Figma", "annotate the UI states in my recording", or "pull the key moments from this video into Figma". Also trigger when the user references a video file (.mp4, .mov, .webm, .avi) together with Figma, design review, interaction analysis, prototypes, or UI states. The skill extracts key visual moments from a video, infers interaction triggers, and builds an annotated Figma Design storyboard using native Figma annotations and uploaded screenshot assets.
Add Dotnet Aot Command (.NET)Infra, Ops & Workflow79
Add, enable, or review a dotnet CLI command or feature in the Native AOT CLI (src/Cli/dotnet-aot) and prove its compatibility. USE FOR: migrating a command or option to AOT, reviewing an AOT migration PR, defining conservative eligibility and managed fallback, changing AotSourceFiles.props or AotDependencies.props, validating AOT/managed parity, NativeAOT-publishing tests, checking binary-size impact, or using the dn harness and separated SDK layout. DO NOT USE FOR: resolving IL trim/AOT analyzer warnings alone (use dotnet-aot-compat), running dotnet.Tests incrementally (use incremental-test), or pure managed CLI work.
Adversarial UX Test (Nous Research)Données & Recherche79Roleplay a hostile user to find and triage UX pain points.
Apex Migration (.NET)Tests79
Migrate NuGet PowerShell E2E tests to C# Apex tests or unit tests. Use this skill whenever the user asks to migrate, convert, or port a PowerShell end-to-end test from test/EndToEnd/tests/ to an Apex test in test/NuGet.Tests.Apex/ or to a unit test in test/NuGet.Clients.Tests/NuGetConsole.Host.PowerShell.Test/. Also trigger when the user mentions "Apex test", "migrate PS test", "E2E test migration", "PMC test", "cmdlet unit test", "PowerShell unit test", or references any PowerShell test function like Install-PackageTest or Update-PackageTest and wants it rewritten in C#. Even if the user just says "migrate this test" while looking at a PS E2E file, use this skill. Also trigger whenever the user wants to write a new Apex test or a new PMC cmdlet unit test.
Audiocraft Audio Generation (Nous Research)Données & Recherche79AudioCraft: MusicGen text-to-music, AudioGen text-to-sound.
Azure Cloud Migrate (Microsoft)Infra, Ops & Workflow79Assess and migrate cross-cloud workloads to Azure with reports and code conversion. Supports Lambda→Functions, Beanstalk/Heroku/App Engine→App Service, Fargate/Kubernetes/Cloud Run/Spring Boot→Container Apps. WHEN: migrate Lambda to Functions, AWS to Azure, migrate Beanstalk, migrate Heroku, migrate App Engine, Cloud Run migration, Fargate to ACA, ECS/Kubernetes/GKE/EKS to Container Apps, Spring Boot to Container Apps, cross-cloud migration.
Baoyu Article Illustrator (Nous Research)Données & Recherche79Article illustrations: type × style × palette consistency.
Code Compaction (.NET)Infra, Ops & Workflow79
Use when a code/test/comment diff is called bloated, slop, LLM slop, bullshit, WTF, crap, rubbish, embarrassing, overengineered, adhoc, or "not paid by LOC"; or when symptoms include bloated comments, superfluous planning .md / .tools / one-time setup / phase-or-sprint tags, huge-file growth instead of new-file extraction, 5 copy-pasted tests that should be 1 parametrized test, duplicated test setup, reinvented helpers, near-duplicate logic across files, low reuse, 4+ new module-level helpers for one bugfix, fresh whole-AST/IR/syntax-tree walkers, or 150+ added LOC for one bugfix. Also use proactively before opening a PR whose diff smells like any of the above.
Creating Skills (Microsoft)Agents & Orchestration79Create, validate, and iteratively improve agent skills that follow Anthropic's best practices. Use this skill whenever someone wants to create a new skill, improve an existing skill, write a SKILL.md, set up a skill directory structure, or needs guidance on skill authoring patterns. Also triggers when users mention "custom instructions", "agent skill", "skill template", or want to codify a workflow into a reusable skill. This skill enforces a create-validate-improve loop that produces production-ready skills passing code review on the first submission.
Generate MCP App UI (Microsoft)Agents & Orchestration79Generate a single-file MCP App widget for an MCP tool, with either bundled runtime code or user-approved public CDN imports. Describe the visual and provide a plain structured payload or a full tool result with content, structuredContent, and meta.
Grounded Citations (Nous Research)Données & Recherche79Ground answers and documents in cited, verifiable sources.
Merge Into Branch (.NET)Infra, Ops & Workflow79
Create a merge branch from a chosen base, merge a chosen source/upstream branch into it, resolve common Roslyn conflicts (`.xlf`, `.resx`, compiler codegen), and summarize the resolutions.
Migrating Edmx To Code First (Microsoft)Données & Recherche79Migrates Entity Framework 6 EDMX-based models (Database-First/Model-First) to EF Core Code-First. Use when upgrading projects containing .edmx files, .Context.tt templates, EntityClient connection strings, or ObjectContext references. Triggers for "migrate EDMX", "convert EDMX to code first", "EF6 to EF Core", "remove EDMX", "database first to code first", and "scaffold DbContext". Also relevant when encountering EntitySQL, EntityObject, or ObjectSet patterns during .NET modernization.
Next Cache Components AdoptionAgents & Orchestration79
Turn on Cache Components in a Next.js app and resolve the blocking routes it surfaces. Use when the user wants to enable, adopt, or migrate to Cache Components, flip the `cacheComponents` flag, work through a flood of blocking-prerender / instant validation errors, run the `cache-components-instant-false` codemod, or decide between opting routes out with `export const instant = false` and fixing them in place.
Own Voice Builder (Microsoft)Docs & Écriture79Analyze the user's own sent emails to build a personal writing-voice profile and generate a reusable personal voice skill from it. Use this skill whenever the user asks to analyze their writing style, learn their tone of voice, create/build/update a personal voice skill or "own voice" profile, make drafts "sound like me", or makes an equivalent request in any other language. Also use it when the user complains that generated emails or Teams messages don't sound like them and no personal voice skill exists yet.
Pdf Table Data Conversion (Microsoft)Données & Recherche79Use this skill whenever the user wants tabular data from a PDF document AS A FILE — to extract, pull out, export, convert, or "put into a spreadsheet/Excel/CSV" (e.g. "pull out the rebates from the Contoso contract", "extract this pricing table", "get this into a spreadsheet"). This INCLUDES follow-up requests after you have already answered or summarized the data in chat — e.g. "now give me that as a file/spreadsheet", "export what you just showed me", "download that as Excel". In those follow-ups you MUST still invoke this skill and extract from the source document; never hand-build a spreadsheet from the chat summary. Do NOT use this skill for answer-in-line questions such as "what are the rebates in the Contoso contract?" — those are grounded Q&A.
Setup (PyTorch)Données & Recherche79
Set up ExecuTorch development environment. Use when installing dependencies, setting up conda environments, or preparing to develop with ExecuTorch.
Skills Assist (Microsoft)Langages & Runtimes79Authoritative consultant for all skills-related questions. Use when creating or modifying skills, understanding the Agent Skills spec, troubleshooting skill loading or invocation issues, leveraging enhanced format features (context fork, model_role, user-invocable), writing cross-harness portable skills, ensuring Claude Code Skills 2.0 compatibility, or deciding between skills vs agents.
Storage Resize (Alibaba)Agents & Orchestration79
Linux 磁盘扩容技能（RPM 包管理系统），实现云盘扩容后自动完成分区调整和文件系统扩容。支持系统盘/数据盘在线扩容，适配 XFS/EXT4/Btrfs 文件系统。适用于 RPM 包管理的 Linux 系统（如 Alibaba Cloud Linux）。
Td Ansible Creator (Ansible)Agents & Orchestration79
Reference for scaffolding Ansible content with ansible-creator. Use ansible-creator to initialize new collections, playbook projects, and execution environments, or to add plugins and resources to existing projects. This skill is the canonical lookup table for which subcommand and flags to use.
Add Moe Model (PyTorch)Données & Recherche78
Add a new HF MoE model to the transformers_modeling_backend experiment. Use when the user provides a HuggingFace model ID and wants to integrate it with Titan's MoE, or invokes /add_moe_model.
Apm Review Panel (Microsoft)Auth & Sécurité78Use this skill to run a multi-persona expert advisory review on a labelled pull request in microsoft/apm. The panel fans out to five mandatory specialists plus a test-coverage specialist (active on every PR that touches src/) plus three conditional specialists (auth, doc-writer, performance-expert), all running in their own agent threads, and a CEO synthesizer. The orchestrator is the sole writer to the PR: ONE recommendation comment, no verdict labels, no merge gating. The panel is advisory -- it surfaces findings, prioritizes follow-ups, and renders a ship-recommendation that the maintainer and author weigh. Activate when a non-trivial PR needs a cross-cutting recommendation (architecture, CLI logging, DevX UX, supply-chain security, growth/positioning, optionally auth, docs, perf, and test coverage, with CEO arbitration).
Ci Metrics (PyTorch) — ClaudeDonnées & Recherche78
Query PyTorch CI, GitHub Actions, HUD, Grafana, and infrastructure metrics. Use when users ask about CI duration, job failures, queue times, workflow trends, runner health, dashboard data, or PyTorch infrastructure metrics.
Deep ResearchDonnées & Recherche78Produce cited research reports from multiple web sources using firecrawl and exa MCP tools — plan sub-questions, search and deep-read sources, then synthesize findings with inline citations and confidence levels. Use when the user asks to research a topic in depth, run a deep dive or investigation, or do competitive analysis, technology evaluation, market sizing, or due diligence on a company.
Entra App Registration (Microsoft)Infra, Ops & Workflow78Guides Microsoft Entra ID app registration, OAuth 2.0 authentication, and MSAL integration. USE FOR: create app registration, register Azure AD app, configure OAuth, set up authentication, add API permissions, generate service principal, MSAL example, console app auth, Entra ID setup, Azure AD authentication. DO NOT USE FOR: Key Vault secrets (use azure-keyvault-expiration-audit), general Azure resource security guidance.
Hermes Agent (Nous Research)Données & Recherche78Use, configure, theme, extend, and orchestrate Hermes Agent.
Hf Cloud Sagemaker Production Defaults (Hugging Face)Produit & Go-to-market78Create a SageMaker endpoint (real-time, real-time scale-to-zero, or async) with autoscaling, CloudWatch alarms, and tagging enabled by default. Use this skill whenever about to create a SageMaker endpoint, write deployment code that calls `create_endpoint`, or finalize a deployment after the image URI and IAM role are known. Provides deploy.py for real-time endpoints, deploy_ic.py for real-time endpoints that scale to zero instances via inference components, and deploy_async.py for async endpoints (also scale-to-zero). This is the last step in the SageMaker deployment workflow. Never generate a bare `create_endpoint` call without these defaults — endpoints without autoscaling or alarms are demos, not deployments.
Hookify RulesDocs & Écriture78Create and configure hookify rules — markdown files with YAML frontmatter that match bash, file, prompt, or stop events by regex or conditions and show warn/block messages to the agent. Use when creating a hookify rule, writing hook rule syntax, configuring hookify, or adding pattern guardrails such as blocking dangerous commands, .env edits, or debug code.
Osdc Deployment (PyTorch)Infra, Ops & Workflow78
OSDC deployment workflow, just recipes, base deploy order, module deploy order, clusters.yaml configuration, Terraform architecture, smoke tests, justfile conventions. Applies to ~/meta/ci-infra/osdc. Load when deploying, adding modules, or modifying deploy scripts.
Osdc Observability (PyTorch)Données & Recherche78
OSDC observability: monitoring (metrics) and logging pipelines, three-Alloy architecture, Grafana Cloud Loki + Mimir queries, label strategy, credential setup, and troubleshooting. Applies to ~/meta/ci-infra/osdc. Load when working on monitoring, logging, Alloy, or querying logs.
Osdc Tooling And Quality (PyTorch)Données & Recherche78
OSDC tools (tofu, just, mise, crane, uv), automation hierarchy, unit tests, code style and linting rules (13 linters, indentation), "Don't Do" list, and quality gates. Applies to the OSDC project (`osdc/`). Load when writing code, running linters, adding scripts/tests, or debugging and trying to understand issues.
PR New (Ansible) — AgentsDocs & Écriture78
Prepare and submit a pull request for the APME project. Syncs with upstream, creates a feature branch, runs quality gates (tox -e lint, tox -e unit), updates documentation and ADRs as needed, commits with conventional commits, then creates the PR via gh. Use when the user asks to submit, create, or open a pull request, or says "submit PR", "open PR", "create PR", "new PR".
Scan Code (Microsoft)Auth & Sécurité78Scans a Power Pages site project for security issues in source code and dependencies. Runs static analysis and dependency scanning, then surfaces findings by category (code patterns, vulnerable packages, secrets, license issues). Use when the user wants to review code for security problems, check for vulnerable packages, find hard-coded secrets, run a code scan, or asks "is my code safe?", "check my dependencies", "find security issues in my source" — even if they say "audit my code" without mentioning specific tools.
Td PR New (Ansible)Docs & Écriture78
Prepare and submit a pull request. Syncs with upstream, creates a feature branch, runs quality gates (tox -e lint, tox -e py), self-reviews the diff, updates documentation as needed, commits with conventional commits, then creates the PR via gh. Use when the user asks to submit, create, or open a pull request, or says "submit PR", "open PR", "create PR", "new PR".
Agent Harness Explorer (Microsoft)Agents & Orchestration77Use this skill whenever the user wants to inspect, understand, snapshot, compare, or document the capabilities of the current agent harness — for example "what can this harness do?", "which Python libraries are installed?", "what should I use to create Word documents?", "capture/remember a snapshot", "compare with my baseline", or "what changed since last week?". Prefer this skill BEFORE guessing what the runtime supports.
Android Tombstone Symbolication (.NET)Langages & Runtimes77
Symbolicate the .NET runtime frames in an Android tombstone file. Extracts BuildIds and PC offsets from the native backtrace, downloads debug symbols from the Microsoft symbol server, and runs llvm-symbolizer to produce function names with source file and line numbers. USE FOR triaging a .NET MAUI or Mono Android app crash from a tombstone, resolving native backtrace frames in libmonosgen-2.0.so or libcoreclr.so to .NET runtime source code, or investigating SIGABRT, SIGSEGV, or other native signals originating from the .NET runtime on Android. DO NOT USE FOR pure Java/Kotlin crashes, managed .NET exceptions that are already captured in logcat, or iOS crash logs. INVOKES Symbolicate-Tombstone.ps1 script, llvm-symbolizer, Microsoft symbol server.