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23,097
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# Skill 仓库 描述 安装量
4451 paseo getpaseo/paseo
Paseo CLI Commands Use these CLI commands to manage agents: List agents (directory-scoped by default) paseo ls Only shows agents for current directory paseo ls -g All agents across all projects (global) paseo ls --json JSON output for parsing Create and run an agent (blocks until completion by default, no timeout) paseo run --mode bypass "<prompt>" paseo run --mode bypass --name "Task Name" "<prompt>" paseo run --mode bypass --model opus "<prompt>" paseo run --mode full-access --provider co...
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4452 spring-boot-crud-patterns giuseppe-trisciuoglio/developer-kit
Spring Boot CRUD Patterns Overview Deliver feature-aligned CRUD services that separate domain, application, presentation, and infrastructure layers while preserving Spring Boot 3.5+ conventions. This skill distills the essential workflow and defers detailed code listings to reference files for progressive disclosure. When to Use Implement REST endpoints for create/read/update/delete workflows backed by Spring Data JPA. Refine feature packages following DDD-inspired architecture with aggregates, ...
 921
4453 cryptotokenkit dpearson2699/swift-ios-skills
CryptoTokenKit Access security tokens and the cryptographic assets they store using the CryptoTokenKit framework. Covers token driver extensions, smart card communication, token sessions, keychain integration, and certificate-based authentication. Targets Swift 6.3. Platform availability: CryptoTokenKit is primarily a macOS framework. Smart card reader access ( TKSmartCard , TKSmartCardSlotManager ) requires macOS. Token extension APIs ( TKTokenDriver , TKToken , TKTokenSession ) are macOS-only....
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4454 reference-core angular/angular
Angular Core ( packages/core ) Mental Model This document outlines the architecture and mental model for packages/core , the heart of the Angular framework. 1. High-Level Architecture packages/core contains the runtime logic for Angular. Its primary responsibilities are: Rendering (Ivy/Render3) : Transforming templates into DOM updates. Dependency Injection (DI) : Managing object creation and lifetime. Change Detection : Synchronizing the model with the view. Reactivity : Signals and Zone.js int...
 921
4455 graft schrepa/graft
Graft Use this skill when the task is about creating or refining a Graft server, wrapping an existing API with Graft proxy mode, or updating contributor-facing docs and examples so they match the current graft package behavior. Product thesis Graft's core value has three parts: Define once — tools with a name, schema, and handler. Serve as HTTP and MCP — from the same server, through a single shared pipeline (same auth, validation, middleware). Discovery is automatic — agents find tools via agen...
 920
4456 eol-message deanpeters/product-manager-skills
Purpose Craft a clear, empathetic End-of-Life (EOL) message that communicates product or feature discontinuation, explains the rationale, addresses customer impact, provides transition support, and positions the replacement solution. Use this to maintain customer trust during difficult transitions and reduce churn by demonstrating care and offering a clear path forward. This is not a generic sunset announcement—it's a customer-centric communication that acknowledges loss while framing the change...
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4457 jina-reader sundial-org/awesome-openclaw-skills
Jina Reader Extract clean web content via Jina AI — without exposing your server IP. Read a URL { baseDir } /scripts/reader.sh "https://example.com/article" Search the web (top 5 results with full content) { baseDir } /scripts/reader.sh --mode search "latest AI news 2025" Fact-check a statement { baseDir } /scripts/reader.sh --mode ground "OpenAI was founded in 2015" Options Flag Description Default --mode read , search , ground read --selector CSS selector to extract specific region — --wait CS...
 920
4458 sentiment-analysis phuryn/pm-skills
Sentiment Analysis Purpose Analyze large-scale user feedback data to identify market segments, measure satisfaction, and uncover product improvement opportunities. This skill synthesizes feedback into actionable insights organized by user segment, sentiment, and impact. Instructions You are an expert user researcher and feedback analyst specializing in qualitative data synthesis and sentiment analysis at scale. Input Your task is to analyze user feedback data for $ARGUMENTS and identify market s...
 920
4459 skill-name resciencelab/opc-skills
Skill Name Overview [Clear explanation of what this skill does and when to use it] What I can do: [Capability 1] [Capability 2] [Capability 3] What I cannot do: [Limitation 1] [Limitation 2] How to Use Me Step 1: [First Step] [Instructions] Step 2: [Second Step] [Instructions] Step 3: [Third Step] [Instructions] Domain Knowledge [This is where the real value lives - embedded expertise, patterns, rules, best practices] [Knowledge Area 1] [Details] [Knowledge Area 2] [Details] Output Format [Defin...
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4460 visual-style heygen-com/skills
Visual Style Create, extract, and apply portable visual design systems. A visual-style.md file defines colors, typography, layout, motion, and mood in one file that any AI tool can consume. Quick Reference Mode Trigger What it does Create "Create a visual-style.md for..." Build a style from scratch via guided prompts Extract "Extract a visual-style.md from [URL/image/video]" Analyze a source and generate a style file Apply "Apply this visual-style.md to [tool]" Use a style with a specific connec...
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4461 langchain4j-ai-services-patterns giuseppe-trisciuoglio/developer-kit
LangChain4j AI Services Patterns This skill provides guidance for building declarative AI Services with LangChain4j using interface-based patterns, annotations for system and user messages, memory management, tools integration, and advanced AI application patterns that abstract away low-level LLM interactions. When to Use Use this skill when: Building declarative AI-powered interfaces with minimal boilerplate code Creating type-safe AI services with Java interfaces and annotations Implementing c...
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4462 react-three-fiber vercel-labs/json-render
@json-render/react-three-fiber React Three Fiber renderer for json-render. 19 built-in 3D components. Two Entry Points Entry Point Exports Use For @json-render/react-three-fiber/catalog threeComponentDefinitions Catalog schemas (no R3F dependency, safe for server) @json-render/react-three-fiber threeComponents , ThreeRenderer , ThreeCanvas , schemas R3F implementations and renderer Usage Pattern Pick the 3D components you need from the standard definitions: import { defineCatalog } from "@json-r...
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4463 aws-rds-spring-boot-integration giuseppe-trisciuoglio/developer-kit
AWS RDS Spring Boot Integration Overview Configure AWS RDS databases (Aurora, MySQL, PostgreSQL) with Spring Boot applications for production-ready connectivity. This skill provides patterns for datasource configuration, connection pooling with HikariCP, SSL connections, environment-specific configurations, and integration with AWS Secrets Manager for secure credential management. When to Use This Skill Use this skill when: Setting up AWS RDS Aurora with Spring Data JPA Configuring datasource pr...
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4464 datasheet-reader diodeinc/pcb
Datasheet Reader Use this skill when a task depends on a datasheet or technical PDF. Input: local .pdf path or http(s) URL Command: pcb scan <input> Output: stdout is the resolved markdown path Next step: read the markdown file, not the raw PDF Images are linked from the markdown Workflow Run pcb scan /path/to/file.pdf or pcb scan https://... . Capture the printed markdown path. Read the markdown file and work from that artifact. Follow image links only if the task depends on figures, diagrams, ...
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4465 724-office-ai-agent aradotso/trending-skills
7/24 Office AI Agent System Skill by ara.so — Daily 2026 Skills collection. A 24/7 production AI agent in ~3,500 lines of pure Python with no framework dependencies. Features 26 built-in tools, three-layer memory (session + compressed + vector), MCP/plugin support, runtime tool creation, self-repair diagnostics, and cron scheduling. Installation git clone https://github.com/wangziqi06/724-office.git cd 724 -office Only 3 runtime dependencies pip install croniter lancedb websocket-client Option...
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4466 tailwind-patterns jezweb/claude-skills
Tailwind CSS Component Patterns Status : Production Ready ✅ Last Updated : 2026-01-14 Tailwind Compatibility : v3.x and v4.x Source : Production projects, shadcn/ui patterns Quick Start Essential Patterns // Section Container < section className = " max-w-7xl mx-auto px-4 sm:px-6 lg:px-8 py-16 sm:py-24 " > { /* content */ } </ section > // Card Base < div className = " bg-card text-card-foreground rounded-lg border border-border p-6 " > { /* content */ } </ div > // Button Primary < button class...
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4467 cloudflare-worker-builder jezweb/claude-skills
Cloudflare Worker Builder Scaffold a working Cloudflare Worker project from a brief description. Produces a deployable project with Hono routing, Vite dev server, and Static Assets. Workflow Step 1: Understand the Project Ask about the project to choose the right bindings and structure: What does the app do? (API only, SPA + API, landing page) What data storage? (D1 database, R2 files, KV cache, none) Auth needed? (Clerk, better-auth, none) Custom domain or workers.dev subdomain? A brief like "t...
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4468 vercel-deploy bytedance/deer-flow
Vercel Deploy Deploy any project to Vercel instantly. No authentication required. When to use this skill App deployment : when asked "Deploy my app" Preview deployment : when asked "Create a preview deployment" Production deployment : when asked "Deploy this to production" Share link : when asked "Deploy and give me the link" How It Works Packages your project into a tarball (excludes node_modules and .git ) Auto-detects framework from package.json Uploads to deployment service Returns Preview U...
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4469 langchain4j-vector-stores-configuration giuseppe-trisciuoglio/developer-kit
LangChain4J Vector Stores Configuration Configure vector stores for Retrieval-Augmented Generation applications with LangChain4J. Overview Vector stores are essential components for RAG (Retrieval-Augmented Generation) systems, enabling efficient storage and retrieval of document embeddings for semantic search. LangChain4J provides a unified abstraction over multiple vector database backends including PostgreSQL/pgvector, Pinecone, MongoDB Atlas, Milvus, Neo4j, and in-memory stores for developme...
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4470 ghostling-libghostty-terminal aradotso/trending-skills
Ghostling — libghostty Terminal Emulator Skill by ara.so — Daily 2026 Skills collection. Ghostling is a minimal viable terminal emulator built on libghostty-vt , the embeddable C library extracted from Ghostty . It uses Raylib for windowing/rendering and lives in a single C file. The project demonstrates how to wire libghostty-vt's VT parsing, terminal state, and render-state API to any 2D or GPU renderer. What libghostty-vt Provides VT sequence parsing (SIMD-optimized) Terminal state: cursor, s...
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4471 product-strategy phuryn/pm-skills
Product Strategy Canvas Metadata Name : product-strategy Description : Generate a comprehensive product strategy using the 9-section Product Strategy Canvas. Covers vision, market segments, costs, value propositions, trade-offs, metrics, growth, capabilities, and defensibility. Triggers : product strategy, strategy canvas, strategic plan, product strategy document Instructions You are an experienced product strategist developing a comprehensive product strategy for $ARGUMENTS. Your task is to cr...
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4472 scientific-visualization davila7/claude-code-templates
Scientific Visualization Overview Scientific visualization transforms data into clear, accurate figures for publication. Create journal-ready plots with multi-panel layouts, error bars, significance markers, and colorblind-safe palettes. Export as PDF/EPS/TIFF using matplotlib, seaborn, and plotly for manuscripts. When to Use This Skill This skill should be used when: Creating plots or visualizations for scientific manuscripts Preparing figures for journal submission (Nature, Science, Cell, ...
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4473 langchain4j-mcp-server-patterns giuseppe-trisciuoglio/developer-kit
LangChain4j MCP Server Implementation Patterns Implement Model Context Protocol (MCP) servers with LangChain4j to extend AI capabilities with standardized tools, resources, and prompt templates. Overview The Model Context Protocol (MCP) is a standardized protocol for connecting AI applications to external data sources and tools. LangChain4j provides MCP server implementation patterns that enable AI systems to dynamically discover and execute tools, access resources, and use prompt templates thro...
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4474 aws-sdk-java-v2-bedrock giuseppe-trisciuoglio/developer-kit
AWS SDK for Java 2.x - Amazon Bedrock When to Use Use this skill when: Listing and inspecting foundation models on Amazon Bedrock Invoking foundation models for text generation (Claude, Llama, Titan) Generating images with AI models (Stable Diffusion) Creating text embeddings for RAG applications Implementing streaming responses for real-time generation Working with multiple AI providers through unified API Integrating generative AI into Spring Boot applications Building AI-powered chatbots and ...
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4475 aws-sdk-java-v2-lambda giuseppe-trisciuoglio/developer-kit
AWS SDK for Java 2.x - AWS Lambda Overview AWS Lambda is a compute service that runs code without the need to manage servers. Your code runs automatically, scaling up and down with pay-per-use pricing. Use this skill to implement AWS Lambda operations using AWS SDK for Java 2.x in applications and services. When to Use Use this skill when: Invoking Lambda functions programmatically Creating or updating Lambda functions Managing Lambda function configurations Working with Lambda environment varia...
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4476 financial-analysis-agent qodex-ai/ai-agent-skills
Financial Analysis Agent Build intelligent financial analysis agents that evaluate investments, assess risks, and generate data-driven recommendations. Financial Data Integration See examples/financial_data_collector.py for the FinancialDataCollector class that: Integrates with yfinance for stock data Retrieves financial statements (income, balance sheet, cash flow) Fetches key metrics (market cap, PE ratio, dividend yield, etc.) Financial Analysis Techniques Technical Analysis See examples...
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4477 react-native-dev minimax-ai/skills
React Native & Expo Development Guide A practical guide for building production-ready React Native and Expo applications. Covers UI, animations, state, testing, performance, and deployment. References Consult these resources as needed: references/navigation.md — Expo Router: Stack, Tabs, NativeTabs ( headerLargeTitle , headerBackButtonDisplayMode ), links, modals, sheets, context menus references/components.md — FlashList patterns, expo-image , safe areas ( contentInsetAdjustmentBehavior ), nati...
 914
4478 aws-sdk-java-v2-kms giuseppe-trisciuoglio/developer-kit
AWS SDK for Java 2.x - AWS KMS (Key Management Service) Overview This skill provides comprehensive patterns for AWS Key Management Service (KMS) using AWS SDK for Java 2.x. Focus on implementing secure encryption solutions with proper key management, envelope encryption, and Spring Boot integration patterns. Instructions Follow these steps to work with AWS KMS: Set Up IAM Permissions - Grant kms:* actions as needed with least privilege Create KMS Client - Instantiate KmsClient with proper region...
 914
4479 aws-sdk-java-v2-core giuseppe-trisciuoglio/developer-kit
AWS SDK for Java 2.x - Core Patterns Overview Configure AWS service clients, authentication, timeouts, HTTP clients, and implement best practices for AWS SDK for Java 2.x applications. This skill provides essential patterns for building robust, performant, and secure integrations with AWS services. Instructions Follow these steps to configure AWS SDK for Java 2.x: Add Dependencies - Include SDK core and appropriate HTTP client dependencies Configure Credentials - Set up credential provider chain...
 914
4480 odoo-19 unclecatvn/agent-skills
Odoo 19 Skill - Master Index Master index for all Odoo 19 development guides. Read the appropriate guide from references/ based on your task. Quick Reference Topic File When to Use Actions references/odoo-19-actions-guide.md Creating actions, menus, scheduled jobs, server actions API Decorators references/odoo-19-decorator-guide.md Using @api decorators, compute fields, validation Controllers references/odoo-19-controller-guide.md Writing HTTP endpoints, routes, web controllers Data Files refere...
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4481 agent-sessions-layout microsoft/vscode
When working on the Agent Sessions workbench layout, always follow these guidelines: 1. Read the Specification First The authoritative specification for the Agent Sessions layout lives at: src/vs/sessions/LAYOUT.md Before making any changes to the layout code, read and understand the current spec. It defines: The fixed layout structure (grid tree, part positions, default sizes) Which parts are included/excluded and their visibility defaults Titlebar configuration and custom menu IDs Editor modal...
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4482 workflow-automation sickn33/antigravity-awesome-skills
Workflow Automation When to use this skill Repetitive tasks : running the same commands every time Complex builds : multi-step build processes Team onboarding : a consistent development environment Instructions Step 1: npm scripts package.json : { "scripts" : { "dev" : "nodemon src/index.ts" , "build" : "tsc && vite build" , "test" : "jest --coverage" , "test:watch" : "jest --watch" , "lint" : "eslint src --ext .ts,.tsx" , "lint:fix" : "eslint src --ext .ts,.tsx --fix" , "format" : "prettier --w...
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4483 monetization-strategy phuryn/pm-skills
Monetization Strategy You are an expert in mobile app monetization with deep knowledge of subscription economics, paywall psychology, and pricing strategy. Your goal is to help the user maximize revenue while maintaining user satisfaction. Initial Assessment Check for app-marketing-context.md — read it for context Ask for current monetization model (free, freemium, paid, subscription, ads) Ask for current pricing (if applicable) Ask for conversion rate (free to paid, trial to subscription) Ask f...
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4484 sentry-otel-exporter-setup getsentry/sentry-for-ai
All Skills > Feature Setup > OTel Exporter Sentry OTel Exporter Setup Terminology : Always capitalize "Sentry Exporter" when referring to the exporter component. Configure the OpenTelemetry Collector to send traces and logs to Sentry using the Sentry Exporter. Setup Overview Copy this checklist to track your progress: OTel Exporter Setup: - [ ] Step 1: Check for existing configuration - [ ] Step 2: Check collector version and install if needed - [ ] Step 3: Configure project creation settings - ...
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4485 deep-learning-pytorch mindrally/skills
Deep Learning and PyTorch Development You are an expert in deep learning, transformers, diffusion models, and LLM development, with a focus on Python libraries such as PyTorch, Diffusers, Transformers, and Gradio. Key Principles Write concise, technical responses with accurate Python examples Prioritize clarity, efficiency, and best practices in deep learning workflows Use object-oriented programming for model architectures and functional programming for data processing pipelines Implement pro...
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4486 winui-app openai/skills
WinUI App Use this skill for WinUI 3 and Windows App SDK work that needs grounded setup guidance, app bootstrap, modern Windows UX decisions, or concrete implementation patterns. Required Flow Classify the task as environment/setup, new-app bootstrap, design, implementation, review, or troubleshooting. If the task is about preparing a machine for WinUI, auditing readiness, or creating a brand new app, start with the bundled setup-and-scaffold flow in this skill before broader design, implementat...
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4487 laravel-best-practices asyrafhussin/agent-skills
Laravel 12 Best Practices Comprehensive best practices guide for Laravel 12 applications. Contains 45+ rules across 8 categories for building scalable, maintainable Laravel applications. When to Apply Reference these guidelines when: Creating controllers, models, and services Writing migrations and database queries Implementing validation and form requests Building APIs with Laravel Structuring Laravel applications Rule Categories by Priority Priority Category Impact Prefix 1 Architecture & ...
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4488 flutter-dev minimax-ai/skills
Flutter Development Guide A practical guide for building cross-platform applications with Flutter 3 and Dart. Focuses on proven patterns, state management, and performance optimization. Quick Reference Widget Patterns Purpose Component State management (simple) StateProvider + ConsumerWidget State management (complex) NotifierProvider / Bloc Async data FutureProvider / AsyncNotifierProvider Real-time streams StreamProvider Navigation GoRouter + context.go/push Responsive layout LayoutBuilder + b...
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4489 strategy-compare marketcalls/vectorbt-backtesting-skills
Create a strategy comparison script. Arguments Parse $ARGUMENTS as: symbol followed by strategy names $0 = symbol (e.g., SBIN, RELIANCE, NIFTY) Remaining args = strategies to compare (e.g., ema-crossover rsi donchian) If only a symbol is given with no strategies, compare: ema-crossover, rsi, donchian, supertrend. If "long-vs-short" is one of the strategies, compare longonly vs shortonly vs both for the first real strategy. Instructions Read the vectorbt-expert skill rules for reference patterns ...
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4490 ralph-tui-create-json subsy/ralph-tui
Ralph TUI - Create JSON Tasks Converts PRDs to prd.json format for ralph-tui autonomous execution. Note: This skill is bundled with ralph-tui's JSON tracker plugin. Future tracker plugins (Linear, GitHub Issues, etc.) will bundle their own task creation skills. ⚠️ CRITICAL: The output MUST be a FLAT JSON object with "name" and "userStories" at the ROOT level. DO NOT wrap content in a "prd" object or use "tasks" array. See "Schema Anti-Patterns" section below. The Job Take a PRD (markdown fi...
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4491 flags vercel/next.js
Feature Flags Use this skill when adding or changing framework feature flags in Next.js internals. Required Wiring All flags need: config-shared.ts (type) → config-schema.ts (zod). If the flag is consumed in user-bundled code (client components, edge routes, app-page.ts template), also add it to define-env.ts for build-time injection. Runtime-only flags consumed exclusively in pre-compiled bundles can skip define-env.ts . Where the Flag Is Consumed Client/bundled code only (e.g. __NEXT_PPR in cl...
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4492 seo-optimizer ailabs-393/ai-labs-claude-skills
SEO Optimizer Comprehensive SEO strategy and optimization covering keyword research, on-page SEO, technical audits, content optimization, and performance tracking. Overview This skill covers: Keyword research and strategy On-page SEO optimization Technical SEO audits Content optimization Rank tracking and reporting Keyword Research Framework Research Process keyword_research : step_1_seed_keywords : sources : - brainstorm : core_product_terms - competitors : top_3_competitor_keywords - customer_...
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4493 library-book-search nomadamas/k-skill
Library Book Search (Data4Library) What this skill does 국립중앙도서관의 도서관 정보나루(Data4Library) Open API를 k-skill-proxy 가 중계하는 HTTP API로 조회한다. 키워드로 도서를 검색한다. ISBN으로 상세 서지·대출정보를 확인한다. ISBN + 지역코드로 해당 도서를 소장한 도서관 목록을 찾는다. 도서관 코드 + ISBN으로 특정 도서관의 소장/대출 가능 여부를 확인한다. When to use "역사 관련 책 도서관 정보나루에서 찾아줘" "이 ISBN 소장한 서울 도서관 찾아줘" "정독도서관에 이 책 있는지 확인해줘" "도서관 도서 조회 가능해?" Prerequisites 인터넷 연결 curl 사용 가능 환경 k-skill-proxy 에 DATA4LIBRARY_AUTH_KEY 가 설정된 배포(기본 hosted 또는 self-host)에 접근 가능할 것 Credential requirements 사용자에게...
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4494 aws-sdk-java-v2-secrets-manager giuseppe-trisciuoglio/developer-kit
AWS SDK for Java 2.x - AWS Secrets Manager Overview AWS Secrets Manager helps you protect secrets needed to access your applications, services, and IT resources. This skill covers patterns for storing, retrieving, and rotating secrets using AWS SDK for Java 2.x, including Spring Boot integration and caching strategies. When to Use Use this skill when: Storing and retrieving application secrets programmatically Managing database credentials securely without hardcoding Implementing automatic secre...
 909
4495 auth0-react auth0/agent-skills
Auth0 React Integration Add authentication to React single-page applications using @auth0/auth0-react. Prerequisites React 16.11+ application (Vite or Create React App) - supports React 16, 17, 18, and 19 Auth0 account and application configured If you don't have Auth0 set up yet, use the auth0-quickstart skill first When NOT to Use Next.js applications - Use auth0-nextjs skill for both App Router and Pages Router React Native mobile apps - Use auth0-react-native skill for iOS/Android Server-sid...
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4496 langchain4j-testing-strategies giuseppe-trisciuoglio/developer-kit
LangChain4J Testing Strategies Overview LangChain4J testing requires specialized strategies due to the non-deterministic nature of LLM responses and the complexity of AI workflows. This skill provides comprehensive patterns for unit testing with mocks, integration testing with Testcontainers, and end-to-end testing for RAG systems, AI Services, and tool execution. When to Use This Skill Use this skill when: Building AI-powered applications with LangChain4J Writing unit tests for AI services and ...
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4497 aws-sdk-java-v2-messaging giuseppe-trisciuoglio/developer-kit
AWS SDK for Java 2.x - Messaging (SQS & SNS) Overview Provide comprehensive AWS messaging patterns using AWS SDK for Java 2.x for both SQS and SNS services. Include client setup, queue management, message operations, subscription management, and Spring Boot integration patterns. When to Use Use this skill when working with: Amazon SQS queues for message queuing SNS topics for event publishing and notification FIFO queues and standard queues Dead Letter Queues (DLQ) for message handling SNS subsc...
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4498 make-pr remotion-dev/remotion
Ensure we are not on the main branch, make a branch if necessary. For all packages affected, run Prettier to format the code: bunx prettier --experimental-cli src --write Commit the changes, use the following format: [package-name]: [commit-message] For example, @remotion/shapes: Add heart shape. The package name must be obtained from package.json. If multiple packages are affected, use the one that you think if most relevant. Push the changes to the remote branch. Use the gh CLI to creat...
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4499 phaser-gamedev chongdashu/phaserjs-tinyswords
Phaser Game Development Build fast, polished 2D browser games using Phaser 3's scene-based architecture and physics systems. Philosophy: Games as Living Systems Games are not static UIs—they are dynamic systems where entities interact, state evolves, and player input drives everything. Before writing code, think architecturally. Before building, ask: What scenes does this game need? (Boot, Menu, Game, Pause, GameOver) What entities exist and how do they interact? What state must persist acr...
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4500 spring-ai-mcp-server-patterns giuseppe-trisciuoglio/developer-kit
Spring AI MCP Server Implementation Patterns Implement Model Context Protocol (MCP) servers with Spring AI to extend AI capabilities with standardized tools, resources, and prompt templates using Spring's native AI abstractions. Overview The Model Context Protocol (MCP) is a standardized protocol for connecting AI applications to external data sources and tools. Spring AI provides native support for building MCP servers that expose Spring components as callable tools, resources, and prompt templ...
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