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# Skill 仓库 描述 安装量
11751 research-proposal luwill/research-skills
Generate high-quality academic research proposals for PhD applications following Nature Reviews-style academic writing conventions. Overview This skill guides the generation of research proposals through a structured 5-phase workflow: - Requirements Gathering - Collect research topic, domain, language preferences - Literature Collection - Gather relevant literature from multiple sources - Outline Generation - Create structured outline for user approval - Content Writing - Generate full pr...
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11752 multi-search cat-xierluo/legal-skills
多主题深度研究技能 概述 智能多主题深度研究工具，自动分析材料并生成系统化研究文档。支持任意材料输入，通过 并行启动多个独立研究 Agent 进行深度检索，形成精简的研究知识库。 核心原则 ： 只做信息检索、归纳与专业表述转化 不新增事实，不虚构信息 聚焦单一问题，精简输出，能够解决问题即可 通用设计，可适用于法律、商业、技术、学术等各领域 触发条件 Show more
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11753 marketing-pipeline-share-ai-content aradotso/marketing-skills
Marketing Pipeline Share - AI Content Automation Skill by ara.so — Marketing Skills collection. This skill enables AI coding agents to work with the Ultimate AI Content Pipeline - a comprehensive TypeScript-based system that automates the entire content creation workflow from research and scriptwriting to video generation and publishing. What It Does The Marketing Pipeline Share project provides: Auto-Research : Crawls and analyzes real-time data from TechCrunch, a16z, Twitter/X, LinkedIn AI Con...
 722
11754 skill-from-masters gbsoss/skill-from-masters
Create skills that embody the wisdom of domain masters. This skill helps users discover and incorporate proven methodologies from recognized experts before generating a skill. Core Philosophy Most professional domains have outstanding practitioners who have codified their methods through books, talks, interviews, and frameworks. A skill built on these proven methodologies is far more valuable than one created from scratch. The goal is not just "good enough" — it's reaching the highest level ...
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11755 jotai vercel-labs/json-render
@json-render/jotai Jotai adapter for json-render's StateStore interface. Wire a Jotai atom as the state backend for json-render. Installation npm install @json-render/jotai @json-render/core @json-render/react jotai Usage import { atom } from "jotai" ; import { jotaiStateStore } from "@json-render/jotai" ; import { StateProvider } from "@json-render/react" ; // 1. Create an atom that holds the json-render state const uiAtom = atom < Record < string , unknown >> ( { count : 0 } ) ; // 2. Create t...
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11756 market-research-analysis manojbajaj95/claude-gtm-plugin
Market Research & Analysis Expert market research skill — from market sizing and competitive analysis through consumer research and professional consulting-grade reports with LaTeX formatting and visual generation. Quick Start Choose your workflow: Market Sizing — TAM/SAM/SOM calculations Competitive Analysis — Landscape mapping and positioning Consumer Research — Surveys, interviews, behavior analysis Professional Report — 50+ page consulting-style report with LaTeX + visuals Market Sizing (TAM...
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11757 agent-memory-systems davila7/claude-code-templates
Agent Memory Systems Memory is the cornerstone of intelligent agents. Without it, every interaction starts from zero. This skill covers the architecture of agent memory: short-term (context window), long-term (vector stores), and the cognitive architectures that organize them. Key insight: Memory isn't just storage - it's retrieval. A million stored facts mean nothing if you can't find the right one. Chunking, embedding, and retrieval strategies determine whether your agent remembers or forgets....
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11758 diffity-resolve-tree kamranahmedse/diffity
Diffity Resolve Tree Skill You are reading open comments left on repository files via the diffity tree browser and resolving them by making the requested code changes. Arguments thread-id (optional): Resolve a specific thread by ID instead of all open threads. Example: /diffity-resolve-tree abc123 CLI Reference diffity agent list [--status open|resolved|dismissed] [--json] diffity agent comment --file <path> --line <n> [--end-line <n>] --body "<text>" diffity agent resolve <id> [--summary "<text...
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11759 orpc-contract-first langgenius/dify
oRPC Contract-First Development Project Structure web/contract/ ├── base.ts Base contract (inputStructure: 'detailed') ├── router.ts Router composition & type exports ├── marketplace.ts Marketplace contracts └── console/ Console contracts by domain ├── system.ts └── billing.ts Workflow Create contract in web/contract/console/{domain}.ts Import base from ../base and type from @orpc/contract Define route with path, method, input, output Register in rou...
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11760 tab-accordion kostja94/marketing-skills
Components: Tab & Accordion Guides tab and accordion implementation for organizing content without excessive vertical space. Two layout patterns: vertical accordion (FAQ-style, stacked) and horizontal tabs (how-to style, side-by-side). Both improve UX by reducing scroll; SEO impact depends on implementation and content placement. 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...
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11761 claw-code-harness aradotso/trending-skills
Claw Code Harness Skill by ara.so — Daily 2026 Skills collection. Claw Code is a clean-room Python (with Rust port in progress) rewrite of the Claude Code agent harness. It provides tooling to inspect the port manifest, enumerate subsystems, audit parity against an archived source, and query tool/command inventories — all via a CLI entrypoint and importable Python modules. Installation Clone the repository git clone https://github.com/instructkr/claw-code.git cd claw-code Install dependencies ...
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11762 atxp-memory atxp-dev/cli
ATXP Memory — Agent Memory Management Manage your agent's .md memory files: back up and restore to/from ATXP cloud servers, and search your local memories using zvec vector similarity search. Capabilities Capability Description Cloud Backup Push/pull .md files to ATXP servers for disaster recovery Local Search Index .md files into a local zvec vector database, then search by natural language query Status View cloud backup info and local index statistics Security Model Only .md files are collecte...
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11763 security-suite boshu2/agentops
Security Suite Purpose: Provide composable, repeatable security/internal-testing primitives for authorized binaries. This skill separates concerns into primitives so security workflows stay testable and reusable. Guardrails Use only on binaries you own or are explicitly authorized to assess. Do not use this workflow to bypass legal restrictions or extract third-party proprietary content without authorization. Prefer behavioral assurance and policy gating over ad-hoc one-off reverse-engineering. ...
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11764 nz-business-english jezweb/claude-skills
NZ Business English Professional but approachable. Warm without being over-the-top. Inclusive by default. Write like a competent Kiwi professional -- not like an Australian pretending to be from New Zealand, not like someone who just discovered Te Reo, and not like a corporate drone. NZ English is close to Australian English in spelling and register, but softer in tone, more collaborative in framing, and increasingly incorporates Te Reo Maori in everyday business use. Spelling (EN-NZ) EN-NZ foll...
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11765 gluestack-ui-v4 gluestack/agent-skills
This skill enforces constrained, opinionated styling patterns for gluestack-ui v4 that reduce decision fatigue, improve performance, enable consistent theming, and limit the solution space to canonical patterns. Core Principles - Gluestack components over React Native primitives - Gluestack wraps RN with theming, accessibility, and cross-platform consistency - Component props over className utilities - Use built-in props (size, variant, space) instead of className when available - Semantic ...
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11766 eve vercel-labs/vercel-plugin
eve eve is a filesystem-first framework for durable backend AI agents. An agent is a directory on disk — instructions, skills, tools, connections, channels, subagents, and schedules are all files — and eve compiles and runs it. Source of truth The complete documentation ships inside the eve package. Do not rely on this skill for guidance — always read the bundled docs, which match the installed version exactly: node_modules/eve/docs/ Start with node_modules/eve/docs/README.md . It contains the f...
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11767 eastmoney_financial_data meission/eastmoney
东方财富金融数据skill (eastmoney_financial_data) 通过 文本输入 查询金融相关数据（股票、板块、指数等），接口返回 JSON格式内容。 使用方式 首先检查环境变量 EASTMONEY_APIKEY 是否存在： echo $EASTMONEY_APIKEY 如果不存在，提示用户在东方财富Skills页面( https://marketing.dfcfs.com/views/finskillshub/indexuNdYscEA?appfenxiang=1)获取apikey并设置到环境变量。 ⚠️ 安全注意事项 外部请求 : 本 Skill 会将您的查询文本发送至东方财富官方 API 域名 ( mkapi2.dfcfs.com ) 以获取金融数据。 凭据保护 : API Key 仅通过环境变量 EASTMONEY_APIKEY 在服务端或受信任的运行环境中使用，不会在前端明文暴露。 使用POST请求调用接口： curl -X POST --location 'https://mkapi2.dfcfs.com/finskillshub/api/claw/quer...
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11768 public-relations kostja94/marketing-skills
Public Relations & Earned Media You are an expert in earned media for software products. Your goal is to help the user get covered by journalists, podcasts, and newsletters — efficiently, with respect for the people on the other end of the pitch. Before Starting Check for product marketing context first: If .agents/product-marketing.md exists (or .claude/product-marketing.md , or the legacy product-marketing-context.md filename, in older setups), read it before asking questions. Use that context...
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11769 frontend-design-pro binjuhor/shadcn-lar
You are a world-class creative frontend engineer AND visual director. Every interface you build must feel like a $50k+ agency project. 1. Choose One Bold Aesthetic Direction (commit 100%) Style Category Core Keywords (copy-paste ready) Color Palette Ideas Signature Effects & Details Minimalism & Swiss Style clean, swiss, grid-based, generous whitespace, typography-first Monochrome + one bold accent, beige/gray neutrals Razor-sharp hierarchy, subtle hover lifts, micro-animations, perfect alignme...
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11770 yt-search-download joeseesun/yt-search-download
YouTube 搜索 & 下载 基于 YouTube Data API v3 进行高级搜索，配合 yt-dlp 下载。 前置条件 YouTube API Key ： echo $YT_BROWSE_API_KEY 如果为空： Google Cloud Console → 启用 YouTube Data API v3 → 创建 API Key → 写入 ~/.zshrc ： export YT_BROWSE_API_KEY = your_key yt-dlp （下载用）： brew install yt-dlp macOS pip install yt-dlp 或 pip 安装 命令说明 脚本路径： ~/.claude/skills/yt-search-download/scripts/yt_search.py 全站关键词搜索 python3 scripts/yt_search.py search "关键词" -n 20 参数 说明 -n 20 最多返回条数（默认 20） -o date 按时间排序（默认 relevance） -o viewCount 按播放量排序（API 级，准确...
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11771 valtio hairyf/skills
Valtio makes proxy-state simple for React and vanilla JavaScript. It provides a minimal, flexible, and unopinionated API that turns objects into self-aware proxies, enabling fine-grained subscription and reactivity. Valtio shines at render optimization in React and is compatible with Suspense and React 18+. The skill is based on Valtio v2.3.0, generated at 2026-01-29. Core References | Proxy | Create reactive state objects that track changes | [core-proxy](https://github.com/hairyf/skills/...
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11772 malware-distribution-awareness aradotso/security-skills
Malware Distribution Awareness Skill Skill by ara.so — Security Skills collection. ⚠️ CRITICAL SECURITY WARNING This repository is NOT legitimate software. This is a malware distribution operation disguised as security software. Red Flags Identified 1. Fraudulent Purpose Claims to offer "cracked" or "pre-activated" commercial antivirus software Distributing paid software without authorization is illegal Legitimate security software is never distributed with "cracks" or "keygens" Show more Instal...
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11773 docyrus-api-dev docyrus/agent-skills
Docyrus API Developer Integrate with the Docyrus API using @docyrus/api-client (REST client) and @docyrus/signin (React auth provider). Authenticate via OAuth2 PKCE, query data sources with powerful filtering/aggregation, and consume REST endpoints. Authentication Quick Start React Apps — Use @docyrus/signin import { DocyrusAuthProvider , useDocyrusAuth , useDocyrusClient , SignInButton } from '@docyrus/signin' // 1. Wrap root < DocyrusAuthProvider apiUrl = { import . meta . env . VITE_API_BASE_...
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11774 cinematic-script-writer praveenspeaks/cinematic-script-writer
Cinematic Script Writer Create professional cinematic scripts for AI video generation with character consistency and cinematography knowledge. Installation Install via npm npm install -g cinematic-script-writer Or install via OpenClaw CLI openclaw skills install cinematic-script-writer CLI Usage Context Management Create and manage story contexts with characters, era, and settings: Create a new story context cinematic-script create-context --name "My Story" --era "Ancient India" --period "Ram...
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11775 dispatch bassimeledath/dispatch
Dispatch You are a dispatcher . Your job is to plan work as checklists, dispatch workers to execute them, track progress, and manage your config file. Routing First, determine what the user is asking for: Config request — mentions "config", "add agent", "add ... to my config", "change model", "set default", "add alias", "create alias", etc. → Modifying Config Task request — anything else → Step 0: Read Config Never handle task requests inline. The user invoked /dispatch to get non-blocking backg...
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11776 sequelize mindrally/skills
Sequelize Development Guidelines You are an expert in Sequelize ORM, Node.js, and database design with a focus on model associations, migrations, and data integrity. Core Principles Sequelize is a promise-based ORM for Node.js and TypeScript Supports PostgreSQL, MySQL, MariaDB, SQLite, and Microsoft SQL Server Uses model definitions with DataTypes for schema declaration Provides comprehensive support for associations, transactions, and hooks Migrations should be used for all schema changes in ...
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11777 ai-sdk vercel/vercel-plugin
Prerequisites Before searching docs, check if node_modules/ai/docs/ exists. If not, install only the ai package using the project's package manager (e.g., pnpm add ai ). Do not install other packages at this stage. Provider packages (e.g., @ai-sdk/openai ) and client packages (e.g., @ai-sdk/react ) should be installed later when needed based on user requirements. Critical: Do Not Trust Internal Knowledge Everything you know about the AI SDK is outdated or wrong. Your training data contains obsol...
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11778 pubmed-database davila7/claude-code-templates
PubMed Database Use this skill when a task needs biomedical literature from PubMed rather than general web search. When to Use Searching MEDLINE or life-sciences literature. Building PubMed queries with MeSH terms, field tags, dates, or article types. Looking up PMIDs, abstracts, publication metadata, or related citations. Running systematic-review search passes that need repeatable search strings. Using NCBI E-utilities directly from Python, shell, or another HTTP client. Query Construction Sta...
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11779 btca-cli davis7dotsh/better-context
btca CLI btca is a source-first research CLI. It hydrates resources (git, local, npm) into searchable context, then answers questions grounded in those sources. Use configured resources for ongoing work, or one-off anonymous resources directly in btca ask . Full CLI reference: https://docs.btca.dev/guides/cli-reference Add resources: Git resource btca add -n svelte-dev https://github.com/sveltejs/svelte.dev Local directory btca add -n my-docs -t local /absolute/path/to/docs npm package btca a...
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11780 memory-intake nhadaututtheky/neural-memory
Memory Intake Agent You are a Memory Intake Specialist for NeuralMemory. Your job is to transform raw, unstructured input into high-quality structured memories. You act as a thoughtful librarian — clarifying, categorizing, and filing information so it can be recalled precisely when needed. Instruction Process the following input into structured memories: $ARGUMENTS Required Output Intake report — Summary of what was captured, categorized by type Memory batch — Each memory stored via nmem_remembe...
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11781 chinese-content-writing-guideline jim60105/copilot-prompt
Chinese Content Writing Guidelines This skill provides comprehensive writing guidelines for producing high-quality 正體中文 Traditional Chinese (zh-TW) content. Apply these rules to ensure consistent language, structure, tone, and terminology aligned with Taiwan conventions. Language and Formatting Write in Traditional Chinese 正體中文 (zh-TW) with full-width punctuation（，。、；：「」『』（）！？） Always insert a single space between Chinese characters and alphanumeric characters (e.g., 使用 Docker 建立 ) Use standard ...
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11782 clawd-code-python-port aradotso/trending-skills
clawd-code Python Port Skill by ara.so — Daily 2026 Skills collection. What This Project Does clawd-code is an independent Python rewrite of the Claude Code agent harness, built from scratch for educational purposes. It captures the architectural patterns of Claude Code — tool wiring, command dispatch, task orchestration, and agent runtime context — in clean Python, without copying any proprietary TypeScript source. The project is orchestrated end-to-end using oh-my-codex (OmX) , a workflow laye...
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11783 marketing-pipeline-share-automation aradotso/marketing-skills
Marketing Pipeline Share Automation Skill by ara.so — Marketing Skills collection. This skill provides expertise in using marketing-pipeline-share , an all-in-one AI content automation system that handles research, scriptwriting, multi-format content generation, and automated video rendering. The pipeline crawls real-time data from sources like TechCrunch, Twitter, and LinkedIn, then uses Claude 3 and OpenAI to generate content in multiple languages and formats, finally rendering videos with Rem...
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11784 ultimate-ai-content-pipeline aradotso/marketing-skills
Ultimate AI Content Pipeline Skill by ara.so — Marketing Skills collection. This skill helps you use the Ultimate AI Content Pipeline - a TypeScript-based automated content creation system that researches topics, generates scripts/articles, and produces videos using AI (Claude 3, OpenAI) and Remotion. What It Does The pipeline automates the entire content creation workflow: Auto-Research : Crawls recent news from TechCrunch, a16z, Twitter/X, LinkedIn (last 24h) AI Content Generation : Creates ar...
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11785 wechat-publisher 0731coderlee-sudo/wechat-publisher
wechat-publisher 一键发布 Markdown 文章到微信公众号草稿箱 基于 wenyan-cli 封装的 OpenClaw skill。 功能 ✅ Markdown 自动转换为微信公众号格式 ✅ 自动上传图片到微信图床 ✅ 一键推送到草稿箱 ✅ 多主题支持（代码高亮、Mac 风格代码块） ✅ 支持本地和网络图片 快速开始 1. 安装 wenyan-cli wenyan-cli 需要全局安装： npm install -g @wenyan-md/cli 验证安装： wenyan --help 注意： publish.sh 脚本会自动检测并安装 wenyan-cli（如果未安装） 2. 配置 API 凭证 API 凭证已保存在 /Users/leebot/.openclaw/workspace/TOOLS.md 确保环境变量已设置： export WECHAT_APP_ID = your_wechat_app_id export WECHAT_APP_SECRET = your_wechat_app_secret 重要： 确保你的 IP 已添加到微信公众号后台的白名单！ 配...
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11786 review-logging-patterns hugorcd/evlog
Review logging patterns Review and improve logging patterns in TypeScript/JavaScript codebases. Transform scattered console.logs into structured wide events and convert generic errors into self-documenting structured errors. When to Use Setting up evlog in a new or existing project (any supported framework) Reviewing code for logging best practices Converting console.log statements to structured logging Improving error handling with better context Configuring log draining, sampling, or enrichmen...
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11787 memory-evolution nhadaututtheky/neural-memory
Memory Evolution Agent You are a Memory Evolution Specialist for NeuralMemory. You analyze how memories are actually used — what gets recalled, what gets ignored, what causes confusion — and transform those observations into concrete optimization actions. You operate like a database performance tuner, but for human-like neural memory graphs. Instruction Analyze memory usage patterns and optimize: $ARGUMENTS If no specific focus given, run the full evolution cycle. Required Output Usage analysis ...
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11788 zapier-make-patterns sickn33/antigravity-awesome-skills
Zapier & Make Patterns You are a no-code automation architect who has built thousands of Zaps and Scenarios for businesses of all sizes. You've seen automations that save companies 40% of their time, and you've debugged disasters where bad data flowed through 12 connected apps. Your core insight: No-code is powerful but not unlimited. You know exactly when a workflow belongs in Zapier (simple, fast, maximum integrations), when it belongs in Make (complex branching, data transformation, budget)...
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11789 docx-generator jwynia/agent-skills
DOCX Generator When to Use This Skill Use this skill when: Creating Word documents programmatically from data or specifications Populating branded templates with dynamic content while preserving corporate styling Extracting text, tables, and structure from existing DOCX files for analysis Finding and replacing placeholder text like {{TITLE}} or ${author} Automating document generation workflows (reports, contracts, letters) Do NOT use this skill when: User wants to open/view documents (use n...
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11790 archive camacho/ai-skills
Archive Skill Capture, index, and reuse project knowledge across sessions. When to Archive After completing a significant task (deploy, migration, major feature) After resolving a tricky debugging session When the user says "archive this" After any multi-step process with learnings worth preserving When to Consult Archives Before debugging infrastructure, deploy, or CI issues Before repeating a process done in a past session When encountering an error that may have been solved before Search : gr...
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11791 jira-expert alirezarezvani/claude-skills
Atlassian Jira Expert Master-level expertise in Jira configuration, project management, JQL, workflows, automation, and reporting. Handles all technical and operational aspects of Jira. Core Competencies Project Configuration Create and configure Jira projects (Scrum, Kanban, custom) Design and implement custom workflows Configure issue types, fields, and screens Set up project permissions and security schemes JQL Mastery Write advanced JQL queries for any use case Create complex filters with mu...
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11792 dhh-rails-style everyinc/compound-engineering-plugin
<essential_principles> Core Philosophy "The best code is the code you don't write. The second best is the code that's obviously correct." Vanilla Rails is plenty: Rich domain models over service objects CRUD controllers over custom actions Concerns for horizontal code sharing Records as state instead of boolean columns Database-backed everything (no Redis) Build solutions before reaching for gems What they deliberately avoid: devise (custom ~150-line auth instead) pundit/cancancan (simple ...
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11793 social-media-content-repurposer onewave-ai/claude-skills
Social Media Content Repurposer Transform content across platforms with platform-specific optimization. When to Use This Skill Activate when the user: Asks to "turn this into a Twitter thread" Wants to adapt content for different platforms Needs to create multiple social posts from one source Says "repurpose this blog post" Wants platform-specific content variations Mentions LinkedIn, Twitter/X, Instagram, Facebook, TikTok Needs hashtag suggestions Instructions Analyze Source Content Ident...
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11794 tech-news-digest draco-agent/tech-news-digest
Tech News Digest Automated tech news digest system with unified data source model, quality scoring pipeline, and template-based output generation. Quick Start Configuration Setup : Default configs are in config/defaults/ . Copy to workspace for customization: mkdir -p workspace/config cp config/defaults/sources.json workspace/config/tech-news-digest-sources.json cp config/defaults/topics.json workspace/config/tech-news-digest-topics.json Environment Variables : TWITTERAPI_IO_KEY - twitterapi.io ...
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11795 content-creator davila7/claude-code-templates
Content Creator You are an expert content creator who produces engaging, audience-focused content for blogs, social media, and marketing. When to Apply Use this skill when: Writing blog posts and articles Creating social media content (Twitter, LinkedIn, Instagram) Developing marketing copy Crafting compelling headlines and hooks Creating email newsletters Writing product descriptions Content Creation Framework 1. Know Your Audience Who are you writing for? What are their pain points? What level...
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11796 signup-login-page-generator kostja94/marketing-skills
Pages: Signup / Login Guides signup and login page structure, domain choice, modal vs dedicated page, discount integration, and SEO. Signup is the conversion endpoint from landing pages and pricing; when discounts apply at registration (e.g., student discount), signup is the P0 placement. Distinct from landing-page-generator (acquisition); newsletter-signup-generator (email capture only). When invoking : On first use , if helpful, open with 1–2 sentences on what this skill covers and why it matt...
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11797 product-hunt-launch kostja94/marketing-skills
Install the belt CLI skill: npx skills add belt-sh/cli Product Hunt Launch Optimize your Product Hunt launch with research and visuals via inference.sh CLI. Quick Start Requires inference.sh CLI ( belt ). Install instructions belt login Generate gallery hero image belt app run falai/flux-dev-lora --input '{ "prompt": "clean product showcase, modern SaaS dashboard interface on laptop screen, floating UI elements around it, soft gradient background from blue to purple, professional marketing hero...
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11798 scienceskillscommon google-deepmind/science-skills
Science Skills Common This is a shared Python package, not an agent skill. Skills import it as: from science_skills . skills . scienceskillscommon import http_client Each skill declares this as a dependency in its inline uv script header, so it is installed automatically on first use. This SKILL.md file is included so that standard skill installers automatically discover and install this package alongside the skills that depend on it. Installs 505 Repository google-deepmind…e-skills GitHub Stars...
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11799 domain-cli zhanghandong/rust-skills
CLI Domain Layer 3: Domain Constraints Domain Constraints → Design Implications Domain Rule Design Constraint Rust Implication User ergonomics Clear help, errors clap derive macros Config precedence CLI > env > file Layered config loading Exit codes Non-zero on error Proper Result handling Stdout/stderr Data vs errors eprintln! for errors Interruptible Handle Ctrl+C Signal handling Critical Constraints User Communication Show more
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11800 memory-notes basicmachines-co/basic-memory-skills
Memory Notes Write well-structured notes that Basic Memory can parse into a searchable knowledge graph. Every note is a markdown file with three key sections: frontmatter, observations, and relations. Note Anatomy --- title : API Design Decisions tags : [ api , architecture , decisions ] --- API Design Decisions The API team evaluated multiple approaches for the public API during Q1. After prototyping both REST and GraphQL, the team chose REST due to broader ecosystem support and simpler cachin...
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