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Agent Skills 排行榜 · 关键词 + 语义搜索
| # | Skill | 仓库 | 描述 | 安装量 |
|---|---|---|---|---|
| 651 | optimize-for-ai | calm-north/seojuice-skills |
Optimize for AI Optimize for AI search engines (ChatGPT, Perplexity, Claude, Gemini, Google AI Overviews) using citation architecture, E-E-A-T signals, and brand entity building. The Shift: Ranked vs Cited Traditional SEO gets you ranked in a list of results. AI SEO gets you cited as a source in AI-generated answers. The difference matters: AI systems select sources based on content quality, structure, and authority — not just ranking position AI Overviews appear in a growing share of Google sea...
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3.4K |
| 652 | audit | calm-north/seojuice-skills |
Run systematic quality checks and generate a comprehensive audit report with prioritized issues and actionable recommendations. Don't fix issues - document them for other commands to address. First : Use the frontend-design skill for design principles and anti-patterns. Diagnostic Scan Run comprehensive checks across multiple dimensions: Accessibility (A11y) - Check for: Contrast issues : Text contrast ratios < 4.5:1 (or 7:1 for AAA) Missing ARIA : Interactive elements without proper roles, labe...
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3.3K |
| 653 | wcag-audit-patterns | wshobson/agents |
WCAG Audit Patterns Comprehensive guide to auditing web content against WCAG 2.2 guidelines with actionable remediation strategies. When to Use This Skill Conducting accessibility audits Fixing WCAG violations Implementing accessible components Preparing for accessibility lawsuits Meeting ADA/Section 508 requirements Achieving VPAT compliance Core Concepts 1. WCAG Conformance Levels Level Description Required For A Minimum accessibility Legal baseline AA Standard conformance Most regulations AAA...
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3.3K |
| 654 | api-security-best-practices | sickn33/antigravity-awesome-skills |
API Security Best Practices Overview Guide developers in building secure APIs by implementing authentication, authorization, input validation, rate limiting, and protection against common vulnerabilities. This skill covers security patterns for REST, GraphQL, and WebSocket APIs. When to Use This Skill Use when designing new API endpoints Use when securing existing APIs Use when implementing authentication and authorization Use when protecting against API attacks (injection, DDoS, etc.) Use whe...
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3.3K |
| 655 | database-schema-designer | softaworks/agent-toolkit |
Database Schema Designer Design production-ready database schemas with best practices built-in. Quick Start Just describe your data model: design a schema for an e-commerce platform with users, products, orders You'll get a complete SQL schema like: CREATE TABLE users ( id BIGINT AUTO_INCREMENT PRIMARY KEY , email VARCHAR ( 255 ) UNIQUE NOT NULL , created_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP ) ; CREATE TABLE orders ( id BIGINT AUTO_INCREMENT PRIMARY KEY , user_id BIGINT NOT NULL REFERENCES use...
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3.3K |
| 656 | frontend-design | anthropics/claude-plugins-official |
This skill guides creation of distinctive, production-grade frontend interfaces that avoid generic "AI slop" aesthetics. Implement real working code with exceptional attention to aesthetic details and creative choices. The user provides frontend requirements: a component, page, application, or interface to build. They may include context about the purpose, audience, or technical constraints. Design Thinking Before coding, understand the context and commit to a BOLD aesthetic direction: Purpose :...
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3.3K |
| 657 | nextjs-supabase-auth | sickn33/antigravity-awesome-skills |
Next.js + Supabase Auth You are an expert in integrating Supabase Auth with Next.js App Router. You understand the server/client boundary, how to handle auth in middleware, Server Components, Client Components, and Server Actions. Your core principles: Use @supabase/ssr for App Router integration Handle tokens in middleware for protected routes Never expose auth tokens to client unnecessarily Use Server Actions for auth operations when possible Understand the cookie-based session flow Capabiliti...
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3.3K |
| 658 | bash-defensive-patterns | wshobson/agents |
Bash Defensive Patterns Comprehensive guidance for writing production-ready Bash scripts using defensive programming techniques, error handling, and safety best practices to prevent common pitfalls and ensure reliability. When to Use This Skill Writing production automation scripts Building CI/CD pipeline scripts Creating system administration utilities Developing error-resilient deployment automation Writing scripts that must handle edge cases safely Building maintainable shell script libraries...
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3.3K |
| 659 | openapi-to-typescript | softaworks/agent-toolkit |
OpenAPI to TypeScript Converts OpenAPI 3.0 specifications to TypeScript interfaces and type guards. Input: OpenAPI file (JSON or YAML) Output: TypeScript file with interfaces and type guards When to Use "generate types from openapi" "convert openapi to typescript" "create API interfaces" "generate types from spec" Workflow Request the OpenAPI file path (if not provided) Read and validate the file (must be OpenAPI 3.0.x) Extract schemas from components/schemas Extract endpoints from paths (reques...
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3.3K |
| 660 | nextjs-best-practices | sickn33/antigravity-awesome-skills |
Next.js Best Practices Principles for Next.js App Router development. 1. Server vs Client Components Decision Tree Does it need...? │ ├── useState, useEffect, event handlers │ └── Client Component ('use client') │ ├── Direct data fetching, no interactivity │ └── Server Component (default) │ └── Both? └── Split: Server parent + Client child By Default Type Use Server Data fetching, layout, static content Client Forms, buttons, interactive UI 2. Data Fetching Patterns Fetch Strategy Pattern Us...
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3.3K |
| 661 | unity-ecs-patterns | wshobson/agents |
Unity ECS Patterns Production patterns for Unity's Data-Oriented Technology Stack (DOTS) including Entity Component System, Job System, and Burst Compiler. When to Use This Skill Building high-performance Unity games Managing thousands of entities efficiently Implementing data-oriented game systems Optimizing CPU-bound game logic Converting OOP game code to ECS Using Jobs and Burst for parallelization Core Concepts 1. ECS vs OOP Aspect Traditional OOP ECS/DOTS Data layout Object-oriented Data-or...
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3.3K |
| 662 | react-dev | softaworks/agent-toolkit |
React TypeScript Type-safe React = compile-time guarantees = confident refactoring. <when_to_use> Building typed React components Implementing generic components Typing event handlers, forms, refs Using React 19 features (Actions, Server Components, use()) Router integration (TanStack Router, React Router) Custom hooks with proper typing NOT for: non-React TypeScript, vanilla JS React </when_to_use> <react_19_changes> React 19 breaking changes require migration. Key patterns: ref as prop - forwa...
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3.3K |
| 663 | react-useeffect | softaworks/agent-toolkit |
You Might Not Need an Effect Effects are an escape hatch from React. They let you synchronize with external systems. If there is no external system involved, you shouldn't need an Effect. Quick Reference Situation DON'T DO Derived state from props/state useState + useEffect Calculate during render Expensive calculations useEffect to cache useMemo Reset state on prop change useEffect with setState key prop User event responses useEffect watching state Event handler directly Notify parent of chang...
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3.3K |
| 664 | fastapi-python | mindrally/skills |
FastAPI Python You are an expert in FastAPI and Python backend development. Key Principles Write concise, technical responses with accurate Python examples Favor functional, declarative programming over class-based approaches Prioritize modularization to eliminate code duplication Use descriptive variable names with auxiliary verbs (e.g., is_active, has_permission) Employ lowercase with underscores for file/directory naming (e.g., routers/user_routes.py) Export routes and utilities explicitly ...
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3.3K |
| 665 | notebooklm | pleaseprompto/notebooklm-skill |
NotebookLM Research Assistant Skill Interact with Google NotebookLM to query documentation with Gemini's source-grounded answers. Each question opens a fresh browser session, retrieves the answer exclusively from your uploaded documents, and closes. When to Use This Skill Trigger when user: Mentions NotebookLM explicitly Shares NotebookLM URL ( https://notebooklm.google.com/notebook/... ) Asks to query their notebooks/documentation Wants to add documentation to NotebookLM library Uses phrases li...
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3.3K |
| 666 | naming-analyzer | softaworks/agent-toolkit |
Naming Analyzer Skill Suggest better variable, function, and class names based on context and conventions. Instructions You are a naming convention expert. When invoked: Analyze Existing Names : Variables, constants, functions, methods Classes, interfaces, types Files and directories Database tables and columns API endpoints Identify Issues : Unclear or vague names Abbreviations that obscure meaning Inconsistent naming conventions Misleading names (name doesn't match behavior) Too short or too l...
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3.3K |
| 667 | game-changing-features | softaworks/agent-toolkit |
10x Mode You are a product strategist with founder mentality. We're not here to add features—we're here to find the moves that 10x the product's value. Think like you own this. What would make users unable to live without it? No Chat Output : ALL responses go to .claude/docs/ai/<product-or-area>/10x/session-N.md No Code : This is pure strategy. Implementation comes later. The Point Most product work is incremental: fix bugs, add requested features, polish edges. That's necessary but not sufficie...
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3.3K |
| 668 | apify-ultimate-scraper | apify/agent-skills |
AI-driven data extraction from 55+ Actors across all major platforms. This skill automatically selects the best Actor for your task. Prerequisites (No need to check it upfront) - `.env` file with `APIFY_TOKEN` - Node.js 20.6+ (for native `--env-file` support) - `mcpc` CLI tool (for fetching Actor schemas) Workflow Copy this checklist and track progress: ``` Task Progress: - [ ] Step 1: Understand user goal and select Actor - [ ] Step 2: Fetch Actor schema via mcpc - [ ] Step 3: Ask use...
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3.3K |
| 669 | web-coder | github/awesome-copilot |
Web Coder Skill Transform into an expert 10x web development engineer with deep knowledge of web technologies, internet protocols, and industry standards. This skill enables you to communicate effectively about web concepts, implement best practices, and navigate the complex landscape of modern web development with precision and expertise. Like a seasoned web architect who speaks fluently across all layers of the web stack—from HTML semantics to TCP handshakes—you can translate requirements into...
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3.3K |
| 670 | notion-api | intellectronica/agent-skills |
This skill enables interaction with Notion workspaces through the Notion REST API. Use `curl` and `jq` for direct REST calls, or write ad-hoc scripts as appropriate for the task. Authentication API Key Handling - Environment Variable: Check if `NOTION_API_TOKEN` is available in the environment - User-Provided Key: If the user provides an API key in context, use that instead - No Key Available: If neither is available, use AskUserQuestion (or equivalent) to request the API key from the use...
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3.3K |
| 671 | gitops-workflow | wshobson/agents |
GitOps Workflow Complete guide to implementing GitOps workflows with ArgoCD and Flux for automated Kubernetes deployments. Purpose Implement declarative, Git-based continuous delivery for Kubernetes using ArgoCD or Flux CD, following OpenGitOps principles. When to Use This Skill Set up GitOps for Kubernetes clusters Automate application deployments from Git Implement progressive delivery strategies Manage multi-cluster deployments Configure automated sync policies Set up secret management in Git...
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3.3K |
| 672 | helm-chart-scaffolding | wshobson/agents |
Helm Chart Scaffolding Comprehensive guidance for creating, organizing, and managing Helm charts for packaging and deploying Kubernetes applications. Purpose This skill provides step-by-step instructions for building production-ready Helm charts, including chart structure, templating patterns, values management, and validation strategies. When to Use This Skill Use this skill when you need to: Create new Helm charts from scratch Package Kubernetes applications for distribution Manage multi-envir...
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3.3K |
| 673 | go-concurrency-patterns | wshobson/agents |
Go Concurrency Patterns Production patterns for Go concurrency including goroutines, channels, synchronization primitives, and context management. When to Use This Skill Building concurrent Go applications Implementing worker pools and pipelines Managing goroutine lifecycles Using channels for communication Debugging race conditions Implementing graceful shutdown Core Concepts 1. Go Concurrency Primitives Primitive Purpose goroutine Lightweight concurrent execution channel Communication between ...
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3.2K |
| 674 | market-sizing-analysis | wshobson/agents |
Market Sizing Analysis Comprehensive market sizing methodologies for calculating Total Addressable Market (TAM), Serviceable Available Market (SAM), and Serviceable Obtainable Market (SOM) for startup opportunities. Overview Market sizing provides the foundation for startup strategy, fundraising, and business planning. Calculate market opportunity using three complementary methodologies: top-down (industry reports), bottom-up (customer segment calculations), and value theory (willingness to pay)...
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3.2K |
| 675 | context-driven-development | wshobson/agents |
Context-Driven Development Guide for implementing and maintaining context as a managed artifact alongside code, enabling consistent AI interactions and team alignment through structured project documentation. When to Use This Skill Setting up new projects with Conductor Understanding the relationship between context artifacts Maintaining consistency across AI-assisted development sessions Onboarding team members to an existing Conductor project Deciding when to update context documents Managing ...
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3.2K |
| 676 | temporal-python-testing | wshobson/agents |
Temporal Python Testing Strategies Comprehensive testing approaches for Temporal workflows using pytest, progressive disclosure resources for specific testing scenarios. When to Use This Skill Unit testing workflows - Fast tests with time-skipping Integration testing - Workflows with mocked activities Replay testing - Validate determinism against production histories Local development - Set up Temporal server and pytest CI/CD integration - Automated testing pipelines Coverage strategies - Achiev...
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3.2K |
| 677 | core-web-vitals | addyosmani/web-quality-skills |
Core Web Vitals optimization Targeted optimization for the three Core Web Vitals metrics that affect Google Search ranking and user experience. The three metrics Metric Measures Good Needs work Poor LCP Loading ≤ 2.5s 2.5s – 4s > 4s INP Interactivity ≤ 200ms 200ms – 500ms > 500ms CLS Visual Stability ≤ 0.1 0.1 – 0.25 > 0.25 Google measures at the 75th percentile — 75% of page visits must meet "Good" thresholds. LCP: Largest Contentful Paint LCP measures when the largest visible content elem...
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3.2K |
| 678 | event-store-design | wshobson/agents |
Event Store Design Comprehensive guide to designing event stores for event-sourced applications. When to Use This Skill Designing event sourcing infrastructure Choosing between event store technologies Implementing custom event stores Optimizing event storage and retrieval Setting up event store schemas Planning for event store scaling Core Concepts 1. Event Store Architecture ┌─────────────────────────────────────────────────────┐ │ Event Store │ ├──────...
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3.2K |
| 679 | videoagent-audio-studio | pexoai/pexo-skills |
🎙️ VideoAgent Audio Studio Use when: User asks to generate speech, narrate text, create a voice-over, compose music, or produce a sound effect. VideoAgent Audio Studio is a smart audio dispatcher. It analyzes your request and routes it to the best available model — ElevenLabs for speech and music, fal.ai for fast SFX — and returns a ready-to-use audio URL. Quick Reference Request Type Best Model Latency Narrate text / Voice-over elevenlabs-tts-v3 ~3s Low-latency TTS (real-time) elevenlabs-tts-tu...
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3.2K |
| 680 | tavily-search | veithly/tavily-search |
Tavily Search Web search optimized for AI agents using Tavily API. Usage ./scripts/search "your search query" Scripts Script Usage scripts/search <query> Search the web scripts/search "latest AI news" --format json JSON output Environment export TAVILY_API_KEY = "your-api-key" Get API key: https://tavily.com/ Example ./scripts/search "Claude AI latest features" Returns: Search results optimized for AI context
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3.2K |
| 681 | protocol-reverse-engineering | wshobson/agents |
Protocol Reverse Engineering Comprehensive techniques for capturing, analyzing, and documenting network protocols for security research, interoperability, and debugging. Traffic Capture Wireshark Capture Capture on specific interface wireshark -i eth0 -k Capture with filter wireshark -i eth0 -k -f "port 443" Capture to file tshark -i eth0 -w capture.pcap Ring buffer capture (rotate files) tshark -i eth0 -b filesize:100000 -b files:10 -w capture.pcap tcpdump Capture Basic capture tcpdu...
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3.2K |
| 682 | memory-forensics | wshobson/agents |
Memory Forensics Comprehensive techniques for acquiring, analyzing, and extracting artifacts from memory dumps for incident response and malware analysis. Memory Acquisition Live Acquisition Tools Windows WinPmem (Recommended) winpmem_mini_x64.exe memory.raw DumpIt DumpIt.exe Belkasoft RAM Capturer GUI-based, outputs raw format Magnet RAM Capture GUI-based, outputs raw format Linux LiME (Linux Memory Extractor) sudo insmod lime.ko "path=/tmp/memory.lime format=lime" /dev/mem (limi...
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3.2K |
| 683 | cqrs-implementation | wshobson/agents |
CQRS Implementation Comprehensive guide to implementing CQRS (Command Query Responsibility Segregation) patterns. When to Use This Skill Separating read and write concerns Scaling reads independently from writes Building event-sourced systems Optimizing complex query scenarios Different read/write data models needed High-performance reporting requirements Core Concepts 1. CQRS Architecture ┌─────────────┐ │ Client │ └──────┬──────┘ │ ┌────────────┴────────────┐ │ │ ▼...
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3.2K |
| 684 | react-email | resend/react-email |
React Email Build and send HTML emails using React components - a modern, component-based approach to email development that works across all major email clients. Installation You need to scaffold a new React Email project using the create-email CLI. This will create a folder called react-email-starter with sample email templates. Using npm: npx create-email@latest Using yarn: yarn create email Using pnpm: pnpm create email Using bun: bun create email Navigate to Project Directory You must chang...
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3.2K |
| 685 | competitive-landscape | wshobson/agents |
Competitive Landscape Analysis Comprehensive frameworks for analyzing competition, identifying differentiation opportunities, and developing winning market positioning strategies. Overview Understand competitive dynamics using proven frameworks (Porter's Five Forces, Blue Ocean Strategy, positioning maps) to identify opportunities and craft defensible competitive advantages. Porter's Five Forces Analyze industry attractiveness and competitive intensity. Force 1: Threat of New Entrants Bar...
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3.2K |
| 686 | data-quality-frameworks | wshobson/agents |
Data Quality Frameworks Production patterns for implementing data quality with Great Expectations, dbt tests, and data contracts to ensure reliable data pipelines. When to Use This Skill Implementing data quality checks in pipelines Setting up Great Expectations validation Building comprehensive dbt test suites Establishing data contracts between teams Monitoring data quality metrics Automating data validation in CI/CD Core Concepts 1. Data Quality Dimensions Dimension Description Example Chec...
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3.2K |
| 687 | dependency-upgrade | wshobson/agents |
Dependency Upgrade Master major dependency version upgrades, compatibility analysis, staged upgrade strategies, and comprehensive testing approaches. When to Use This Skill Upgrading major framework versions Updating security-vulnerable dependencies Modernizing legacy dependencies Resolving dependency conflicts Planning incremental upgrade paths Testing compatibility matrices Automating dependency updates Semantic Versioning Review MAJOR.MINOR.PATCH (e.g., 2.3.1) MAJOR: Breaking changes MINOR...
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3.2K |
| 688 | video-production | supercent-io/skills-template |
Remotion Video Production Programmable video production skill using Remotion. Generate automated videos from text instructions and produce consistent, brand-aligned videos at scale. When to use this skill Automated video generation : Generate videos from text instructions Brand video production : High-volume videos with consistent style Programmable content : Combine narration, visuals, and animation Marketing content : Product intros, onboarding, promo videos Instructions Step 1: Define the Vid...
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3.2K |
| 689 | prometheus-configuration | wshobson/agents |
Prometheus Configuration Complete guide to Prometheus setup, metric collection, scrape configuration, and recording rules. Purpose Configure Prometheus for comprehensive metric collection, alerting, and monitoring of infrastructure and applications. When to Use Set up Prometheus monitoring Configure metric scraping Create recording rules Design alert rules Implement service discovery Prometheus Architecture ┌──────────────┐ │ Applications │ ← Instrumented with client libraries └──────┬──────...
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3.2K |
| 690 | angular-forms | analogjs/angular-skills |
Angular Signal Forms Build type-safe, reactive forms using Angular's Signal Forms API. Signal Forms provide automatic two-way binding, schema-based validation, and reactive field state. Note: Signal Forms are experimental in Angular v21. For production apps requiring stability, see references/form-patterns.md for Reactive Forms patterns. Basic Setup import { Component, signal } from '@angular/core'; import { form, FormField, required, email } from '@angular/forms/signals'; interface LoginDat...
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3.2K |
| 691 | risk-metrics-calculation | wshobson/agents |
Risk Metrics Calculation Comprehensive risk measurement toolkit for portfolio management, including Value at Risk, Expected Shortfall, and drawdown analysis. When to Use This Skill Measuring portfolio risk Implementing risk limits Building risk dashboards Calculating risk-adjusted returns Setting position sizes Regulatory reporting Core Concepts 1. Risk Metric Categories Category Metrics Use Case Volatility Std Dev, Beta General risk Tail Risk VaR, CVaR Extreme losses Drawdown Max DD, Calmar C...
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3.2K |
| 692 | marketing-automation | supercent-io/skills-template |
Marketing Skills Collection A collection of 23 sub-skills for marketing deliverables. Generates repeatable, high-quality outputs across CRO, copywriting, SEO, analytics, and growth. When to use this skill Marketing Deliverables Needed : CRO, copy, SEO, analytics, growth outputs Repeatable High-Quality Outputs : Generate assets tuned to a single KPI Business Goal → Skill Mapping : Convert goals to specific marketing sub-skills 23 Sub-Skills Overview CRO (Conversion Rate Optimization) Sub-Skill De...
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3.2K |
| 693 | akshare-stock | molezzz/openclaw-stock-skill |
A股分析全能 Skill(AKShare) 目标:在 OpenClaw 中通过自然语言触发 A 股和相关市场分析,输出适配 QQ/Telegram 的紧凑文本。 运行环境:Mac + Python 3.9 akshare 路径: /Users/molezz/Library/Python/3.9/lib/python3.9/site-packages Skill 入口建议: python3 skills/akshare-stock/main.py --query "${USER_QUERY}" 1) 整体架构设计 采用 Router -> Service -> Analyzer -> Formatter 四层结构,便于扩展和维护。 A. 目录组织(建议) skills/akshare-stock/ SKILL.md main.py OpenClaw 调用入口 router.py 意图识别 + 参数解析 schemas.py 数据结构定义(dataclass) formatter.py ...
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3.2K |
| 694 | startup-metrics-framework | wshobson/agents |
Startup Metrics Framework Comprehensive guide to tracking, calculating, and optimizing key performance metrics for different startup business models from seed through Series A. Overview Track the right metrics at the right stage. Focus on unit economics, growth efficiency, and cash management metrics that matter for fundraising and operational excellence. Universal Startup Metrics Revenue Metrics MRR (Monthly Recurring Revenue) MRR = Σ (Active Subscriptions × Monthly Price) ARR (Annual R...
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3.1K |
| 695 | nx-workspace-patterns | wshobson/agents |
Nx Workspace Patterns Production patterns for Nx monorepo management. When to Use This Skill Setting up new Nx workspaces Configuring project boundaries Optimizing CI with affected commands Implementing remote caching Managing dependencies between projects Migrating to Nx Core Concepts 1. Nx Architecture workspace/ ├── apps/ Deployable applications │ ├── web/ │ └── api/ ├── libs/ Shared libraries │ ├── shared/ │ │ ├── ui/ │ │ └── utils/ │ └── feature...
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3.1K |
| 696 | k8s-manifest-generator | wshobson/agents |
Kubernetes Manifest Generator Step-by-step guidance for creating production-ready Kubernetes manifests including Deployments, Services, ConfigMaps, Secrets, and PersistentVolumeClaims. Purpose This skill provides comprehensive guidance for generating well-structured, secure, and production-ready Kubernetes manifests following cloud-native best practices and Kubernetes conventions. When to Use This Skill Use this skill when you need to: Create new Kubernetes Deployment manifests Define Serv...
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3.1K |
| 697 | reka-ui | onmax/nuxt-skills |
Reka UI Unstyled, accessible Vue 3 component primitives. WAI-ARIA compliant. Previously Radix Vue. Current version: v2.7.0 (December 2025) When to Use Building headless/unstyled components from scratch Need WAI-ARIA compliant components Using Nuxt UI, shadcn-vue, or other Reka-based libraries Implementing accessible forms, dialogs, menus, popovers For Vue patterns: use vue skill Available Guidance File Topics references/components.md Component index by category (Form, Date, Overlay, Menu, D...
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3.1K |
| 698 | similarity-search-patterns | wshobson/agents |
Similarity Search Patterns Patterns for implementing efficient similarity search in production systems. When to Use This Skill Building semantic search systems Implementing RAG retrieval Creating recommendation engines Optimizing search latency Scaling to millions of vectors Combining semantic and keyword search Core Concepts 1. Distance Metrics | Metric | Formula | Best For | | ------------------ | ------------------ | --------------------- | --- | -------------- | | Cosine | 1 - (A·B)/(‖A‖‖...
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3.1K |
| 699 | python-error-handling | wshobson/agents |
Python Error Handling Build robust Python applications with proper input validation, meaningful exceptions, and graceful failure handling. Good error handling makes debugging easier and systems more reliable. When to Use This Skill Validating user input and API parameters Designing exception hierarchies for applications Handling partial failures in batch operations Converting external data to domain types Building user-friendly error messages Implementing fail-fast validation patterns Core Conce...
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3.1K |
| 700 | hybrid-search-implementation | wshobson/agents |
Hybrid Search Implementation Patterns for combining vector similarity and keyword-based search. When to Use This Skill Building RAG systems with improved recall Combining semantic understanding with exact matching Handling queries with specific terms (names, codes) Improving search for domain-specific vocabulary When pure vector search misses keyword matches Core Concepts 1. Hybrid Search Architecture Query → ┬─► Vector Search ──► Candidates ─┐ │ │ ...
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3.1K |