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总 Skills
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# Skill 仓库 描述 安装量
4751 web-crawler starchild-ai-agent/official-skills
Web crawler Use this only after the normal web_fetch path fails, returns unusable boilerplate, or the user specifically asks for YouTube video content/transcript. Prefer native tools first; paid fallback calls should be deliberate and scoped. What each service is for SerpApi is only for YouTube-related retrieval: engine=youtube to search YouTube and discover candidate videos. engine=youtube_video to fetch video metadata, description, chapters, related videos, and the transcript discovery link. e...
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4752 feedback-mastery softaworks/agent-toolkit
Feedback Conversations Overview This skill provides frameworks for navigating difficult workplace conversations and delivering effective feedback. Whether you're addressing performance issues, resolving conflicts, or giving constructive feedback, these structured approaches lead to better outcomes. Core insight: Research shows that employees who approach difficult conversations with preparation and a clear framework are 60% more likely to reach a positive resolution than those who engage without...
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4753 domain-name-brainstormer softaworks/agent-toolkit
Domain Name Brainstormer This skill helps you find the perfect domain name for your project by generating creative options and checking what's actually available to register. When to Use This Skill Starting a new project or company Launching a product or service Creating a personal brand or portfolio site Rebranding an existing project Registering a domain for a side project Finding available alternatives when your first choice is taken What This Skill Does Show more Installs 3.9K Repository com...
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4754 react-useeffect softaworks/agent-toolkit
You Might Not Need an Effect Effects are an escape hatch from React. They let you synchronize with external systems. If there is no external system involved, you shouldn't need an Effect. Quick Reference Situation DON'T DO Derived state from props/state useState + useEffect Calculate during render Expensive calculations useEffect to cache useMemo Reset state on prop change useEffect with setState key prop User event responses useEffect watching state Event handler directly Notify parent of chang...
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4755 plugin-forge softaworks/agent-toolkit
CC Plugin Forge Purpose Build and manage Claude Code plugins with correct structure, manifests, and marketplace integration. Includes workflows, automation scripts, and reference docs. When to Use Creating new plugins for a marketplace Adding/modifying plugin components (commands, skills, agents, hooks) Updating plugin versions Working with plugin or marketplace manifests Setting up local plugin testing Publishing plugins Getting Started Create New Plugin Use create_plugin.py to generate plugin ...
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4756 daily-meeting-update softaworks/agent-toolkit
Daily Meeting Update Generate a daily standup/meeting update through an interactive interview . Never assume tools are configured—ask first. Workflow START │ ▼ ┌─────────────────────────────────────────────────────┐ │ Phase 1: DETECT & OFFER INTEGRATIONS │ │ • Check: Claude Code history? gh CLI? jira CLI? │ │ • Claude Code → Pull yesterday's session digest │ │ → User selects relevant items via multiSelect │ │ • GitHub/Jira → Ask user, pull if approved │ │ • ...
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4757 difficult-workplace-conversations softaworks/agent-toolkit
Difficult Conversations Skill A structured framework for approaching challenging workplace conversations including conflicts, performance issues, sensitive feedback, and emotionally charged discussions. When to Use This Skill Preparing for a challenging conversation with a colleague Addressing performance issues with a team member Delivering difficult feedback to a peer or manager Navigating conflict between team members Discussing sensitive topics (salary, promotion, termination) Handling emoti...
 3.9K
4758 add-provider-doc lobehub/lobehub
Adding New AI Provider Documentation Complete workflow for adding documentation for a new AI provider. Overview Create usage documentation (EN + CN) Add environment variable documentation (EN + CN) Update Docker configuration files Update .env.example Prepare image resources Step 1: Create Provider Usage Documentation Required Files docs/usage/providers/{provider-name}.mdx (English) docs/usage/providers/{provider-name}.zh-CN.mdx (Chinese) Key Requirements 5-6 screenshots showing the process Cove...
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4759 aso-audit eronred/aso-skills
ASO Audit Analyze App Store and Google Play listings against ASO best practices. Fetches live listing data, scores metadata, visuals, and ratings, then produces a prioritized action plan. When to Use User shares an App Store or Google Play URL User asks to audit or optimize an app listing User wants to compare their app against competitors User asks about app store ranking, visibility, or download conversion Before Auditing Check for product marketing context first: If .agents/product-marketing-...
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4760 uml markdown-viewer/skills
UML Diagram Generator Quick Start: Choose diagram type → Define classes/objects/actors → Add relationships/edges → Use appropriate shapes and arrow styles → Wrap in ```drawio fence. ⚠️ IMPORTANT: Always use ```drawio code fence. NEVER use ```xml — it will NOT render as a diagram. Critical Rules 🔗 This is a drawio-derived skill. All structure, layout, and edge routing rules inherit from drawio SKILL.md . Read the base rules first. UML-specific additions: Use standard UML shapes: shape=umlLifeline...
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4761 game-changing-features softaworks/agent-toolkit
10x Mode You are a product strategist with founder mentality. We're not here to add features—we're here to find the moves that 10x the product's value. Think like you own this. What would make users unable to live without it? No Chat Output : ALL responses go to .claude/docs/ai/<product-or-area>/10x/session-N.md No Code : This is pure strategy. Implementation comes later. The Point Most product work is incremental: fix bugs, add requested features, polish edges. That's necessary but not sufficie...
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4762 browser-screenshot zc277584121/marketing-skills
Skill: Browser Screenshot Take focused screenshots of specific regions on web pages — a Reddit post, a tweet, an article section, a chart, etc. — not just a full-page dump. Prerequisite : agent-browser must be installed and Chrome must have remote debugging enabled. See references/agent-browser-setup.md if unsure. Overview This skill handles the full pipeline: Research the best page to screenshot (web search, fetch) Navigate to the right page in the browser Locate the target element/region on th...
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4763 user-story deanpeters/product-manager-skills
Purpose Create clear, concise user stories that combine Mike Cohn's user story format with Gherkin-style acceptance criteria. Use this to translate user needs into actionable development work that focuses on outcomes, ensures shared understanding between product and engineering, and provides testable success criteria. This is not a feature spec—it's a conversation starter that captures who benefits, what they're trying to do, why it matters, and how you'll know it works. Key Concepts The Mike Co...
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4764 youtube-clipper op7418/youtube-clipper-skill
YouTube 视频智能剪辑工具 Installation: If you're installing this skill from GitHub, please refer to README.md for installation instructions. The recommended method is npx skills add https://github.com/op7418/Youtube-clipper-skill. 工作流程 你将按照以下 6 个阶段执行 YouTube 视频剪辑任务： 阶段 1: 环境检测 目标: 确保所有必需工具和依赖都已安装 检测 yt-dlp 是否可用 yt-dlp --version 检测 FFmpeg 版本和 libass 支持 优先检查 ffmpeg-full（macOS） /opt/homebrew/opt/ffmpeg-full/bin/ffmpeg -version 检查标准 FFmpeg ffmpeg -version 验证 libass 支持（字幕烧录必需） ffmpeg -filters ...
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4765 provider-resources hashicorp/agent-skills
Terraform Provider Resources Implementation Guide Overview This guide covers developing Terraform Provider resources and data sources using the Terraform Plugin Framework. Resources represent infrastructure objects that Terraform manages through Create, Read, Update, and Delete (CRUD) operations. References: Terraform Plugin Framework Resource Development Data Source Development File Structure Resources follow the standard service package structure: internal/service/<service>/ ├── <resource...
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4766 naming-analyzer softaworks/agent-toolkit
Naming Analyzer Skill Suggest better variable, function, and class names based on context and conventions. Instructions You are a naming convention expert. When invoked: Analyze Existing Names : Variables, constants, functions, methods Classes, interfaces, types Files and directories Database tables and columns API endpoints Identify Issues : Unclear or vague names Abbreviations that obscure meaning Inconsistent naming conventions Misleading names (name doesn't match behavior) Too short or too l...
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4767 p2p binance/binance-skills-hub
Binance P2P Trading Skill Help users interact with Binance P2P (C2C) via natural-language queries. When to Use / When NOT to Use Use this skill when the user wants to: Check P2P buy/sell quotes for a crypto/fiat pair (e.g., USDT/CNY). Search P2P advertisements and filter by payment method(s), limits, merchant quality. Compare prices across payment methods (e.g., Alipay vs bank transfer). View their own P2P order history / summary (requires API key). Do NOT use this skill when the user asks about...
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4768 design-is thedotmack/claude-mem
Design Is Do not use for Routine UI code reviews → use /review Pure copy edits → use a separate copy pass Pre-design ideation with no artifact yet → start with /make-plan directly You are an ORCHESTRATOR. Audit a design against Dieter Rams' ten principles, score each principle with evidence, decide the outcome verdict (NEW / REFINE / REDESIGN), and hand off to /make-plan with a ready-to-run prompt. You do not write implementation code. You produce: evidence-cited scores, a verdict, and a /make-p...
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4769 swiftdata dpearson2699/swift-ios-skills
SwiftData Persist, query, and manage structured data in iOS 26+ apps using SwiftData with Swift 6.2. Contents Model Definition ModelContainer Setup CRUD Operations @Query in SwiftUI Predicate FetchDescriptor Schema Versioning and Migration Concurrency (@ModelActor) SwiftUI Integration Common Mistakes Review Checklist References Model Definition Apply @Model to a class (not struct). Generates PersistentModel , Observable , Sendable . @Model class Trip { var name : String var destination : String ...
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4770 design-system anthropics/knowledge-work-plugins
Design System Token architecture, component specifications, systematic design, slide generation. When to Use Design token creation Component state definitions CSS variable systems Spacing/typography scales Design-to-code handoff Tailwind theme configuration Slide/presentation generation Token Architecture Load: references/token-architecture.md Three-Layer Structure Show more Installs 4.4K Repository nextlevelbuilde…ax-skill GitHub Stars 101.7K First Seen 12 days ago Security Audits Gen Agent Tru...
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4771 mcp-developer jeffallan/claude-skills
MCP Developer Senior MCP (Model Context Protocol) developer with deep expertise in building servers and clients that connect AI systems with external tools and data sources. Role Definition You are a senior MCP developer with expertise in protocol implementation, SDK usage (TypeScript/Python), and production deployment. You build robust MCP servers that expose resources, tools, and prompts to Claude and other AI systems while maintaining security, performance, and developer experience standar...
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4772 sentry-create-alert getsentry/sentry-for-ai
All Skills > Feature Setup > Create Alert Create Sentry Alert Create alerts via Sentry's workflow engine API. Note: This API is currently in beta and may be subject to change. It is part of New Monitors and Alerts and may not be viewable in the legacy Alerts UI. Invoke This Skill When User asks to "create a Sentry alert" or "set up notifications" User wants to be emailed or notified when issues match certain conditions User mentions priority alerts, de-escalation alerts, or workflow automations ...
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4773 literature-review lingzhi227/agent-research-skills
Literature Review Use this skill when the task is to find, screen, synthesize, and cite a body of academic or technical literature. When to Use Building a systematic, scoping, or narrative literature review. Synthesizing the state of the art for a research question. Finding gaps, contradictions, or future-work directions. Preparing citation-backed background sections for papers or reports. Comparing evidence across peer-reviewed papers, preprints, patents, and technical reports. Review Types Sho...
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4774 building-storefronts medusajs/medusa-agent-skills
Medusa Storefront Development Frontend integration guide for building storefronts with Medusa. Covers SDK usage, React Query patterns, and calling custom API routes. When to Apply Load this skill for ANY storefront development task, including: Calling custom Medusa API routes from the storefront Integrating Medusa SDK in frontend applications Using React Query for data fetching Implementing mutations with optimistic updates Error handling and cache invalidation Also load building-with-medus...
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4775 orch-fix-defect affaan-m/ecc
orch-fix-defect Actor · action · target: orch · fix · defect . Thin wrapper over the shared engine in orch-pipeline . When to Use Something is broken : wrong output, an error, a crash, a regression. Distinguish from siblings: behavior is correct but you want it different → orch-change-feature . the capability does not exist yet → orch-add-feature . Operation settings Show more Installs 909 Repository affaan-m/ecc GitHub Stars 239.2K First Seen Jun 7, 2026 Security Audits Gen Agent Trust Hub Pass...
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4776 orch-refine-code affaan-m/ecc
orch-refine-code Actor · action · target: orch · refine · code . Thin wrapper over the shared engine in orch-pipeline . When to Use Same behavior, better structure : extract modules, remove duplication, kill dead code, reduce nesting, rename for clarity. Distinguish from siblings: if behavior is meant to change at all, this is the wrong skill ( orch-change-feature / orch-fix-defect ). Operation settings Show more Installs 907 Repository affaan-m/ecc GitHub Stars 239.2K First Seen Jun 7, 2026 Sec...
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4777 swiftui-liquid-glass dpearson2699/swift-ios-skills
SwiftUI Liquid Glass Overview Use this skill to build or review SwiftUI features that fully align with the iOS 26+ Liquid Glass API. Prioritize native APIs (glassEffect, GlassEffectContainer, glass button styles) and Apple design guidance. Keep usage consistent, interactive where needed, and performance aware. Workflow Decision Tree Choose the path that matches the request: 1) Review an existing feature Inspect where Liquid Glass should be used and where it should not. Verify correct modifie...
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4778 orch-change-feature affaan-m/ecc
orch-change-feature Actor · action · target: orch · change · feature . Thin wrapper over the shared engine in orch-pipeline . When to Use An existing feature works , but the desired behavior is different ("change", "adjust", "make it also …", "instead of X do Y"). Distinguish from siblings: not broken → not orch-fix-defect (no bug to reproduce). not new → not orch-add-feature (the capability already exists). Operation settings Show more Installs 904 Repository affaan-m/ecc GitHub Stars 239.2K Fi...
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4779 internal-comms composiohq/awesome-claude-skills
When to use this skill To write internal communications, use this skill for: 3P updates (Progress, Plans, Problems) Company newsletters FAQ responses Status reports Leadership updates Project updates Incident reports How to use this skill To write any internal communication: Identify the communication type from the request Load the appropriate guideline file from the examples/ directory: examples/3p-updates.md - For Progress/Plans/Problems team updates examples/company-newsletter.md - For compan...
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4780 wp-abilities-api wordpress/agent-skills
WP Abilities API When to use Use this skill when the task involves: registering abilities or ability categories in PHP, exposing abilities to clients via REST ( wp-abilities/v1 ), consuming abilities in JS (notably @wordpress/abilities ), diagnosing “ability doesn’t show up” / “client can’t see ability” / “REST returns empty”. Inputs required Repo root (run wp-project-triage first if you haven’t). Target WordPress version(s) and whether this is WP core or a plugin/theme. Where the change should ...
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4781 spring-data-jpa giuseppe-trisciuoglio/developer-kit
Spring Data JPA Overview To implement persistence layers with Spring Data JPA, create repository interfaces that provide automatic CRUD operations, entity relationships, query methods, and advanced features like pagination, auditing, and performance optimization. When to Use Use this Skill when: Implementing repository interfaces with automatic CRUD operations Creating entities with relationships (one-to-one, one-to-many, many-to-many) Writing queries using derived method names or custom @Query ...
 3.9K
4782 market-news-analyst tradermonty/claude-trading-skills
Market News Analyst Overview This skill enables comprehensive analysis of market-moving news events from the past 10 days, focusing on their impact on US equity markets and commodities. The skill automatically collects news from trusted sources using WebSearch and WebFetch tools, evaluates market impact magnitude, analyzes actual market reactions, and produces structured English reports ranked by market impact significance. Prerequisites Tools: WebSearch and WebFetch tools must be available for ...
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4783 raffle-winner-picker composiohq/awesome-claude-skills
Raffle Winner Picker This skill randomly selects winners from lists, spreadsheets, or Google Sheets for giveaways and contests. When to Use This Skill Running social media giveaways Picking raffle winners at events Randomly selecting participants for surveys or tests Choosing winners from contest submissions Fair distribution of limited spots or resources Random team assignments What This Skill Does Random Selection : Uses cryptographically random selection Multiple Sources : Works with CSV, Exc...
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4784 unit-test-boundary-conditions giuseppe-trisciuoglio/developer-kit
Unit Testing Boundary Conditions and Edge Cases Overview This skill provides systematic patterns for testing boundary conditions, edge cases, and limit values using JUnit 5. It covers numeric boundaries (Integer.MIN_VALUE, MAX_VALUE), string edge cases (null, empty, whitespace), collection boundaries, floating-point precision, date/time limits, and concurrent access patterns. When to Use Use this skill when: Testing minimum and maximum values Testing null and empty inputs Testing whitespace-only...
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4785 turborepo-monorepo giuseppe-trisciuoglio/developer-kit
Turborepo Monorepo Overview Provides comprehensive guidance for working with Turborepo monorepos in TypeScript/JavaScript projects. Turborepo is a high-performance build system written in Rust that optimizes task execution through intelligent caching, parallelization, and dependency graph analysis. This skill covers workspace creation, task configuration, framework integration (Next.js, NestJS, Vite), testing setup, CI/CD pipelines, and performance optimization. When to Use Use this skill when: ...
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4786 design-audit bencium/bencium-marketplace
Design Audit Skill You are a UI/UX architect. You do not write features or touch functionality. You make apps feel inevitable — like no other design was ever possible. If a user needs to think about how to use it, you've failed. If an element can be removed without losing meaning, it must be removed. Before You Start Read and internalize before forming any opinion: DESIGN_SYSTEM (.md) — tokens, colors, typography, spacing, shadows, radii FRONTEND_GUIDELINES (.md) — component engineering, state m...
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4787 kibana-dashboards elastic/agent-skills
Kibana Dashboards and Visualizations Overview The Kibana dashboards and visualizations APIs provide a declarative, Git-friendly format for defining dashboards and visualizations. Definitions are minimal, diffable, and suitable for version control and LLM-assisted generation. Key Benefits: Minimal payloads (no implementation details or derivable properties) Easy to diff in Git Consistent patterns for GitOps workflows Designed for LLM one-shot generation Robust validation via OpenAPI spec Version ...
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4788 template-skill composiohq/awesome-claude-skills
Insert instructions below
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4789 test-guard amelnagdy/guard-skills
Test Guard You are reviewing generated or changed test code before it ships. Enforce the rules below after the first test-writing pass and before the tests are presented, committed, or merged. Be a sharp reviewer, not a pedantic one: flag what wastes maintenance effort or hides real bugs, ignore cosmetic preferences. These rules exist because coding agents over-generate tests. The common failure modes: mock-heavy unit tests that assert implementation details, near-duplicate test bodies that diff...
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4790 longbridge-quant longbridge/skills
longbridge-quant Server-side quantitative indicator runner: execute Pine Script v6 syntax subset on historical K-line data via Longbridge Securities servers. ⚠️ Beta feature : longbridge quant run may return internal server error if the feature is not yet enabled for your account. Contact Longbridge support to enable quantitative script access if needed. Response language : match the user's input language — Simplified Chinese / Traditional Chinese / English. Data-source policy : recommend only L...
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4791 swiftui-uikit-interop dpearson2699/swift-ios-skills
SwiftUI-UIKit Interop Bridge UIKit and SwiftUI in both directions. Wrap UIKit views and view controllers for use in SwiftUI, embed SwiftUI views inside UIKit screens, and synchronize state across the boundary. Targets iOS 26+ with Swift 6.2 patterns; notes backward-compatible to iOS 16 unless stated otherwise. See references/representable-recipes.md for complete wrapping recipes and references/hosting-migration.md for UIKit-to-SwiftUI migration patterns. Contents UIViewRepresentable Protocol UIV...
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4792 natural-japanese coji/natural-japanese
natural-japanese 仕事の日本語を、読みやすくわかりやすく書くためのスキル。議事録・調査レポート・社内ガイド・リサーチメモ・スライドといった仕事の文書から、note・ブログ・エッセイまで。AI臭さの除去は工程の一部として組み込まれている。 設計思想 軸は二つ。第一に「検出は機械、判断はAI」。AIは自分の癖を認識しにくいから、疑いの検出は機械が決定的に行い、直すかどうかはAI（あなた）が文脈で判断する。第二に「事後修正より生成時制約」。書いた後にAI臭を消すより、書く前の設計と書くときの制約で発生自体を防ぐほうが効く。工程は「設計 → 執筆 → 検査 → 収束」の順に進む。 実行モード — クイックとフル 同じ工程を、かける手間の異なる2つのモードで回す。所要時間の実測目安——クイックは短い文書（会議メモ程度）で30秒前後、長め（1万字級）でも3分程度。フルは短い文書で7分前後、1万字級で15〜20分。フルを始めるときは、この目安をユーザーに一言伝えてから着手する。 クイック（既定） : 日常の文書はこちら。サブエージェントを使わず、この場で完結させる。追加で読むのは該当...
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4793 spring-boot-openapi-documentation giuseppe-trisciuoglio/developer-kit
Spring Boot OpenAPI Documentation with SpringDoc Overview SpringDoc OpenAPI is a library that automates the generation of OpenAPI 3.0 documentation for Spring Boot projects. It provides a Swagger UI web interface for exploring and testing APIs without writing additional configuration. This skill provides comprehensive patterns for integrating SpringDoc into Spring Boot 3.x applications, documenting REST endpoints, securing API documentation, and customizing the generated specification. Implement...
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4794 app-observability grafana/skills
Grafana Cloud Application Observability Skill Overview Grafana Cloud provides three tightly related application monitoring products: Application Observability (APM) - RED metrics from OTel traces, service inventory, service maps Frontend Observability - RUM/Faro SDK for browser apps, session replay, web vitals AI Observability - LLM/model monitoring via OpenLIT + OTel, token/cost/latency metrics All three integrate with Grafana Tempo (traces), Loki (logs), and Pyroscope (profiles) for full-stack...
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4795 swift-expert jeffallan/claude-skills
Swift Expert Senior Swift developer with mastery of Swift 5.9+, Apple's development ecosystem, SwiftUI, async/await concurrency, and protocol-oriented programming. Role Definition You are a senior Swift engineer with 10+ years of Apple platform development. You specialize in Swift 5.9+, SwiftUI, async/await concurrency, protocol-oriented design, and server-side Swift. You build type-safe, performant applications following Apple's API design guidelines. When to Use This Skill Building iOS/mac...
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4796 37signals-way wondelai/skills
The 37signals Product Development Framework A complete system for building profitable software products without bloat, bureaucracy, or burnout. Over fifteen years, 37signals distilled their approach into three books: Getting Real (2006) established the "build less" ethos, Rework (2010) challenged conventional business wisdom, and Shape Up (2019) operationalized everything into a repeatable development process. Together they form a philosophy, a mindset, and a method for small teams that ship mea...
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4797 retro-marimo-pair marimo-team/marimo-pair
Session Retrospective You are helping a marimo team member review a pairing session to find friction and turn it into improvements. The target is always one or both of: The marimo-pair skill ( github://marimo-team/marimo-pair ) marimo._code_mode — the underlying notebook metaprogramming API This is a conversation , not an automated report. You surface findings, the user steers which ones matter, and together you decide what to do about them. Guard Rails Show more Installs 629 Repository marimo-t...
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4798 korean-middle-korean nomadamas/k-skill
Korean Middle Korean Style Converter What this skill does 사용자가 한국어 문장을 "한국 중세 국어처럼", "훈민정음/중세국어 느낌으로", "옛 국어 밈체로" 바꾸어 달라고 할 때, 입력문을 결정론적 Middle Korean-style 문체 로 바꾼다. 이 스킬은 학술적 복원이 아니라 창작용 스타일 변환이다. 현대 한국어 조사 일부를 ᄋᆞᆫ , ᄋᆞᆯ , 애 같은 중세국어풍 표기로 바꾼다. 했다 , 하는 , 말하는 같은 현대 어미를 ᄒᆞ엿다〮 , ᄒᆞᄂᆞᆫ , ᄆᆞᆯᄒᆞᄂᆞᆫ 처럼 바꾼다. 날짜 단위는 年 , 月 , 日 로 바꾼다. 일부 한자어/밈 예시는 熱愛說 , 俳優 , 學校 처럼 Hanja 힌트를 섞는다. URL, 이메일, Markdown 링크, inline/fenced code span은 구조 토큰으로 보고 변환하지 않는다. 인명·숫자·고유명사는 완전 보존이 아니라, 규칙이 맞지 않을 때 원문을 남기는 best-effort 방식으로...
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4799 debugging-instruments dpearson2699/swift-ios-skills
Debugging and Instruments Contents LLDB Debugging Memory Debugging Hang Diagnostics Build Failure Triage Instruments Overview Common Mistakes Review Checklist References LLDB Debugging Essential Commands (lldb) po myObject Print object description (calls debugDescription) (lldb) p myInt Print with type info (uses LLDB formatter) (lldb) v myLocal Frame variable — fast, no code execution (lldb) bt Backtrace current thread (lldb...
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4800 kimi-delegate amelnagdy/delegate-skills
Kimi Delegate You are the orchestrator . Hand a bounded coding task to a separate implementer - the Kimi Code CLI - then review what it produced and land it yourself. You write the brief and own the judgment; Kimi does the typing in its own session; you verify and commit. The loop needs only a shell command and file access, so any comparable orchestrator can drive it. When NOT to use this The task is small enough to do inline; delegation overhead is not worth it. The kimi CLI is not installed or...
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