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Agent Skills 排行榜 · 关键词 + 语义搜索
| # | Skill | 仓库 | 描述 | 安装量 |
|---|---|---|---|---|
| 6101 | pdf-vision-reader | childbamboo/claude-code-marketplace-sample |
PDF Vision Reader 図表が多い PDF を画像化して、Claude の vision 機能で内容を解析・Markdown 化するスキルです。 クイックスタート 基本的な使い方 1. PDF を画像に変換 wsl python3 scripts/pdf_to_images.py "/mnt/c/path/to/file.pdf" 2. 各画像を Read ツールで読み込んで解析 3. Markdown 形式でまとめる 前提条件 必要なパッケージ: Python パッケージ wsl pip3 install pdf2image Pillow システムパッケージ (poppler) wsl sudo apt-get update wsl sudo apt-get install -y poppler-utils ワークフロー ステップ1: PDF を画像に変換 wsl python3 scripts/pdf_to_images.py "/mnt/c/path/to/document.pdf" これにより document_pages/ ディレクトリが作成され、各ペー...
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| 6102 | grokipedia-recommendations | kostja94/marketing-skills |
Platforms: Grokipedia Guides adding recommendations, links, or content to Grokipedia. Grokipedia is a high-authority platform for parasite SEO and GEO (AI citation visibility). See parasite-seo for parasite SEO strategy. Grokipedia is xAI's AI-generated encyclopedia; ChatGPT, Perplexity, and other AI tools cite it. On each invocation : On first use in the conversation, output the complete response (Introduction, Importance, Methods, Rules, Avoid, Action). On subsequent use or when the user asks ...
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| 6103 | prometheus-monitoring | aj-geddes/useful-ai-prompts |
Prometheus Monitoring Overview Implement comprehensive Prometheus monitoring infrastructure for collecting, storing, and querying time-series metrics from applications and infrastructure. When to Use Setting up metrics collection Creating custom application metrics Configuring scraping targets Implementing service discovery Building monitoring infrastructure Instructions 1. Prometheus Configuration /etc/prometheus/prometheus.yml global: scrape_interval: 15s evaluation_interval: 15s exte...
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| 6104 | supabase-edge-functions | nice-wolf-studio/claude-code-supabase-skills |
Supabase Edge Functions Overview This skill provides operations for working with Supabase Edge Functions - serverless TypeScript/JavaScript functions that run on Deno Deploy. Use for invoking functions, deploying code, and managing function lifecycles. Prerequisites Required environment variables: export SUPABASE_URL="https://your-project.supabase.co" export SUPABASE_KEY="your-anon-or-service-role-key" Required tools: Supabase CLI (supabase command) Deno (for local development) Install S...
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| 6105 | openclaw-watchdog | abdullah4ai/openclaw-watchdog |
openclaw-watchdog Description: Self-healing monitoring system for OpenClaw gateway. Monitors health, auto-restarts on failure, and sends Telegram alerts. Diagnostics and log analysis run locally on-device. Alert notifications are sent to the user's Telegram bot. Use when user wants to set up gateway monitoring, watchdog, or auto-recovery. Prerequisites Telegram Bot Token — Create via @BotFather Telegram Chat ID — Your personal chat ID for receiving alerts Python 3 — Required for the watchdog ser...
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| 6106 | ccxt | 2025emma/vibe-coding-cn |
Ccxt Skill Comprehensive assistance with ccxt development, generated from official documentation. When to Use This Skill This skill should be triggered when: Working with ccxt Asking about ccxt features or APIs Implementing ccxt solutions Debugging ccxt code Learning ccxt best practices Quick Reference Common Patterns Pattern 1: Frequently Asked Questions I'm trying to run the code, but it's not working, how do I fix it? If your question is formulated in a short manner like the above, we wo...
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| 6107 | code-refactoring-context-restore | sickn33/antigravity-awesome-skills |
Context Restoration: Advanced Semantic Memory Rehydration Use this skill when Working on context restoration: advanced semantic memory rehydration tasks or workflows Needing guidance, best practices, or checklists for context restoration: advanced semantic memory rehydration Do not use this skill when The task is unrelated to context restoration: advanced semantic memory rehydration You need a different domain or tool outside this scope Instructions Clarify goals, constraints, and required input...
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| 6108 | anomaly detection | aj-geddes/useful-ai-prompts |
Anomaly Detection Overview Anomaly detection identifies unusual patterns, outliers, and anomalies in data that deviate significantly from normal behavior, enabling fraud detection and system monitoring. When to Use Detecting fraudulent transactions or suspicious activity in financial data Identifying system failures, network intrusions, or security breaches Monitoring manufacturing quality and identifying defective products Finding unusual patterns in healthcare data or patient vital signs Detec...
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| 6109 | metabolomics-workbench-database | davila7/claude-code-templates |
Metabolomics Workbench Database Overview The Metabolomics Workbench is a comprehensive NIH Common Fund-sponsored platform hosted at UCSD that serves as the primary repository for metabolomics research data. It provides programmatic access to over 4,200 processed studies (3,790+ publicly available), standardized metabolite nomenclature through RefMet, and powerful search capabilities across multiple analytical platforms (GC-MS, LC-MS, NMR). When to Use This Skill This skill should be used when...
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| 6110 | ui-designer | daymade/claude-code-skills |
UI Designer Overview This skill enables systematic extraction of design systems from reference UI images through a multi-step workflow: analyze visual patterns → generate design system documentation → create PRD → produce implementation-ready UI prompts. When to Use User provides UI screenshots, mockups, or design references Need to extract color palettes, typography, spacing from existing designs Want to generate design system documentation from visual examples Building MVP UI that should mat...
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| 6111 | infrastructure-monitoring | aj-geddes/useful-ai-prompts |
Infrastructure Monitoring Overview Implement comprehensive infrastructure monitoring to track system health, performance metrics, and resource utilization with alerting and visualization across your entire stack. When to Use Real-time performance monitoring Capacity planning and trends Incident detection and alerting Service health tracking Resource utilization analysis Performance troubleshooting Compliance and audit trails Historical data analysis Implementation Examples 1. Prometheus Config...
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| 6112 | axiom-ios-data | charleswiltgen/axiom |
iOS Data & Persistence Router You MUST use this skill for ANY data persistence, database, axiom-storage, CloudKit, or serialization work. When to Use Use this router when working with: Databases (SwiftData, Core Data, GRDB, SQLiteData) Schema migrations CloudKit sync File storage (iCloud Drive, local storage) Data serialization (Codable, JSON) Storage strategy decisions Routing Logic SwiftData Working with SwiftData → /skill axiom-swiftdata Schema migration → /skill axiom-swiftdata-migratio...
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| 6113 | bump-deps | casper-studios/casper-marketplace |
Bump Dependencies Analyze outdated dependencies and safely upgrade them with breaking change detection. Workflow Detect package manager based on current directory: If in frontend/ directory or working with TypeScript/JavaScript: use pnpm reference If in backend/ directory or working with Python: use uv reference List outdated dependencies using the package manager-specific command from the reference Spawn background analysis tasks for EACH notable upgrade: CRITICAL : You MUST spawn the package-u...
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| 6114 | cra-to-next-migration | vercel-labs/migration-skills |
CRA to Next.js Migration Guide Comprehensive migration guide for converting Create React App projects to Next.js, covering routing, data fetching, components, styling, and deployment. Contains 148 rules across 17 categories, prioritized by migration impact. After a successful migration the application should work the same as it did before the migration. When to Apply Reference these guidelines when: Migrating an existing CRA application to Next.js Converting React Router routes to file-based rou...
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| 6115 | alternatives-page-generator | kostja94/marketing-skills |
Pages: Alternatives / Compare Guides alternatives and comparison content that target "X alternatives" and "X vs Y" search intent. Purpose : Intercept competitor brand traffic—organic (SEO) and paid (brand keyword ads). High-intent, bottom-of-funnel; users searching alternatives are ready to switch. Content format : Standalone page (/alternatives, /alternatives-to-notion) or blog article (/blog/notion-alternatives). Same structure; blog builds topical authority. When invoking : On first use , if ...
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| 6116 | drizzle-orm | mindrally/skills |
Drizzle ORM Modern TypeScript-first ORM with zero dependencies, compile-time type safety, and SQL-like syntax. Optimized for edge runtimes and serverless environments. Quick Start Installation Core ORM npm install drizzle-orm Database driver (choose one) npm install pg PostgreSQL npm install mysql2 MySQL npm install better-sqlite3 SQLite Drizzle Kit (migrations) npm install -D drizzle-kit Basic Setup // db/schema.ts import { pgTable, serial, text, timestamp } from 'd...
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| 6117 | charlie | everyinc/charlie-cfo-skill |
Your AI CFO for bootstrapped, profitable companies. Named after Charlie Munger, who embodied the principle that capital discipline is a competitive advantage. Core Mental Models Profit is a constraint, not a goal. Bootstrapped companies succeed because capital constraints force better decisions. Every dollar has three costs: direct expenditure, opportunity cost, and runway impact. Unit economics are survival requirements: - LTV ≥ 3x CAC (best-in-class: 7-8x) - CAC payback < 12 months (high...
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| 6118 | youtube-thumbnail-design | inference-sh/skills |
YouTube Thumbnail Design Create high-CTR YouTube thumbnails with AI image generation via inference.sh CLI. Quick Start Requires inference.sh CLI ( infsh ). Get installation instructions: npx skills add inference-sh/skills@agent-tools infsh login Generate a thumbnail infsh app run falai/flux-dev-lora --input '{ "prompt": "YouTube thumbnail style, close-up of a person with surprised excited expression looking at a glowing laptop screen, vibrant blue and orange color scheme, dramatic studio lighti...
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| 6119 | python-performance-optimization | sickn33/antigravity-awesome-skills |
Python Performance Optimization Comprehensive guide to profiling, analyzing, and optimizing Python code for better performance, including CPU profiling, memory optimization, and implementation best practices. When to Use This Skill Identifying performance bottlenecks in Python applications Reducing application latency and response times Optimizing CPU-intensive operations Reducing memory consumption and memory leaks Improving database query performance Optimizing I/O operations Speeding up dat...
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| 6120 | social-share-generator | kostja94/marketing-skills |
Components: Social Share Buttons Guides implementation of share buttons that let users share the current page (article, post, product) to social platforms. Distinct from social profile links (footer links to your brand's X, LinkedIn, etc.) — share buttons share this content. When invoking : On first use , if helpful, open with 1–2 sentences on what this skill covers and why it matters, then provide the main output. On subsequent use or when the user asks to skip, go directly to the main output. ...
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| 6121 | popup-generator | kostja94/marketing-skills |
Components: Popup / Modal Guides popup and modal design for conversion. Well-designed popups can achieve up to 25% conversion; poorly timed or intrusive ones hurt UX and SEO. Google penalizes intrusive mobile popups. When invoking : On first use , if helpful, open with 1-2 sentences on what this skill covers and why it matters, then provide the main output. On subsequent use or when the user asks to skip, go directly to the main output. Initial Assessment Check for product marketing context firs...
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| 6122 | get-available-resources | davila7/claude-code-templates |
Get Available Resources Overview Detect available computational resources and generate strategic recommendations for scientific computing tasks. This skill automatically identifies CPU capabilities, GPU availability (NVIDIA CUDA, AMD ROCm, Apple Silicon Metal), memory constraints, and disk space to help make informed decisions about computational approaches. When to Use This Skill Use this skill proactively before any computationally intensive task: Before data analysis: Determine if dataset...
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| 6123 | pptx | skillcreatorai/ai-agent-skills |
PPTX Skill Quick Reference Task Guide Read/analyze content python -m markitdown presentation.pptx Edit or create from template Read editing.md Create from scratch Read pptxgenjs.md Reading Content Text extraction python -m markitdown presentation.pptx Visual overview python scripts/thumbnail.py presentation.pptx Raw XML python scripts/office/unpack.py presentation.pptx unpacked/ Editing Workflow Read editing.md for full details. Analyze template with thumbnail.py Unpack → manipulate slides → ...
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| 6124 | connectors-available | hummingbot/skills |
connectors-available Test which exchange connectors are accessible from your location and search for tokens across all available exchanges. Shows trading rules including minimum order sizes, price increments, and supported order types. Workflow Step 1: Test Connectors Ask user which connectors to test: All connectors Spot only Perpetual only Specific exchanges Step 2: Run Tests & Save Rules ./scripts/test_all.sh --timeout 10 Fetches trading rules from each connector. If data returns, it's access...
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| 6125 | eve-local-dev-loop | incept5/eve-skillpacks |
Eve Local Dev Loop (Docker Compose) Use this skill to run and test the app locally with Docker Compose, then hand off to Eve for staging deploys. Preconditions A compose.yaml or docker-compose.yml exists in the repo. The Eve manifest ( .eve/manifest.yaml ) reflects the same services and ports. Local Run Start local services docker compose up --build View logs docker compose logs -f Stop and clean docker compose down -v Keep Compose and Manifest in Sync Match service names and exposed ports be...
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| 6126 | twitter-cli | jackwener/twitter-cli |
twitter-cli — Twitter/X CLI Tool Binary: twitter Credentials: browser cookies (auto-extracted) or env vars Setup Install (requires Python 3.8+) uv tool install twitter-cli Or: pipx install twitter-cli Upgrade to latest (recommended to avoid API errors) uv tool upgrade twitter-cli Or: pipx upgrade twitter-cli Authentication IMPORTANT FOR AGENTS : Before executing ANY twitter-cli command, you MUST first check if credentials exist. If not, you MUST proactively guide the user through the authent...
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| 6127 | lean-ux | wondelai/skills |
Lean UX Framework A practice-driven approach to user experience design that replaces heavy deliverables with rapid experimentation, cross-functional collaboration, and continuous learning. Based on a fundamental truth: teams that obsess over pixel-perfect specs before testing with real users waste months building the wrong thing. Lean UX shifts the question from "What should we design?" to "What do we need to learn?" Core Principle Outcomes over outputs. The value of a design is not measured by ...
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| 6128 | nlp-natural-language-processing | mindrally/skills |
Natural Language Processing (NLP) Development You are an expert in natural language processing, text analysis, and language modeling, with a focus on transformers, spaCy, NLTK, and related libraries. Key Principles Write concise, technical responses with accurate Python examples Prioritize clarity, efficiency, and best practices in NLP workflows Use functional programming for text processing pipelines Implement proper tokenization and text preprocessing Use descriptive variable names that refl...
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| 6129 | astropy | davila7/claude-code-templates |
Astropy Overview Astropy is the core Python package for astronomy, providing essential functionality for astronomical research and data analysis. Use astropy for coordinate transformations, unit and quantity calculations, FITS file operations, cosmological calculations, precise time handling, tabular data manipulation, and astronomical image processing. When to Use This Skill Use astropy when tasks involve: Converting between celestial coordinate systems (ICRS, Galactic, FK5, AltAz, etc.) Wo...
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| 6130 | images-search | brave/brave-search-skills |
Images Search Requires API Key : Get one at https://api.search.brave.com Plan : Included in the Search plan. See https://api-dashboard.search.brave.com/app/subscriptions/subscribe Quick Start (cURL) Basic Search curl -s "https://api.search.brave.com/res/v1/images/search?q=mountain+landscape" \ -H "Accept: application/json" \ -H "X-Subscription-Token: ${BRAVE_SEARCH_API_KEY} " With Parameters curl -s "https://api.search.brave.com/res/v1/images/search" \ -H "Accept: application/json" \ -H "X-Subsc...
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| 6131 | extract-my-action-items | casper-studios/casper-marketplace |
Extract Action Items Extract action items from a Fireflies transcript using parallel subagents. Catches items automated summaries miss. Two modes: All attendees (default): No target specified — extract action items for every participant Single person: Target specified — extract action items for that person only Phase 1: Determine Mode Parse the user's invocation: If a target person is specified → single-person mode Otherwise → all-attendees mode Extract the search criteria (date, keyword, or tra...
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| 6132 | feishu-cli-read | riba2534/feishu-cli |
飞书文档阅读技能 从飞书云文档或知识库读取内容,转换为 Markdown 格式后进行分析和展示。 前置条件 已完成认证( feishu-cli auth login ) 需要 docx:document 或 wiki:wiki:readonly 权限 核心概念 Markdown 作为中间态 :本地文档与飞书云文档之间通过 Markdown 格式进行转换,中间文件存储在 /tmp 目录中。 使用方法 /feishu-read < document_id > /feishu-read < node_token > /feishu-read < url > 执行流程 解析参数 判断 URL 类型: /docx/ → 普通文档,使用 doc export /wiki/ → 知识库文档,使用 wiki export 如果是 Token,根据格式判断类型 导出为 Markdown(含图片下载) 普通文档 : feishu-cli doc export < document_id > --output /tmp/feishu_doc.md --download-images --assets-dir...
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| 6133 | progressive-web-app | aj-geddes/useful-ai-prompts |
Progressive Web App Overview Build progressive web applications with offline support, installability, service workers, and web app manifests to deliver app-like experiences in the browser. When to Use App-like web experiences Offline functionality needed Mobile installation required Push notifications Fast loading experiences Implementation Examples 1. Web App Manifest // public/manifest.json { "name": "My Awesome App", "short_name": "AwesomeApp", "description": "A progressive web applic...
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| 6134 | writing-style | different-ai/agent-bank |
Core Philosophy Your job is to clean up text, not rewrite it. Keep the writer's voice intact. Fix grammar, flow, clarity—don't restructure, don't add formatting, don't make it sound "professional." Make it sound like them , just better. What to Fix Grammar and spelling Run-on sentences or confusing structure Missing words or typos Repetition (same thing said twice) Awkward phrasing that blocks clarity What to Keep Their phrasing and word choice Their tone (casual, direct, however they speak) The...
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| 6135 | hud | yeachan-heo/oh-my-claudecode |
Configure the OMC HUD (Heads-Up Display) for the statusline. Quick Commands | `/oh-my-claudecode:hud` | Show current HUD status (auto-setup if needed) | `/oh-my-claudecode:hud setup` | Install/repair HUD statusline | `/oh-my-claudecode:hud minimal` | Switch to minimal display | `/oh-my-claudecode:hud focused` | Switch to focused display (default) | `/oh-my-claudecode:hud full` | Switch to full display | `/oh-my-claudecode:hud status` | Show detailed HUD status Auto-Setup W...
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| 6136 | symfony:interfaces-and-autowiring | makfly/superpowers-symfony |
$ npx skills add https://github.com/makfly/superpowers-symfony --skill symfony:interfaces-and-autowiring<div
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| 6137 | clinvar-database | davila7/claude-code-templates |
ClinVar Database Overview ClinVar is NCBI's freely accessible archive of reports on relationships between human genetic variants and phenotypes, with supporting evidence. The database aggregates information about genomic variation and its relationship to human health, providing standardized variant classifications used in clinical genetics and research. When to Use This Skill This skill should be used when: Searching for variants by gene, condition, or clinical significance Interpreting clin...
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| 6138 | eve-project-bootstrap | incept5/eve-skillpacks |
Eve Project Bootstrap Use this flow to connect an existing repo to Eve and get the first deploy running. Set the API Target Get the staging API URL from your admin. Create and use a profile: eve profile create staging --api-url https://api.eh1.incept5.dev eve profile use staging Create Org and Project eve org ensure my-org --slug myorg eve project ensure --name "My App" --slug my-app --repo-url git@github.com:me/my-app.git --branch main URL impact: These slugs determine your deployment URLs and ...
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| 6139 | intent-layer | crafter-station/skills |
Intent Layer Hierarchical AGENTS.md infrastructure so agents navigate codebases like senior engineers. Core Principle Only ONE root context file. CLAUDE.md and AGENTS.md should NOT coexist at project root. Child AGENTS.md in subdirectories are encouraged for complex subsystems. Workflow 1. Detect state scripts/detect_state.sh /path/to/project → Returns: none | partial | complete 2. Route none/partial → Initial setup (steps 3-5) complete → Maintenance (step 6) 3. Measure [ga...
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| 6140 | debugging-strategies | sickn33/antigravity-awesome-skills |
Debugging Strategies Transform debugging from frustrating guesswork into systematic problem-solving with proven strategies, powerful tools, and methodical approaches. Use this skill when Tracking down elusive bugs Investigating performance issues Debugging production incidents Analyzing crash dumps or stack traces Debugging distributed systems Do not use this skill when There is no reproducible issue or observable symptom The task is purely feature development You cannot access logs, traces, or ...
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| 6141 | workflow-orchestration | vxcozy/workflow-orchestration |
Workflow Orchestration Apply these practices for disciplined, high-quality task execution. Quick Reference Practice When to Apply Plan Mode Any task with 3+ steps or architectural decisions Subagents Research, exploration, parallel analysis Lessons After ANY user correction Verification Before marking any task complete Elegance Check Non-trivial changes only 1. Plan Mode Default Enter plan mode for ANY non-trivial task (3+ steps or architectural decisions) If something goes sideways, STOP and re...
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| 6142 | axiom-in-app-purchases | charleswiltgen/axiom |
StoreKit 2 In-App Purchase Implementation Purpose: Guide robust, testable in-app purchase implementation StoreKit Version: StoreKit 2 iOS Version: iOS 15+ (iOS 18.4+ for latest features) Xcode: Xcode 13+ (Xcode 16+ recommended) Context: WWDC 2025-241, 2025-249, 2023-10013, 2021-10114 When to Use This Skill ✅ Use this skill when: Implementing any in-app purchase functionality (new or existing) Adding consumable products (coins, hints, boosts) Adding non-consumable products (premium features, ...
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| 6143 | fix-errors | microsoft/vscode |
When fixing an unhandled error from the telemetry dashboard, the issue typically contains an error message, a stack trace, hit count, and affected user count. Approach 1. Do NOT fix at the crash site The error manifests at a specific line in the stack trace, but the fix almost never belongs there . Fixing at the crash site (e.g., adding a typeof guard in a revive() function, swallowing the error with a try/catch, or returning a fallback value) only masks the real problem. The invalid data still ...
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| 6144 | api-reference-documentation | aj-geddes/useful-ai-prompts |
API Reference Documentation Overview Generate professional API documentation that developers can use to integrate with your API, including endpoint specifications, authentication, request/response examples, and interactive documentation. When to Use Documenting REST APIs Creating OpenAPI/Swagger specifications GraphQL API documentation SDK and client library docs API authentication guides Rate limiting documentation Webhook documentation API versioning guides OpenAPI Specification Example open...
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| 6145 | fix-flaky-tests | tuist/agent-skills |
Fix Flaky Test Quick Start You'll typically receive a Tuist test case URL or identifier. Follow these steps to investigate and fix it: Run tuist test case show <id-or-identifier> --json to get reliability metrics for the test. Run tuist test case run list Module/Suite/TestCase --flaky --json to see flaky run patterns. Run tuist test case run show <run-id> --json on failing flaky runs to get failure messages and file paths. Read the test source at the reported path and line, identify the flaky pa...
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| 6146 | pysam | davila7/claude-code-templates |
Pysam Overview Pysam is a Python module for reading, manipulating, and writing genomic datasets. Read/write SAM/BAM/CRAM alignment files, VCF/BCF variant files, and FASTA/FASTQ sequences with a Pythonic interface to htslib. Query tabix-indexed files, perform pileup analysis for coverage, and execute samtools/bcftools commands. When to Use This Skill This skill should be used when: Working with sequencing alignment files (BAM/CRAM) Analyzing genetic variants (VCF/BCF) Extracting reference seq...
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| 6147 | shadcn-layouts | jwynia/agent-skills |
shadcn/Tailwind Layouts Help generate shadcn/Tailwind components that render correctly the first time. Most agent-generated UI fails due to missing mental models about how CSS layout works—not syntax errors, but assumption gaps. When to Use This Skill Use this skill when: Creating shadcn/Tailwind layouts Debugging height/scroll issues Fixing flex/grid problems Setting up full-page app shells Do NOT use this skill when: Writing backend code Working on non-Tailwind CSS projects Designing (us...
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| 6148 | aws-cloudfront-cdn | aj-geddes/useful-ai-prompts |
AWS CloudFront CDN Overview Amazon CloudFront is a fast, globally distributed content delivery network (CDN). Cache content at edge locations worldwide to reduce latency, improve performance, and provide high availability with DDoS protection. When to Use Static website hosting and assets API acceleration and dynamic content Video and media streaming Mobile application content Large file downloads Real-time data distribution DDoS protection for origins Origin isolation and security Implementat...
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| 6149 | hyva-exec-shell-cmd | hyva-themes/hyva-ai-tools |
Execute Shell Commands in Magento Environment This utility skill detects the Magento development environment and provides the appropriate command wrapper for executing shell commands. Usage Other skills should reference this skill when they need to execute commands in the Magento environment. The detected wrapper ensures commands run in the correct context (container or local). Step 1: Detect Environment Important: Execute this script from the Magento project root directory, or provide the ...
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| 6150 | shopify-apps | davila7/claude-code-templates |
Shopify Apps Patterns React Router App Setup Modern Shopify app template with React Router Embedded App with App Bridge Render app embedded in Shopify Admin Webhook Handling Secure webhook processing with HMAC verification Anti-Patterns ❌ REST API for New Apps ❌ Webhook Processing Before Response ❌ Polling Instead of Webhooks ⚠️ Sharp Edges Issue Severity Solution Issue high Respond immediately, process asynchronously Issue high Check rate limit headers Issue high Request protected cust...
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