Overview CLI FAQ

Agent Skills 排行榜 · 关键词 + 语义搜索

按 / 聚焦搜索框
正在使用 AI 进行语义搜索...
20,000
总 Skills
16.0M
总安装量
2,338
贡献者
# Skill 仓库 描述 安装量
19951 debug htlin222/dotfiles
Debug Package Usage Guide Basic Usage import debug from 'debug' ; // Format: lobe-[module]:[submodule] const log = debug ( 'lobe-server:market' ) ; log ( 'Simple message' ) ; log ( 'With variable: %O' , object ) ; log ( 'Formatted number: %d' , number ) ; Namespace Conventions Desktop: lobe-desktop:[module] Server: lobe-server:[module] Client: lobe-client:[module] Router: lobe-[type]-router:[module] Format Specifiers %O - Object expanded (recommended for complex objects) %o - Object %s - String ...
 34
19952 pnpm-dependency-analysis equinor/fusion-framework
pnpm Dependency Analysis Skill (Fusion Framework) Helps answer: Where is PACKAGE used (direct & transitive)? What real versions are resolved across workspaces? Which workspaces depend on each other (forward/reverse graph)? What's the blast radius / risk level for an upgrade or patch? All commands run from the root of the repository. Replace PACKAGE with the real name (e.g., lodash , zod , @tanstack/react-query , eslint ). 1. Core: Where is this package used? Direct usages only (fastest & cleanes...
 34
19953 data-engineer htlin222/dotfiles
You are a data engineer specializing in scalable data pipelines, modern data architecture, and analytics infrastructure. Use this skill when Designing batch or streaming data pipelines Building data warehouses or lakehouse architectures Implementing data quality, lineage, or governance Do not use this skill when You only need exploratory data analysis You are doing ML model development without pipelines You cannot access data sources or storage systems Instructions Define sources, SLAs, and data...
 34
19954 tailwind oakoss/agent-skills
Tailwind Labs Tailwind CSS v4 Best Practices Comprehensive performance optimization guide for Tailwind CSS v4 applications, maintained by Tailwind Labs. Contains 42 rules across 8 categories, prioritized by impact to guide automated refactoring and code generation. When to Apply Reference these guidelines when: Configuring Tailwind CSS v4 build tooling (Vite plugin, PostCSS, CLI) Writing or migrating styles using v4's CSS-first approach Optimizing CSS bundle size and build performance Implem...
 34
19955 laravel:debugging-prompts jpcaparas/superpowers-laravel
Debugging with AI requires complete information. Missing context means generic suggestions that don't solve your specific problem. Error Messages and Stack Traces Incomplete "Getting an error in the payment controller" Complete "Getting error when processing payment: Error: ``` Illuminate\Database\QueryException: SQLSTATE[23000]: Integrity constraint violation: 1452 Cannot add or update a child row: a foreign key constraint fails (`app`.`payments`, CONSTRAINT `payments_order_id_forei...
 34
19956 ring:regulatory-templates-gate3 lerianstudio/ring
Regulatory Templates - Gate 3: Template File Generation Overview This sub-skill executes Gate 3 of the regulatory template workflow: generating the complete .tpl template file with all validated mappings and transformations from Gates 1-2. Parent skill: regulatory-templates Prerequisites: Gate 1 PASSED (field mappings complete) Gate 2 PASSED (validations confirmed) Context object with Gates 1-2 results Output: Generated .tpl template file ready for use Foundational Principle Template generation ...
 34
19957 nansen-smart-alerts nansen-ai/nansen-cli
Smart Alerts CRUD management for smart alerts. Alerts are internal-only (requires Nansen internal API key). Quick Reference nansen alerts list --table nansen alerts create --name < name > --type < type > --chains < chains > --telegram < chatId > nansen alerts update < id > [ --name < name > ] [ --chains < chains > ] nansen alerts toggle < id > --enabled | --disabled nansen alerts delete < id > Options Reference Flag Create Update Toggle Delete <id> (positional) required required required --name ...
 34
19958 security principles exceptionless/exceptionless
Security Principles Secrets Management Secrets are injected via Kubernetes ConfigMaps and environment variables — never commit secrets to the repository. Configuration files — Use appsettings.yml for non-secret config Environment variables — Secrets injected at runtime via EX_* prefix Kubernetes — ConfigMaps mount configuration, Secrets mount credentials // AppOptions binds to configuration (including env vars) public class AppOptions { public string ? StripeApiKey { get ; set ; } public AuthOpt...
 34
19959 go-table-driven-tests tigrisdata/skills
Go Table-Driven Tests Use this skill when writing or modifying Go table-driven tests. It ensures tests follow established patterns. Core Principles One test function, many cases - Define test cases in a slice and iterate with t.Run() Explicit naming - Each case has a name field that becomes the subtest name Structured inputs - Use struct fields for inputs, expected outputs, and configuration Helper functions - Use t.Helper() in test helpers for proper line reporting Environment guards - Skip int...
 34
19960 data-normalization-tool jeremylongshore/claude-code-plugins-plus-skills
Data Normalization Tool Purpose This skill provides automated assistance for data normalization tool tasks within the ML Training domain. When to Use This skill activates automatically when you: Mention "data normalization tool" in your request Ask about data normalization tool patterns or best practices Need help with machine learning training skills covering data preparation, model training, hyperparameter tuning, and experiment tracking. Capabilities Provides step-by-step guidance for data no...
 34
19961 overfull-hbox letta-ai/skills
Overfull Hbox Fix with Constrained Synonyms This skill provides guidance for fixing LaTeX overfull hbox warnings by replacing words with shorter synonyms, while strictly adhering to a predefined list of allowed replacements. Problem Overview Overfull hbox warnings occur when LaTeX cannot fit text within the specified line width. The solution involves replacing words with shorter synonyms, but with a critical constraint: only words explicitly listed in a synonyms file may be replaced, and they ma...
 34
19962 zotero shoei05/claude-code-zotero-skill
Zotero API Skill Zotero のローカル HTTP サーバー（ localhost:23119 ）および REST API（ api.zotero.org ）経由で文献管理操作を行う。 前提条件 ローカル API（Zotero 起動中のみ） Zotero が起動中で、以下の設定が有効であること： Zotero > 環境設定 > 詳細 > 「Allow other applications on this computer to communicate with Zotero」にチェック 接続確認: curl -s http://localhost:23119/connector/ping REST API（クラウド操作） 環境変数が設定されていること: ZOTERO_API_KEY : API キー（ https://www.zotero.org/settings/keys で作成） ZOTERO_USER_ID : ユーザー ID 接続確認: curl -s -H "Zotero-API-Key: $ZOTERO_API_KEY " "https://api.zot...
 34
19963 openai-responses ovachiever/droid-tings
OpenAI Responses API Status: Production Ready Last Updated: 2026-01-21 API Launch: March 2025 Dependencies: openai@6.16.0 (Node.js) or fetch API (Cloudflare Workers) What Is the Responses API? OpenAI's unified interface for agentic applications, launched March 2025. Provides stateful conversations with preserved reasoning state across turns. Key Innovation: Unlike Chat Completions (reasoning discarded between turns), Responses preserves the model's reasoning notebook, improving performance b...
 34
19964 audio-router bbeierle12/skill-mcp-claude
Audio Router Routes to 3 specialized skills based on audio requirements. Routing Protocol Classify — Identify audio task from user request Match — Apply signal matching rules below Combine — Audio-visual projects need 2-3 skills together Load — Read matched SKILL.md files before implementation Quick Route Tier 1: Core Skills Need Skill Signals Playing audio, music, SFX audio-playback play, load, music, sound, mp3, transport, player, loop Extracting audio data audio-analysis FFT, frequency, spect...
 34
19965 gplay-iap-setup tamtom/gplay-cli-skills
In-App Purchase Setup for Google Play Use this skill when you need to set up monetization for your Android app. Two APIs: Legacy vs New Monetization Google Play has two APIs for one-time products: Legacy ( gplay iap ) New Monetization ( gplay onetimeproducts ) API inappproducts monetization.onetimeproducts Price format priceMicros / currency units / nanos / currencyCode Structure Flat prices map purchaseOptions with regionalPricingAndAvailabilityConfigs States active / inactive DRAFT → ACTIVE (r...
 34
19966 cli-web-scrape molechowski/claude-skills
Scrapling CLI Web scraping CLI with browser impersonation, anti-bot bypass, and CSS extraction. Prerequisites Install with all extras (CLI needs click, fetchers need playwright/camoufox) uv tool install 'scrapling[all]' Install fetcher browser engines (one-time) scrapling install Verify: scrapling --help Fetcher Selection Tier Command Engine Speed Stealth JS Use When HTTP extract get/post/put/delete httpx + TLS impersonation Fast Medium No Static pages, APIs, most sites Dynamic extract fetch P...
 34
19967 typescript-sdk inkeep/skills
TypeScript SDK Architecture Layered, non-blocking by default Data buffered and flushed async to backend Node >= 18, ESM + CJS builds Layer Flow Public API → OpikClient → Domain (Trace/Span) → BatchQueues → REST Client → Backend Critical Gotchas When changing dependencies or minimum versions, update and verify version references in README.md and integration README files in the same PR. Flush Before Exit // ✅ REQUIRED - especially in CLI/tests await client . flush ( ) ; // or globally: await flush...
 34
19968 caching-strategy-optimizer patricio0312rev/skills
Caching Strategy Optimizer Dramatically speed up CI pipelines with intelligent caching. Cache Key Strategy Package Manager Caches NPM - Hash package-lock.json - uses: actions/cache@v3 with: path: ~/.npm key: ${{ runner.os }}-npm-${{ hashFiles('/package-lock.json') }} restore-keys: | ${{ runner.os }}-npm- pnpm - More aggressive caching - uses: pnpm/action-setup@v2 with: version: 8 - uses: actions/cache@v3 with: path: | ~/.pnpm-store node_modules ...
 34
19969 nansen-wallet-profiler nansen-ai/nansen-cli
Wallet Profiler All commands: nansen research profiler <sub> [options] --address and --chain required for most commands. Balance & Identity nansen research profiler balance --address < addr > --chain ethereum nansen research profiler labels --address < addr > --chain ethereum nansen research profiler search --query "Vitalik" PnL nansen research profiler pnl --address < addr > --chain ethereum --days 30 nansen research profiler pnl-summary --address < addr > --chain ethereum Transactions & Histor...
 34
19970 scroll-driven-animations yonatangross/orchestkit
CSS Scroll-Driven Animations API provides performant, declarative scroll-linked animations without JavaScript. Supported in Chrome 115+, Edge 115+, Safari 18.4+. Overview - Progress indicators tied to scroll position - Parallax effects without JavaScript jank - Element reveal animations on scroll into view - Sticky header animations based on scroll - Reading progress bars - Scroll-triggered image/content reveals Core Concepts Timeline Types | Scroll Progress | `scroll()` | Tied to...
 34
19971 ssh-remote-connection artwist-polyakov/polyakov-claude-skills
SSH Remote Connection Universal skill for connecting to remote servers via SSH. Usage Interactive shell scripts/connect.sh Run command directly scripts/connect.sh "docker compose logs backend --tail 50" Setup For Claude Code (local) Copy config template: cp config/.env.example config/.env Fill in config/.env with actual values Make script executable: chmod +x scripts/connect.sh For Cloud Runtime Set environment variables in your cloud configuration: SSH_HOST — server hostname or IP SSH_USER — ...
 34
19972 frontend htlin222/dotfiles
Frontend Development Overview Modern frontend development patterns, frameworks, and best practices for building performant web applications. React Ecosystem Component Patterns // Functional component with hooks import { useState , useEffect , useCallback , useMemo } from 'react' ; interface UserListProps { initialFilter ? : string ; onSelect : ( user : User ) => void ; } function UserList ( { initialFilter = '' , onSelect } : UserListProps ) { const [ users , setUsers ] = useState < User [ ] > (...
 34
19973 api-client-generator jeremylongshore/claude-code-plugins-plus-skills
Api Client Generator Purpose This skill provides automated assistance for api client generator tasks within the API Integration domain. When to Use This skill activates automatically when you: Mention "api client generator" in your request Ask about api client generator patterns or best practices Need help with api integration skills covering third-party apis, webhooks, sdk generation, and integration patterns. Capabilities Provides step-by-step guidance for api client generator Follows industry...
 34
19974 multithreaded-task-migration dotnet/msbuild
Migrating MSBuild Tasks to Multithreaded API MSBuild's multithreaded execution model requires tasks to avoid global process state (working directory, environment variables). Thread-safe tasks declare this capability via MSBuildMultiThreadableTask and use TaskEnvironment from IMultiThreadableTask for safe alternatives. Migration Steps Step 1: Update Task Class Declaration a. Ensure the task implementing class is decorated with the MSBuildMultiThreadableTask attribute. b. Implement IMultiThreadabl...
 34
19975 agentic-browser inference-sh/skills
Agentic Browser Browser automation for AI agents via inference.sh . Uses Playwright under the hood with a simple @e ref system for element interaction. Quick Start Install CLI curl -fsSL https://cli.inference.sh | sh && infsh login Open a page and get interactive elements infsh app run agentic-browser --function open --input '{"url": "https://example.com"}' --session new Core Workflow Every browser automation follows this pattern: Open - Navigate to URL, get @e refs for elements Interact - Use...
 34
19976 holmesgpt-skill julianobarbosa/claude-code-skills
HolmesGPT Skill AI-powered troubleshooting for Kubernetes and cloud-native environments. Overview HolmesGPT is a CNCF Sandbox project that connects AI models with live observability data to investigate infrastructure problems, find root causes, and suggest remediations. It operates with read-only access and respects RBAC permissions, making it safe for production environments. Quick Reference Topic Reference Installation references/installation.md Configuration references/configuration.md Data S...
 34
19977 qt-translation-assistant re2zero/deepin-skills
Qt Translation Assistant Skill Iron Laws Never modify original TS files without backup - Always preserve original content Validate AI translation quality - Verify translations are accurate and contextually appropriate Maintain translation consistency - Use consistent terminology across all translations Respect file encoding - Preserve UTF-8 encoding and special characters Minimal changes principle - Only modify translation content, preserve XML structure Red Flags User requests translation of no...
 34
19978 service-layer-extractor patricio0312rev/skills
Service Layer Extractor Extract business logic from controllers into a testable service layer. Architecture Layers routes/ → Define endpoints, parse requests controllers/ → Validate input, call services, format responses services/ → Business logic, orchestration repositories/ → Database queries models/ → Data structures Before: Fat Controller // ❌ Business logic mixed with HTTP concerns router . post ( "/users" , async ( req , res ) => { try { // Validation if ( !...
 34
19979 internal-comms teachingai/full-stack-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...
 34
19980 sql-query-optimizer jeremylongshore/claude-code-plugins-plus-skills
SQL Query Optimizer Optimize SQL queries for maximum performance. EXPLAIN Analysis -- Original slow query EXPLAIN ANALYZE SELECT u.*, COUNT(o.id) as order_count FROM users u LEFT JOIN orders o ON o.user_id = u.id WHERE u.created_at > '2024-01-01' GROUP BY u.id ORDER BY order_count DESC LIMIT 10; -- Output analysis: /* Sort (cost=15234.32..15234.34 rows=10 width=120) (actual time=245.123..245.125 rows=10 loops=1) Sort Key: (count(o.id)) DESC -> HashAggregate (cost=15000.00..15100.00 row...
 34
19981 typescript-advanced-types ovachiever/droid-tings
TypeScript Advanced Types Comprehensive guidance for mastering TypeScript's advanced type system including generics, conditional types, mapped types, template literal types, and utility types for building robust, type-safe applications. When to Use This Skill Building type-safe libraries or frameworks Creating reusable generic components Implementing complex type inference logic Designing type-safe API clients Building form validation systems Creating strongly-typed configuration objects Impleme...
 34
19982 terraform-module-builder patricio0312rev/skills
Terraform Module Builder Build reusable, production-ready Terraform modules for cloud infrastructure. Core Workflow Define module structure : Organize files properly Declare variables : Input parameters with validation Create resources : Infrastructure definitions Configure outputs : Export useful values Setup state : Remote backend configuration Document : README and examples Module Structure modules/ └── vpc/ ├── main.tf Primary resources ├── variables.tf Input variables ├── o...
 34
19983 project-retrospective jamditis/claude-skills-journalism
Project retrospective writer Create LESSONS.md files that capture institutional knowledge, especially failures. Think like a journalist writing about your own project—be specific, be honest, name the actual mistakes. When to use After completing an investigation or project When shutting down or pausing a publication Post-mortem for events Handing off a project to someone else Annual review of ongoing initiatives The critical section: "The real problem" This is the most valuable part of any retro...
 34
19984 security-benchmark-runner jeremylongshore/claude-code-plugins-plus-skills
Security Benchmark Runner Purpose This skill provides automated assistance for security benchmark runner tasks within the Security Advanced domain. When to Use This skill activates automatically when you: Mention "security benchmark runner" in your request Ask about security benchmark runner patterns or best practices Need help with advanced security skills covering penetration testing, compliance frameworks, threat modeling, and enterprise security. Capabilities Provides step-by-step guidance f...
 34
19985 apify-ecommerce sickn33/antigravity-awesome-skills
E-commerce Data Extraction Extract product data, prices, reviews, and seller information from any e-commerce platform using Apify's E-commerce Scraping Tool. Prerequisites .env file with APIFY_TOKEN (at ~/.claude/.env ) Node.js 20.6+ (for native --env-file support) Workflow Selection User Need Workflow Best For Track prices, compare products Workflow 1: Products & Pricing Price monitoring, MAP compliance, competitor analysis. Add AI summary for insights. Analyze reviews (sentiment or quality) Wo...
 34
19986 qemu-alpine-ssh letta-ai/skills
QEMU Alpine SSH Setup Overview This skill provides procedural guidance for setting up QEMU virtual machines running Alpine Linux with SSH access configured. It covers VM startup, network port forwarding, Alpine system configuration, and SSH server setup. Diagnostic-First Approach Before attempting any QEMU setup or troubleshooting syntax, verify preconditions first: 1. Check Port Availability Before starting QEMU with port forwarding, verify the target port is not in use: Preferred methods (if ...
 34
19987 aria-attribute-helper jeremylongshore/claude-code-plugins-plus-skills
Aria Attribute Helper Purpose This skill provides automated assistance for aria attribute helper tasks within the Frontend Development domain. When to Use This skill activates automatically when you: Mention "aria attribute helper" in your request Ask about aria attribute helper patterns or best practices Need help with frontend skills covering react, vue, css, accessibility, performance optimization, and modern web development patterns. Capabilities Provides step-by-step guidance for aria attri...
 34
19988 learning-graph-generator dmccreary/claude-skills
Learning Graph Generator Version: 0.03 You are tasked with generating a comprehensive high-quality learning graph from a course description. A learning graph is the foundational data structure for intelligent textbooks that can recommend learning paths. A learning graph is like a roadmap of Concepts to help students achieve their learning goals. A learning graph is an DAG Concept graph. Each arrow is a "Learning Dependency" relationship that suggest learning order. The markdown you generate mus...
 34
19989 gate-mcp-openclaw-installer gate/gate-skills
Gate MCP Complete Gate.com MCP server installer for OpenClaw. Quick Start Install all Gate MCP servers (default) ./scripts/install.sh Selective installation ./scripts/install.sh --select MCP Servers Server Endpoint Auth Description gate npx -y gate-mcp API Key + Secret Spot/Futures/Options trading gate-dex https://api.gatemcp.ai/mcp/dex x-api-key fixed as MCP_AK_8W2N7Q + Authorization: Bearer ${GATE_MCP_TOKEN} DEX operations gate-info https://api.gatemcp.ai/mcp/info None Market data gate-news ...
 34
19990 agent-browser jihe520/social-push
Browser Automation with agent-browser The CLI uses Chrome/Chromium via CDP directly. Install via npm i -g agent-browser , brew install agent-browser , or cargo install agent-browser . Run agent-browser install to download Chrome. Core Workflow Every browser automation follows this pattern: Navigate : agent-browser open <url> Snapshot : agent-browser snapshot -i (get element refs like @e1 , @e2 ) Interact : Use refs to click, fill, select Re-snapshot : After navigation or DOM changes, get fresh r...
 34
19991 1k-monitor-pr-ci onekeyhq/app-monorepo
Monitor PR CI & Reviews Monitor a pull request's CI checks and review comments. Auto-fix CI failures, prompt user for review feedback. Input $ARGUMENTS - PR number, PR URL, or omit to auto-detect from current branch. Workflow Step 1: Resolve PR number Determine the PR to monitor: If $ARGUMENTS is a number, use it directly If $ARGUMENTS is a GitHub URL, extract the PR number If $ARGUMENTS is empty, detect from current branch: gh pr list --head " $( git branch --show-current ) " --json number --jq...
 34
19992 typo3-workspaces dirnbauer/webconsulting-skills
TYPO3 Workspaces Compatibility: TYPO3 v13.x and v14.x (v14 preferred) All code examples in this skill are designed to work on both TYPO3 v13 and v14. TYPO3 API First: Always use TYPO3's built-in APIs, core features, and established conventions before creating custom implementations. Do not reinvent what TYPO3 already provides. Always verify that the APIs and methods you use exist and are not deprecated in your target TYPO3 version (v13 or v14) by checking the official TYPO3 documentation. Source...
 34
19993 react-coder majesticlabs-dev/majestic-marketplace
React Coder You write modern React components using TypeScript, hooks, and best practices. You create clean, performant, and maintainable code. Tech Stack Assumptions Technology Default React 18+ with concurrent features TypeScript For type safety Components Functional with hooks Package Manager pnpm Build Tool Vite or Next.js Styling Tailwind CSS Testing Vitest or Jest Component Patterns Basic Functional Component import { FC } from 'react' ; interface ButtonProps { label : string ; onClick : (...
 34
19994 agent-context-loader jeremylongshore/claude-code-plugins-plus-skills
Agent Context Loader Overview Automatic discovery and loading of AGENTS.md files across project hierarchies for AI coding agents. This skill scans the current workspace and its parent directories to locate agent instruction files, then surfaces their contents so the active agent session has full operational context. Prerequisites A project workspace containing one or more AGENTS.md files at any directory depth Read and Glob permissions to traverse the directory tree Grep access for searching fil...
 34
19995 code-quality ab300819/skills
Code Quality Guide Core Principle Production database. Correctness paramount. Crash > corrupt. Correctness Rules No workarounds or quick hacks. Handle all errors, check invariants Assert often. Never silently fail or swallow edge cases Crash on invalid state if it risks data integrity. Don't continue in undefined state Consider edge cases. On long enough timeline, all possible bugs will happen Rust Patterns Make illegal states unrepresentable Exhaustive pattern matching Prefer enums over strings...
 34
19996 beat-sync-video-editing ecliptic-ai/skills
Beat-Sync Video Editing Purpose Provide domain expertise for creating beat-synced video edits: taking a source video and an audio track, selecting clips from the video that align with the music's rhythm, and rendering the final output with FFmpeg. Core Concept: The EditPlan Every edit starts as an EditPlan — a JSON structure that describes which video clips to use and where in the audio to place them: { "audio_start" : "00:13" , "audio_duration" : 6.5 , "clips" : [ { "video_start" : "00:08" , "d...
 34
19997 architecture-patterns ovachiever/droid-tings
Architecture Patterns Master proven backend architecture patterns including Clean Architecture, Hexagonal Architecture, and Domain-Driven Design to build maintainable, testable, and scalable systems. When to Use This Skill Designing new backend systems from scratch Refactoring monolithic applications for better maintainability Establishing architecture standards for your team Migrating from tightly coupled to loosely coupled architectures Implementing domain-driven design principles Creating t...
 34
19998 code-review-medium breaking-brake/cc-wf-studio
Code Review Medium Overview Comprehensive review for medium-sized PRs (100-500 lines). Checks Code quality and maintainability Security best practices Test coverage assessment Error handling patterns API design consistency Output Detailed review with categorized findings (quality, security, tests)
 34
19999 ring:pre-dev-feature-map lerianstudio/ring
Feature Map Creation - Understanding the Feature Landscape Foundational Principle Feature relationships and boundaries must be mapped before architectural decisions. Jumping from PRD to TRD without mapping creates: Architectures that don't match feature interaction patterns Missing integration points discovered late Poor module boundaries that cross feature concerns The Feature Map answers : How do features relate, group, and interact at a business level? The Feature Map never answers : How we'l...
 34
20000 swiftdata-coredata-persistence dagba/ios-mcp
SwiftData & CoreData Persistence Overview SwiftData and CoreData are NOT interchangeable. Each has specific strengths, migration traps, and performance patterns. Wrong framework choice or migration strategy causes production crashes. Core principle: Choose framework based on app constraints, version models from day one, never store BLOBs in the database. Framework Selection digraph framework_choice { "New iOS app?" [ shape = diamond ] ; "iOS 17+ only?" [ shape = diamond ] ; "Simple data model?" ...
 34