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# Skill 仓库 描述 安装量
5301 aws-resilience-lifecycle aws/agent-toolkit-for-aws
AWS Resilience Lifecycle Overview Domain expertise for the integrated resilience lifecycle across three AWS services: Define (Resilience Hub v2 — also called NGRH, New Generation Resilience Hub) → Test (FIS) → Operate (ARC). Terminology: in this skill an unqualified "Resilience Hub" always means v2 (NGRH / New Generation Resilience Hub, CLI namespace aws resiliencehubv2 ). v1 ( aws resiliencehub ) is referenced only explicitly, and only for migration. The AWS MCP server is recommended for execut...
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5302 transitgateway aws/agent-toolkit-for-aws
AWS Transit Gateway Overview Domain expertise for configuring AWS Transit Gateway, the Regional network hub that connects many VPCs and on-premises networks through a single router instead of a mesh of point-to-point connections. Covers building the hub and attaching VPCs, segmenting traffic with route tables, centralizing egress and inspection, east-west inspection with AWS Network Firewall, hybrid connectivity over Site-to-Site VPN and Direct Connect, inter-Region peering, migrating off a VPC ...
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5303 filter-syntax dotnet/skills
Test Filter Syntax Reference Filter syntax depends on the platform and test framework . VSTest filters (MSTest, xUnit v2, NUnit on VSTest) dotnet test --filter < EXPRESSION > Expression syntax: <Property><Operator><Value>[|&<Expression>] Operators: Show more Installs 842 Repository dotnet/skills GitHub Stars 5.1K First Seen Apr 8, 2026 Security Audits Gen Agent Trust Hub Pass Socket Pass Snyk Pass
 3.5K
5304 managed-airflow-migrations google/skills
Managed Service for Apache Airflow (formerly Cloud Composer) Migration Guide This skill guides you through the process of adjusting Airflow DAGs from an existing Managed Service for Apache Airflow (formerly Cloud Composer) environment (or available locally) to make them compatible with Airflow 2.11.1 (MSAA Gen 2 or 3) or Airflow 3 (MSAA Gen 3). Phase 1: Discovery & Download Before making any changes, download the existing DAG files if explicitly requested. Inspect the source environment to confi...
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5305 wind-alice wind-alice/alicemarket
wind-alice 一个 CLI：把用户问题 + 指定的 Alice Skill（中文或英文名均可） 送到万得 Alice Agent 接口，按 SSE 流式拉取并打印 agentResult.value 。 关键机制（必读） 实测：Alice 服务端 不是 通过 selectedSkillIds / activatedSkills 来选择 Skill 的，而是通过 prompt 文本前缀 （按问句语言二选一）： 问句含中文：使用「<中文 Skill 名>」技能：<原 prompt> 问句全英文：Using "<英文 Skill 名>" skill:<原 prompt> 同时把 chatMode 切到 "12" 、 originalChatMode 设为 "4" ，且 不携带 metadata.agentCard 。本 CLI 已在 buildBody 里封装这套行为；外部只需要传 --skill "<Skill 名>" 。 因此： Show more Installs 3.1K Repository wind-alice/alicemarket GitHub Stars 106 F...
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5306 principle-boundary-discipline cursor/plugins
Boundary Discipline Place validation, type narrowing, and error handling at system boundaries. Trust internal code unconditionally. Business logic lives in pure functions; the shell is thin and mechanical. Why: Scattered validation is noisy, redundant, and gives a false sense of safety. Validate data once at the boundary. Keep logic out of framework wiring so it can be tested without the framework. The pattern: At boundaries (CLI args, config files, external APIs, network protocols): validate, r...
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5307 create-react-native-library callstackincubator/agent-skills
Create React Native Library Overview Use this skill to scaffold a standalone React Native library or a local library inside an existing app, then continue with the correct implementation docs. Examples: JS-only library that may use other React Native libraries Native modules that expose native functionality to JavaScript Native UI components that render native views in React Native Choose one flow first: Use [scaffold-library.md][scaffold-library] when creating a new library that may be publishe...
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5308 html-plan plannotator/effective-html
HTML Plan Review the files throughout references/html-effectiveness/ . After reviewing them, create an HTML file for the plan in a similar style. Keep it pragmatic and simple. Always include dark mode: hand-rolled CSS variables on :root / html.dark , a small theme toggle button, localStorage persistence, and an apply-before-paint script in <head> (default to prefers-color-scheme ). Installs 517 Repository plannotator/eff…ive-html GitHub Stars 931 First Seen 7 days ago Security Audits Gen Agent T...
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5309 security-generate-security-sample-data elastic/agent-skills
Generate Security Sample Data Generate ECS-compliant security events, multi-step attack scenarios, and synthetic alert documents that populate Elastic Security dashboards, the Alerts tab, and Attack Discovery. Quick start For a zero-friction experience that generates everything and opens Kibana: node skills/security/generate-security-sample-data/scripts/demo-walkthrough.js Workflow - [ ] Step 1: Set environment variables - [ ] Step 2: Generate sample data - [ ] Step 3: Explore in Kibana - [ ] St...
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5310 phaser-core gamedev-skills/awesome-gamedev-agent-skills
Phaser 4 Core Set up the foundation of a Phaser game: the Game config, the Scene lifecycle, asset loading, cameras, and passing data between scenes. Targets Phaser 4.2 for new projects; keep an existing Phaser 3.90 project on its pinned major unless the user explicitly asks for a migration. When to use Use when starting a Phaser game, wiring the Phaser.Game config, structuring Scene s, loading assets in preload , or fixing scene transitions and shared state. Use when the project has phaser in pa...
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5311 learn rohitg00/ai-engineering-from-scratch
Learn: From Raw Materials to Published Output Prefix your first line with 🥷 inline, not as its own paragraph. Your role: collect, organize, translate, explain, structure. You support the user's thinking; you do not replace it. Pre-check Check whether /read and /write skills are installed (look for their SKILL.md in the skills directories). Warn if missing, do not block: /read missing -- Phase 1 fetch falls back to native WebFetch / curl ; coverage on paywalled, JS-heavy, and Chinese-platform pag...
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5312 ima-sdk-client-side google/skills
IMA SDK client-side The Google IMA SDK (Interactive Media Ads) lets you load in-stream video and audio ads into websites, apps, TVs and other digital platforms. Use an IMA SDK to request ads from any VAST-compliant ad server and manage ad playback. Prerequisites Before integrating the IMA SDK, you must read the platform-specific guide below to support all platforms that your app can support: Web/HTML5/ReactJs/NodeJs/Angular: Read all these guides ima-sdk-web-guide.md , ima-sdk-web-iframe-mode.md...
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5313 xcode-project-analyzer avdlee/xcode-build-optimization-agent-skill
Xcode Project Analyzer Use this skill for project- and target-level build inefficiencies that are unlikely to be solved by source edits alone. Core Rules Recommendation-first by default. Require explicit approval before changing project files, schemes, or build settings. Prefer measured findings tied to timing summaries, build logs, or project configuration evidence. Distinguish debug-only pain from release-only pain. What To Review scheme build order and target dependencies debug vs release bui...
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5314 auth-sec yaklang/hack-skills
Authentication and Authorization Router This is the routing entry point for authentication, sessions, and authorization boundaries. Use it to decide whether the issue is mainly login mechanics, object-level authorization, browser trust boundaries, or identity protocols such as OAuth/JWT/SAML before going deeper. When to Use The target includes login, registration, password reset, 2FA, sessions, JWT, OAuth, or SSO You suspect object authorization flaws, cross-tenant access, cross-origin reads, CS...
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5315 linear-tickets stablyai/orca
Linear Tickets (Legacy Name) This file is a discovery stub, not the usage guide. linear-tickets is the legacy bundled name for orca-linear ; both resolve to the same Linear CLI ( orca linear ... ). The full, version-matched reference is served by the orca binary itself — kept out of this file on purpose so it can never drift from the binary that will actually run your commands. Engage Orca's Linear CLI whenever you work a Linear-linked task: read linked ticket context, post completion updates, m...
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5316 directconnect aws/agent-toolkit-for-aws
AWS Direct Connect Overview Domain expertise for configuring AWS Direct Connect, the service that gives a customer a private, consistent network link between their own data center or colocation and AWS instead of routing over the public internet. Covers choosing a connection model and completing the cross connect, creating virtual interfaces and bringing up Border Gateway Protocol (BGP), reaching many VPCs through a Direct Connect gateway, encrypting traffic in transit, making the connection res...
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5317 cournot cournot-ai/cournot-skills
Cournot Use only for /cournot or an explicit request to use Cournot. Reply in the user's language. The API supplies the assessment and evidence; never invent a second estimate. Customer communication Apply these principles silently to every customer-facing message, across queries, account operations, payments, recovery and troubleshooting. They govern how to write; they are not content to announce or explain to the customer: Ground the reply in the actual request and client result. Explain the c...
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5318 dx-pkg-post-install-configure forcedotcom/sf-skills
When to Use This Skill Use when automating post-install configuration for any Salesforce managed package. This skill reads the package's post-install documentation, discovers available execution methods, and automates the configuration steps — including permission sets, object/field permissions, page layouts, Visualforce page access, and tab settings. Input Required: Package name (e.g., LMA , FMA , work.com ) Optional: Path to post-install doc (PDF, markdown, URL) If no doc is provided, ask the ...
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5319 contacts-framework dpearson2699/swift-ios-skills
Contacts Framework Fetch, create, update, and pick contacts from the user's Contacts database using CNContactStore , CNSaveRequest , and CNContactPickerViewController . Targets Swift 6.2 / iOS 26+. Contents Setup Authorization Fetching Contacts Key Descriptors Creating and Updating Contacts Contact Picker Observing Changes Common Mistakes Review Checklist References Setup Project Configuration Add NSContactsUsageDescription to Info.plist explaining why the app accesses contacts No additional cap...
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5320 vip-knowledge-inject api/git
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5321 api-authorization-and-bola yaklang/hack-skills
SKILL: API Authorization and BOLA — Object Access, Function Access, and Mass Assignment AI LOAD INSTRUCTION : Use this skill when an API exposes object IDs, nested resources, or role-sensitive functions and you need a focused authorization test path: BOLA, BFLA, method abuse, and hidden field control. 1. CORE TEST LOOP Create Account A and Account B. As Account A, capture create, read, update, and delete flows. Replay with Account B's token. Test sibling endpoints, nested endpoints, and alternat...
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5322 ads-math agricidaniel/claude-ads
PPC Financial Calculator & Modeling Process Ask the user what calculation they need (or detect from context) Collect required inputs (from pasted data, exports, or verbal description) Perform calculations with clear formulas shown Present results with interpretation and recommendations Flag any concerning metrics or benchmarks Calculators 1. CPA Calculator CPA = Total Spend / Total Conversions Show more
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5323 principle-type-system-discipline cursor/plugins
Type System Discipline The type checker is a proof assistant. Use it to eliminate impossible states, mismatched primitives, and unhandled variants at compile time. A case the types let you ignore becomes a runtime failure the compiler could have stopped. Prefer defining errors and special cases out of existence over proliferating handlers; unrepresentable states, total functions, and interface redesign (the patterns below) are the tools. Applies to any typed language. Skills like typescript-best...
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5324 unity-scriptableobjects gamedev-skills/awesome-gamedev-agent-skills
Unity ScriptableObject Architecture Use ScriptableObject assets to store shared data and decouple systems in Unity 6.3 LTS — configuration, event channels, and registries that live as project assets instead of being hard-wired into scenes or singletons. Targets Unity 6.3 LTS (6000.3) . When to use Use when you need designer-editable config (weapon stats, level data), to share one value between unrelated systems, to decouple senders from listeners via event channels, or to build a runtime registr...
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5325 unity-input-system gamedev-skills/awesome-gamedev-agent-skills
Unity Input System (new) Read input through Unity's Input System package ( com.unity.inputsystem , 1.x) — action-based, device-agnostic, rebindable. Targets Unity 6.3 LTS . This is the modern replacement for the legacy Input.GetAxis / Input.GetKey Input Manager. When to use Use when setting up movement/jump/fire input, defining an .inputactions asset with action maps and control schemes, wiring a PlayerInput component, reading a Vector2 stick/WASD value, or handling gamepad + keyboard + touch fr...
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5326 game-jam gamedev-skills/awesome-gamedev-agent-skills
Game Jam Turn a theme and a fixed deadline into a finished, submitted game. This is a planning and scope-control playbook, not engine code: the win condition is something submitted and playable , not the game you imagined . When to use Use when entering a timed jam (Ludum Dare, GMTK Jam, Global Game Jam, a weekend jam), scoping a 48-hour build, or deciding what to cut to hit a deadline. Use when the user asks "what can I actually build in a weekend" or "how do I submit to this jam". When not to ...
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5327 itch-publish gamedev-skills/awesome-gamedev-agent-skills
itch.io Publish (butler) Get a build onto an itch.io page and keep it updated. The page is created in the browser; all uploads go through butler , itch.io's command-line tool, with one command you'll use forever: butler push . butler diffs against the previous build and uploads only what changed. Deep CI/CD and flag detail lives in references/butler-ci.md . When to use Use when creating/updating an itch.io project page, installing or logging in to butler, uploading a build with butler push , cho...
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5328 aws-security aws/agent-toolkit-for-aws
AWS Security STOP — Do not answer from general knowledge. Before responding to any security service question, match the user's request against the sub-skill registry below and follow its procedure. If the procedure says to load a reference file, you MUST read it before providing operational guidance. Never skip the routing step. AWS Security services provide threat detection (GuardDuty), vulnerability management (Inspector), unified security dashboard and exposure analysis (Security Hub), compli...
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5329 ui-imgui unity-technologies/skills
Before proceeding: If the user is asking about creating a new editor window, custom inspector, or PropertyDrawer without explicitly mentioning IMGUI/OnGUI, recommend using UI Toolkit (CreateGUI) instead, as it's the modern approach. Only proceed with IMGUI if: User is modifying existing IMGUI code User explicitly requests IMGUI/immediate mode The project exclusively uses IMGUI for editor tools When activated, read the reference files: references/templates.md — EditorWindow, Inspector, PropertyDr...
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5330 p-video skills-shell/superpowers
Pruna P-Video Generation Generate videos with Pruna's optimized video models via inference.sh CLI. Quick Start Requires inference.sh CLI ( infsh ). Get installation instructions: npx skills add inference-sh/skills@agent-tools infsh login infsh app run pruna/p-video --input '{"prompt": "drone shot flying over a forest at sunset"}' Pruna Video Models Pruna optimizes AI models for speed without sacrificing quality. Model App ID Best For P-Video pruna/p-video Text-to-video, image-to-video, with audi...
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5331 ce-work everyinc/compound-engineering-plugin
Work Execution Command Execute work efficiently while maintaining quality and finishing features. Introduction This command takes a work document (plan or specification) or a bare prompt describing the work, and executes it systematically. The focus is on shipping complete features by understanding requirements quickly, following existing patterns, and maintaining quality throughout. Input Document <input_document> $ARGUMENTS </input_document> Execution Workflow Phase 0: Input Triage Determine h...
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5332 injection-checking yaklang/hack-skills
Injection Testing Router 这是输入进入危险解释器或执行环境时的分类入口。 它适合在确认“这是注入类问题”之后，继续判断更偏向浏览器上下文、数据库、模板引擎、服务端请求、XML 解析器还是系统命令。 When to Use 输入会进入 HTML、JS、SQL、模板、URL 提取器、XML 解析器或 shell 你还没决定应该先走 XSS、SQLi、SSRF、XXE、SSTI、CMDi 还是 NoSQL 你需要按输入流向选择正确的深度专题 skill Skill Map XSS Cross Site Scripting SQLi SQL Injection SSRF Server Side Request Forgery XXE XML External Entity SSTI Server Side Template Injection CMDi Command Injection NoSQL Injection Deserialization Insecure JNDI Injection Expression Language Injection CRLF I...
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5333 kubernetes-pentesting yaklang/hack-skills
SKILL: Kubernetes Pentesting — Expert Attack Playbook AI LOAD INSTRUCTION : Expert Kubernetes attack techniques. Covers API server access, RBAC escalation, service account token abuse, etcd secrets extraction, Kubelet API exploitation, cloud IMDS access (EKS/GKE/AKS), admission webhook bypass, and network policy evasion. Base models miss the distinction between namespace-scoped and cluster-scoped RBAC, and overlook Kubelet's unauthenticated API. 0. RELATED ROUTING Before going deep, consider loa...
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5334 local-seo every-app/open-seo
OpenSEO Local SEO Goal Work out why a business does or does not show up in Google Maps and the local pack near its customers, and what to fix first. Use this when rankings depend on a physical location or service area. For national organic work, use competitor-analysis or keyword-research . Required inputs projectId The business: name, or a cid / placeId (most reliable) Its coordinate (latitude/longitude) — derive it from a search_local_businesses / get_local_serp_results row; only ask the user ...
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5335 developer-community-moderation samber/developer-relations-skills
Developer Community Moderation You are a community operations lead who writes behavioural policy that a small, tired team can actually execute. Your deliverables are a published code of conduct and the private runbook that makes it real. One rule organises everything below: "a code of conduct that isn't (or can't be) enforced is worse than no code of conduct at all" (opensource.guide). So never ship the document alone - ship the process, the people, and the platform controls that make it true. T...
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5336 developer-journey-map samber/developer-relations-skills
Developer Journey Map You are a developer relations strategist mapping how a developer travels from never having heard of a technology to depending on it - and sometimes to speaking for it. Produce the map and the leak diagnosis. Do not fix the stages. The output is a developer journey map : one table, one row per stage, plus a short diagnosis naming the one stage to work on next. It is a decision artefact, not a poster, and every row must answer: what observable event proves a developer left th...
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5337 version-migration-guide samber/developer-relations-skills
Version Migration Guide You are a developer-documentation specialist. You produce one artefact: the document that carries a working project from version N to version N+1 with the least reading, the fewest surprises, and no trips into the source code. A migration guide is a how-to in the Diátaxis sense - goal-oriented, assumes competence, teaches nothing. The changelog says what happened; the guide says what the reader must now do, in the order they must do it. Every sentence that does not change...
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5338 tech-press-relations samber/developer-relations-skills
Tech Press Relations You are a press-relations lead for developer-facing products. You decide whether there is a story, shape it into something a technical reporter can write, put it in front of the right humans at the right time, and tell the user honestly what the resulting coverage is worth. Press does not convert developers. A developer who reads an article goes to the repository or the docs and decides there: in a 2020 survey of 115 developers, tool selection ran on maturity, usability and ...
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5339 sentry-sdk-setup getsentry/sentry-for-ai
All Skills Sentry SDK Setup Set up Sentry error monitoring, tracing, and session replay in any language or framework. This page helps you find the right SDK skill for your project. How to Fetch Skills Use curl to download skills — they are 10–20 KB files that fetch tools often summarize, losing critical details. curl -sL https://skills.sentry.gg/sentry-nextjs-sdk/SKILL.md Append the path from the Path column in the table below to https://skills.sentry.gg/ . Do not guess or shorten URLs. Start He...
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5340 php-best-practices asyrafhussin/agent-skills
PHP Best Practices Modern PHP 8.x patterns, PSR standards, type system best practices, and SOLID principles. Contains 45+ rules for writing clean, maintainable PHP code. When to Apply Reference these guidelines when: Writing or reviewing PHP code Implementing classes and interfaces Using PHP 8.x modern features Ensuring type safety Following PSR standards Applying design patterns Rule Categories by Priority Priority Category Impact Prefix 1 Type System CRITICAL type- 2 Modern Features CRITIC...
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5341 spec klerith/fernando-skills
Contains Shell Commands This skill contains shell command directives ( !`command` ) that may execute system commands. Review carefully before installing. /spec — Guided spec designer Session context Today's date (use this for the spec header, never guess it): ! date +%F Specs that already exist: ! ls specs/ 2>/dev/null || echo "The specs/ folder does not exist yet" This skill helps you produce a useful spec following the spec-driven method. You don't write code here. Your job is to help the user...
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5342 threejs-gltf-loading gamedev-skills/awesome-gamedev-agent-skills
three.js glTF Loading Load .gltf / .glb models and play their animations in three.js, including compressed geometry (DRACO/Meshopt) and textures (KTX2). Patterns target r184 ; preserve an existing project's pinned release unless migration is requested. When to use Use to import a 3D model, add it to the scene, inspect its node hierarchy, and play baked/skinned animation clips with an AnimationMixer . Use when files are .gltf / .glb , or code imports GLTFLoader / DRACOLoader / KTX2Loader from thr...
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5343 unity-physics gamedev-skills/awesome-gamedev-agent-skills
Unity Physics (Rigidbody / PhysX) Make objects move, collide, and detect each other with Unity 6.3 LTS's built-in 3D physics (PhysX). Get the FixedUpdate discipline, trigger-vs-collision rules, and collision layers right. Targets Unity 6.3 LTS (6000.3) . Unity 6.3 LTS rename: Rigidbody.velocity is now Rigidbody.linearVelocity (the old name is deprecated). Code copied from older tutorials will warn or fail to compile. When to use Use when giving an object physical motion (forces, velocity, gravit...
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5344 jobkorea-talent-search nomadamas/k-skill
jobkorea-talent-search 잡코리아 기업 인재검색에서 유료 열람/포지션 제안 전에 현재 보이는 마스킹 이력서와 목록 정보를 비교해 “열람할 만한 후보”를 추천한다. 개발자 전용이 아니며 모든 직무에 role-adaptive하게 적용한다. Use when 사용자가 잡코리아에서 후보를 찾아달라고 요청한다. 기업회원 로그인 세션에서 마스킹 이력서/목록을 비교해야 한다. 유료 열람 전 shortlist, 점수, 근거, 리스크, 후보 URL이 필요하다. Hard boundaries Allowed: 잡코리아 기업회원 브라우저 세션 열기 및 검색 필터 입력 현재 보이는 마스킹 목록/이력서/프로필 읽기 후보 분석, 점수화, shortlist 작성, 유료 열람 추천 Show more Installs 831 Repository nomadamas/k-skill GitHub Stars 6.6K First Seen Jun 21, 2026 Security Audits Gen Agent Trus...
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5345 p-video-avatar skills-shell/superpowers
Install the belt CLI skill: npx skills add belt-sh/cli Pruna P-Video-Avatar Generate talking head avatar videos from a single portrait image via inference.sh CLI. P-Video-Avatar is the fastest and most cost-effective avatar video model available. Quality on par with Veo 3.0, 18x faster and 6x cheaper than alternatives like Fabric, OmniHuman, and HeyGen. Quick Start Requires inference.sh CLI ( belt ). Install instructions belt login Show more Installs 2.6K Repository 101-skills/superpowers First ...
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5346 gpt-image skills-shell/superpowers
Install the belt CLI skill: npx skills add belt-sh/cli GPT-Image-2 Generate and edit images with OpenAI's GPT-Image-2 via inference.sh CLI. Quick Start Requires inference.sh CLI ( belt ). Install instructions belt login belt app run openai/gpt-image-2 --input '{"prompt": "a cat astronaut floating in space"}' Capabilities Show more Installs 2.6K Repository 101-skills/superpowers First Seen Aug 31, 2026 Security Audits Gen Agent Trust Hub Pass Socket Warn Snyk Pass
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5347 p-image skills-shell/superpowers
Pruna P-Image Generation Generate images with Pruna's optimized P-Image models via inference.sh CLI. Quick Start Requires inference.sh CLI ( infsh ). Get installation instructions: npx skills add inference-sh/skills@agent-tools infsh login infsh app run pruna/p-image --input '{"prompt": "a futuristic cityscape at sunset"}' P-Image Models Pruna optimizes AI models for speed without sacrificing quality. Model App ID Best For P-Image pruna/p-image Fast text-to-image, multiple aspect ratios P-Image-...
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5348 devrel-content-calendar samber/developer-relations-skills
DevRel Content Calendar You are a developer-relations content planner. You turn a pile of ideas, fixed dates, and limited reviewer time into a dated quarterly plan the team can actually ship. Content plans do not fail for lack of ideas. They fail on capacity - review passes nobody counted - and on slots nobody owns. Make both constraints explicit before the calendar exists, then keep the calendar inside them. Interview Ask these one at a time, multiple-choice when possible, and stop once you can...
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5349 developer-tutorial samber/developer-relations-skills
Developer Tutorial You are a developer-education specialist. You produce one artefact: a tutorial that takes a learner who cannot yet do something and leaves them able to do it, having built a working thing with their own hands along the way. A tutorial is not a quickstart. A quickstart proves the product works; a tutorial builds a skill the learner keeps. Spend the extra time that buys on teaching, never on options, theory, or feature tours. Every number in this skill is one of two kinds, class...
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5350 oss-issue-triage samber/developer-relations-skills
OSS Issue Triage You design the system that decides how a project's incoming issues and pull requests get handled - labels, intake, response promise, duty rotation, closing rules - sized to the capacity the maintainers actually have. The queue is not out of control because the labels are wrong. It is out of control because inflow exceeds available attention and no written rule says what happens to the difference. Make that arithmetic explicit, then design around it. Machine-generated submissions...
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