# Comprehensive Guide to Clawdbot Skills: How 565+ Local AI Capabilities Revolutionize Development & Workflows

Clawdbot is a powerful, locally-hosted AI assistant that runs directly on your machine. Its core strength lies in extending its capabilities through “skills”—mechanisms that allow the AI to interact with external services, automate complex workflows, and execute highly specialized tasks. This article provides an in-depth exploration of this massive, community-built ecosystem, explaining how installing and configuring these tools can transform your local computer into a fully-functional, all-in-one workstation.

## The Core Value of Clawdbot and Its Skill Ecosystem

Core Question Answered: What unique value do Clawdbot and its 565+ community skills offer to developers and professionals?

Clawdbot is not just a code completion tool; it is an intelligent agent running in your local environment. Unlike cloud-based SaaS solutions, its competitive advantage is deep integration with your local operating system. “Skills” are the vehicle for this integration. They enable Clawdbot to transcend simple text conversations and directly manipulate development tools, cloud services, operating systems, and even smart devices.

Currently, this ecosystem boasts over 565 community-built skills. These skills follow the Agent Skill convention developed by Anthropic, an open standard designed for AI coding assistants. This means these skills are not just simple scripts, but structured, standardized components that Large Language Models (LLMs) can understand and invoke. From Web frontend development and DevOps operations to Apple ecosystem integration and marketing automation, this nearly all-encompassing library demonstrates the immense potential of local AI in professional fields.

For professionals who prioritize data privacy, high-performance response times, and deep tool integration, combining Clawdbot with these skills effectively builds a personal “Digital Command Center.”

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Image Source: GitHub/VoltAgent

## Quick Start: Installing and Configuring Clawdbot Skills

Core Question Answered: How can beginners most easily integrate this vast library of community skills into their local Clawdbot environment?

To make these powerful features immediately available, Clawdbot offers highly flexible installation mechanisms. Whether you are a power user who prefers command-line operations or a control enthusiast who likes manual management, there is a solution for you.

### Installing via ClawdHub CLI (Recommended)

For most users, installation via the Command Line Interface (CLI) is the fastest and most modern method. ClawdHub is the public skill registry for Clawdbot, similar to the concept of an npm repository.

npx clawdhub@latest install <skill-slug>

With just the command above, you can download and install a specific skill package into your environment. This method automatically handles dependencies and ensures you get the latest version of the skill, significantly lowering the barrier to entry.

### Manual Installation and Priority Management

In specific scenarios, such as needing offline deployment, customizing specific versions, or avoiding reliance on a global network environment, manual installation is more appropriate. You can directly copy the skill folder to a designated directory. Clawdbot loads skills strictly according to the following priority order:

Location Type Path Description & Priority
Workspace <project>/skills/ Highest Priority. Ideal for project-specific skills, ensuring environment consistency during team collaboration.
Local ~/.clawdbot/skills/ Medium Priority. User-level general skill storage location for personal tools used across projects.
Bundled (Built-in with installer) Lowest Priority. Basic skills included with the system by default.

Priority Rule: Workspace > Local > Bundled. This means if you place a skill with the same name in your project folder as one in your global folder, the project version will be used. This design is perfect for team collaboration, ensuring projects use specific skill versions without interfering with your personal environment configuration.


## Web Development & Coding Agents: Building an Intelligent Development Environment

Core Question Answered: How can developers leverage AI skills to improve frontend interface design, code review, and multi-model collaboration efficiency?

Frontend and backend development involves not just writing code, but also complex UI/UX design decisions, performance optimization, and the coordination of multiple AI coding agents. Clawdbot provides extremely refined and professional support in this domain.

### Web & Frontend Development Skills

This category of skills focuses on improving the quality and speed of frontend engineering. They can help you write code and act as design reviewers and performance optimization experts.

Skill Name Description Link
discord Use when you need to control Discord from Clawdbot via the discord tool: send messages, react. View Details
frontend-design Create distinctive, production-grade frontend interfaces with high design quality. View Details
linux-service-triage Diagnoses common Linux service issues using logs, systemd/PM2, file permissions. View Details
miniflux-news Fetch and triage the latest unread RSS/news entries from a Miniflux instance. View Details
pinak-frontend-guru Expert UI/UX and React performance auditor (PinakBot persona). View Details
remotion-best-practices Best practices for Remotion – Video creation in React. View Details
remotion-server Headless video rendering with Remotion. Works on any Linux server – no Mac or GUI needed. View Details
slack Use when you need to control Slack from Clawdbot via the slack tool. View Details
ui-audit AI skill for automated UI audits. Evaluate interfaces against proven UX principles. View Details
ui-skills Opinionated constraints for building better interfaces with agents. View Details
ux-audit AI skill for automated design audits. Evaluate interfaces against proven UX principles. View Details
ux-decisions AI skill for the Making UX Decisions framework (uxdecisions.com) by Tommy Geoco. View Details
vercel-react-best-practices React and Next.js performance optimization guidelines from Vercel Engineering. View Details
web-design-guidelines Review UI code for Web Interface Guidelines compliance. View Details

### Coding Agents & IDE Orchestration

Modern development often involves multiple AI tools (like Cursor, Claude Code, OpenCode, etc.). The following skills are designed to help you unify the management of these agents and even orchestrate them to work together.

Skill Name Description Link
agentlens Navigate and understand codebases using agentlens hierarchical documentation. View Details
claude-team Orchestrate multiple Claude Code workers via iTerm2 using the claude-team MCP server. View Details
codex-account-switcher Manage multiple OpenAI Codex accounts. Capture current login tokens. View Details
codex-monitor Browse OpenAI Codex session logs stored in ~/.codex/sessions. View Details
codex-orchestration General-purpose orchestration for Codex. View Details
codex-quota Check OpenAI Codex CLI rate limit status (daily/weekly quotas) using local session logs. View Details
codexmonitor List/inspect/watch local OpenAI Codex sessions (CLI + VS Code). View Details
coding-agent Run Codex CLI, Claude Code, OpenCode, or Pi Coding Agent. View Details
cursor-agent A comprehensive skill for using the Cursor CLI agent. View Details
factory-ai Use Factory AI’s droid CLI for software engineering tasks. View Details
model-usage Use CodexBar CLI local cost usage to summarize per-model usage for Codex. View Details
opencode-acp-control Control OpenCode directly via the Agent Client Protocol (ACP). View Details
perry-coding-agents Dispatch coding tasks to OpenCode or Claude Code on Perry workspaces. View Details
perry-workspaces Create and manage isolated Docker workspaces on your tailnet with Claude Code. View Details
prompt-log Extract conversation transcripts from AI coding session logs (Clawdbot, Claude Code, Codex). View Details

Author’s Reflection:

>

Looking at these monitoring and orchestration skills, I realize that the future development workflow is not a solo act, but a collaboration of an “AI team.” As humans acting as managers, we direct different AI models through Clawdbot to handle specific tasks (e.g., one responsible for auditing, one for generating code), while using log tools to review the “team’s” performance. This workflow greatly releases productivity but also places higher demands on task-breaking capabilities.


## DevOps & Cloud Infrastructure: Local AI in Control

Core Question Answered: How can DevOps engineers leverage local AI to securely and efficiently manage complex infrastructure from Kubernetes to major cloud platforms?

The DevOps field is filled with complex command-line operations and configuration files. Clawdbot’s skill library covers almost all mainstream cloud service providers, containerization technologies, and DNS management, making AI your all-around operations assistant.

Skill Name Description Link
Azure CLI Comprehensive Azure Cloud Platform management via command-line interface. View Details
cloudflare Manage Cloudflare Workers, KV, D1, R2, and secrets using the Wrangler CLI. View Details
coolify Manage Coolify deployments, applications, databases, and services via the Coolify API. View Details
digital-ocean Manage Digital Ocean droplets, domains, and infrastructure via DO API. View Details
dokploy Manage Dokploy deployments, projects, applications, and domains via the Dokploy API. View Details
domaindetails Look up domain WHOIS/RDAP info and check marketplace listings. Free API, no auth required. View Details
exa-plus Neural web search via Exa AI. Search people, companies, news, research, code. View Details
exe-dev Manage persistent VMs on exe.dev. Create VMs, configure HTTP proxies, share access. View Details
hetzner Hetzner Cloud server management using the hcloud CLI. View Details
hetzner-cloud Hetzner Cloud CLI for managing servers, volumes, firewalls, networks, DNS, and snapshots. View Details
Joan Workflow This skill should be used when the user asks about “joan”, “pods”, “workspace”, “domain knowledge”. View Details
komodo Manage Komodo infrastructure – servers, Docker deployments, stacks, builds, and procedures. View Details
kubectl-skill Execute and manage Kubernetes clusters via kubectl commands. View Details
linearis Linear.app CLI for issue tracking. Use for listing, creating, updating. View Details
npm-proxy Manage Nginx Proxy Manager (NPM) hosts, certificates, and access lists. View Details
portainer Control Docker containers and stacks via Portainer API. View Details
premium-domains Search for premium domains for sale across Afternic, Sedo, Atom, Dynadot, Namecheap, NameSilo. View Details
private-connect Access private services by name, from anywhere. No VPN or SSH tunnels. View Details
proxmox Manage Proxmox VE clusters via REST API. View Details
proxmox-full Complete Proxmox VE management – create/clone/start/stop VMs. View Details
Send Me My Files Upload files to Cloudflare R2, AWS S3, or any S3-compatible storage with short lived signed urls. View Details
servicenow-agent Read-only CLI access to ServiceNow Table, Attachment, Aggregate. View Details
servicenow-docs Search and retrieve ServiceNow documentation, release notes. View Details
supabase Connect to Supabase for database operations, vector search, and storage. View Details
sysadmin-toolbox Tool discovery and shell one-liner reference for sysadmin, DevOps, and security tasks. View Details
tailscale Manage Tailscale tailnet via CLI and API. View Details
tailscale-serve tailscale-serve View Details
tavily AI-optimized web search using Tavily Search API. View Details
unraid Query and monitor Unraid servers via the GraphQL API. View Details
uptime-kuma Interact with Uptime Kuma monitoring server. View Details
vercel Deploy applications and manage projects with complete CLI reference. View Details
vercel-deploy Deploy applications and websites to Vercel. View Details
pi-admin Raspberry Pi system administration. Monitor resources, manage services, perform updates. View Details

Use Case: When you need to urgently scale server resources, you can tell Clawdbot: “Check the status of Droplets on Digital Ocean and create a new server using the Hetzner CLI.” It will automatically invoke the corresponding skills to complete the operation without you needing to memorize complex CLI parameters.


## Browser Automation & Multimedia Generation

Core Question Answered: Beyond coding, how can AI expand creativity and execution capabilities through browsers and multimedia tools?

Clawdbot can not only process text and code but also “see” web pages, “draw” images, and even “edit” videos. This category of skills greatly expands the boundaries of AI in automated office work and creative fields.

Skill Name Description Link
Agent Browser A fast Rust-based headless browser automation CLI with Node.js fallback that enables AI agents to. View Details
browsh A modern text-based browser. Renders web pages in the terminal using headless Firefox. View Details
browser-use Cloud-based browser automation with managed sessions and autonomous task execution. View Details
context7 API access. View Details
guru-mcp Access Guru knowledge base via MCP – ask AI questions, search documents, create drafts. View Details
mcporter Use the mcporter CLI to list, configure, auth, and call MCP servers/tools directly (HTTP. View Details
verify-on-browser Control browser via Chrome DevTools Protocol – full CDP access. View Details
clinkding Manage linkding bookmarks – save URLs, search, tag, organize. View Details
coloring-page Turn an uploaded photo into a printable black-and-white coloring page. View Details
comfy-cli Install, manage, and run ComfyUI instances. View Details
Excalidraw Flowchart Create Excalidraw flowcharts from descriptions. View Details
gamma Generate AI-powered presentations, documents, and social posts using Gamma.app API. View Details
krea-api Generate images via Krea.ai API (Flux, Imagen, Ideogram, Seedream, etc.). View Details
meshy-ai Use the Meshy.ai REST API to generate assets: (1) text-to-2d (Meshy Text to Image). View Details
veo Generate video using Google Veo (Veo 3.1 / Veo 3.0). View Details
video-frames Extract frames or short clips from videos using ffmpeg. View Details

## Deep Integration with the Apple Ecosystem

Core Question Answered: For Mac users, how does Clawdbot deeply integrate into the operating system level to control apps, manage media, and even locate devices?

This might be the most exciting category of skills. Clawdbot’s deep integration with macOS and iOS makes it a super-butler for Apple users, capable of directly manipulating system-level applications.

Skill Name Description Link
apple-contacts Look up contacts from macOS Contacts.app. View Details
apple-music Search Apple Music, add songs to library, manage playlists, control playback and AirPlay. View Details
apple-photos Apple Photos.app integration for macOS. List albums, browse photos, search by date/person/content. View Details
get-focus-mode Get the current macOS Focus mode. View Details
healthkit-sync iOS HealthKit data sync CLI commands and patterns. View Details
homebrew Homebrew package manager for macOS. Search, install, manage, and troubleshoot packages and casks. View Details
icloud-findmy Query Find My locations and battery status for family devices via iCloud. View Details
media-backup Archive Clawdbot conversation media (photos, videos) to a local folder. View Details
mole-mac-cleanup Mac cleanup & optimization tool combining CleanMyMac, AppCleaner, DaisyDisk features. View Details
shortcuts-generator Generate macOS/iOS Shortcuts by creating plist files. View Details

Social Image
Image Source: GitHub/VoltAgent


## Search, Research & Information Retrieval

Core Question Answered: How can integrating multiple search engines and AI models build a powerful local research system that breaks down information silos?

In this domain, Clawdbot acts as an information aggregator. It can not only search but also conduct in-depth research and summarize search results.

Skill Name Description Link
brave-search Web search and content extraction via Brave Search API. View Details
brightdata Web scraping and search via Bright Data API. View Details
clawdbot-logs Analyze Clawdbot logs and diagnostics. Use when the user asks about bot performance. View Details
exa Neural web search and code context via Exa AI API. Requires EXA_API_KEY. View Details
kagi-search Web search using Kagi Search API. Use when you need to search the web. View Details
literature-review Assistance with writing literature reviews by searching for academic sources. View Details
parallel High-accuracy web search and research via Parallel.ai API. View Details
seo-audit When the user wants to audit, review, or diagnose SEO issues on their site. View Details
spots Exhaustive Google Places search using grid-based scanning. View Details
tavily AI-optimized web search via Tavily API. Returns concise, relevant results for AI agents. View Details
tweet-writer Write viral, persuasive, engaging tweets and threads. View Details
web-search-plus Unified search skill with Intelligent Auto-Routing. View Details

## Toolsets & Core Utilities

Core Question Answered: Beyond business logic, what foundational tools help AI better manage its own environment, update itself, and handle general tasks?

This section of skills acts as a “Swiss Army Knife,” covering everything from Clawdbot self-maintenance to common command-line tools (like jq, tmux).

Skill Name Description Link
agent-browser Headless browser automation CLI optimized for AI agents with accessibility tree snapshots. View Details
auto-updater Automatically update Clawdbot and all installed skills once daily. View Details
claude-code-usage Check Claude Code OAuth usage limits (session & weekly quotas). View Details
claude-connect Connect Claude to Clawdbot instantly and keep it connected 24/7. View Details
clawd-modifier Modify Clawd, the Claude Code mascot. Use this skill when users want to customize Clawd’s. View Details
clawdbot-documentation-expert Clawdbot documentation expert. View Details
clawdbot-skill-update Comprehensive backup, update, and restore workflow with dynamic workspace detection. View Details
clawdbot-workspace-template-review Compare a Clawdbot workspace against the official templates installed with Clawdbot (npm. View Details
clawddocs Clawdbot documentation expert with decision tree navigation, search scripts, doc fetching. View Details
clawdhub Use the ClawdHub CLI to search, install, update, and publish agent skills from clawdhub.com. View Details
clawdlink Encrypted Clawdbot-to-Clawdbot messaging. View Details
skills-audit Audit locally installed agent skills for security/policy issues. View Details
skills-search Search skills.sh registry from CLI. Find and discover agent skills from the skills.sh ecosystem. View Details

CLI Utility Highlights:

Skill Name Description Link
bible Get the Bible.com Verse of the Day with shareable image. View Details
camsnap Capture frames or clips from RTSP/ONVIF cameras. View Details
canvas-lms Access Canvas LMS (Instructure) for course data, assignments, grades, and submissions. View Details
duckdb-en DuckDB CLI specialist for SQL analysis, data processing and file conversion. View Details
jq Command-line JSON processor. Extract, filter, transform JSON. View Details
tmux Remote-control tmux sessions for interactive CLIs by sending keystrokes and scraping pane output. View Details

## iOS & macOS Development Specific Skills

Core Question Answered: How can Apple platform developers use AI skills to accelerate Swift/SwiftUI development, performance analysis, and documentation queries?

For developers focused on the Apple ecosystem, Clawdbot provides comprehensive support from documentation queries to UI performance optimization.

Skill Name Description Link
apple-docs Query Apple Developer Documentation, APIs, and WWDC videos (2014-2025). View Details
apple-docs-mcp apple-docs-mcp View Details
instruments-profiling Use when profiling native macOS or iOS apps with Instruments/xctrace. View Details
ios-simulator Automate iOS Simulator workflows (simctl + idb): create/boot/erase devices, install/launch apps. View Details
macos-spm-app-packaging Scaffold, build, and package SwiftPM-based macOS apps without an Xcode project. View Details
sfsymbol-generator Generate an Xcode SF Symbol asset catalog .symbolset from an SVG. View Details
swift-concurrency-expert Swift Concurrency review and remediation for Swift 6.2+. View Details
swiftui-empty-app-init Initialize a minimal SwiftUI iOS app in the current directory by generating a single .xcodeproj. View Details
swiftui-liquid-glass Implement, review, or improve SwiftUI features using the iOS 26+ Liquid Glass API. View Details
swiftui-performance-audit Audit and improve SwiftUI runtime performance from code review and architecture. View Details
swiftui-ui-patterns Best practices and example-driven guidance for building SwiftUI views and components. View Details
swiftui-view-refactor Refactor and review SwiftUI view files for consistent structure, dependency injection. View Details

## Marketing, Sales & Productivity

Core Question Answered: How can marketers and product managers use AI skills to automate content creation, manage CRM, and optimize SEO?

Clawdbot’s skill library is not just for engineers; it penetrates deep into business operations, offering a complete toolchain from social media posting to CRM management.

Skill Name Description Link
ab-test-setup When the user wants to plan, design, or implement an A/B test or experiment. View Details
apollo Interact with Apollo.io REST API (people/org enrichment, search, lists). View Details
basecamp-cli Manage Basecamp (via bc3 API / 37signals Launchpad) projects, to-dos, messages. View Details
bird X/Twitter CLI for reading, searching, and posting via cookies or Sweetistics. View Details
bluesky Read, post, and interact with Bluesky (AT Protocol) via CLI. View Details
ga4 Query Google Analytics 4 (GA4) data via the Analytics Data API. View Details
google-ads Query, audit, and optimize Google Ads campaigns. View Details
gsc Query Google Search Console for SEO data – search queries, top pages, CTR opportunities. View Details
hubspot HubSpot CRM and CMS API integration for contacts, companies, deals, owners, and content management. View Details
marketing-mode Marketing Mode combines 23 comprehensive marketing skills covering strategy, psychology, content. View Details
pinch-to-post WordPress automation for Clawdbot. Manage posts, pages, WooCommerce products, orders, inventory. View Details
reddit Browse, search, post, and moderate Reddit. View Details
twenty-crm Interact with Twenty CRM (self-hosted) via REST/GraphQL. View Details

Productivity & Task Management Highlights:

Skill Name Description Link
clickup-mcp Manage ClickUp tasks, docs, time tracking, comments, chat, and search via official MCP. View Details
jira Manage Jira issues, boards, sprints, and projects via the jira-cli. View Details
linear Query and manage Linear issues, projects, and team workflows. View Details
things-mac Manage Things 3 via the things CLI on macOS (add/update projects+todos. View Details
todoist Manage tasks and projects in Todoist. Use when user asks about tasks, to-dos, reminders. View Details
vikunja Manage projects and tasks in Vikunja, an open-source project management tool. View Details

## AI & LLMs: Meta-AI Skills

Core Question Answered: How can you leverage AI to manage AI, implementing multi-model routing, automatic token refreshing, and cross-model research tasks?

This is the most advanced skill category, demonstrating how AI can self-evolve and manage. These skills help you switch between different LLMs (like OpenAI, Gemini, Claude), monitor quotas, and even have one model command another.

Skill Name Description Link
antigravity-quota Check Antigravity account quotas for Claude and Gemini models. View Details
claude-oauth-refresher Keep your Claude access token fresh 24/7. View Details
council Council Chamber orchestration with Memory Bridge. View Details
gemini Gemini CLI for one-shot Q&A, summaries, and generation. View Details
gemini-computer-use Build and run Gemini 2.5 Computer Use browser-control agents with Playwright. View Details
gemini-deep-research Perform complex, long-running research tasks using Gemini Deep Research Agent. View Details
gemini-stt Transcribe audio files using Google’s Gemini API or Vertex AI. View Details
llm-council llm-council View Details
model-router A comprehensive AI model routing system that automatically selects the optimal model for any task. View Details
openai-image-gen Batch-generate images via OpenAI Images API. Random prompt sampler + index.html gallery. View Details
openai-tts Text-to-speech via OpenAI Audio Speech API. View Details
openrouter-transcribe Transcribe audio files via OpenRouter using audio-capable models (Gemini, GPT-4o-audio, etc). View Details
perplexity Search the web with AI-powered answers via Perplexity API. View Details
pi-orchestration Orchestrate multiple AI models (GLM, MiniMax, etc.) as workers using Pi Coding Agent. View Details

## Overview of Other Important Categories

To ensure content completeness, the following tables briefly list skills in other important categories, covering finance, media, health, smart home, and other life and work scenarios.

### Finance & Crypto

Skill Name Description Link
dexter Autonomous financial research agent for stock analysis, financial statements, metrics, prices. View Details
(30 more related skills not fully listed, refer to source doc)

### Media & Streaming

Skill Name Description Link
apple-music Search Apple Music, add songs to library, manage playlists, control playback. View Details
steam Browse, filter, and discover games in a Steam library. View Details
tmdb Search movies/TV, get cast, ratings, streaming info, and personalized recommendations via TMDb API. View Details

### Health & Fitness

Skill Name Description Link
dexcom Monitor blood glucose via Dexcom G7/G6 CGM. View Details
withings-health Fetches health data from the Withings API including weight, body composition. View Details

### Smart Home & IoT

Skill Name Description Link
samsung-smart-tv Control Samsung TVs via SmartThings (OAuth app + device control). View Details
homebrew Homebrew package manager. View Details

## Frequently Asked Questions (FAQ)

Q: Do I need to pay to use these skills?
A: Clawdbot itself is local, and most skills are provided by the open-source community. However, please note that some skills invoke external services (such as OpenAI API, Kagi Search, Exa), which may require you to purchase the corresponding API Key or subscription service yourself.

Q: How do I tell Clawdbot to use a skill after installing it?
A: This depends on the specific interaction mechanism of Clawdbot, but typically, once a skill is installed in the correct path, Clawdbot will recognize it automatically. In the conversation, you can simply describe your need, for example, “Help me deploy this to Vercel,” and the AI will automatically invoke the vercel-deploy skill.

Q: What if I want to develop my own skill?
A: This ecosystem follows Anthropic’s Agent Skill convention. You can refer to the structure of existing open-source skills, define tools and prompts according to the standard, and then publish to ClawdHub.

Q: Will these skills modify my system files?
A: This depends on the function of the skill. Skills like homebrew or proxmox do execute system-level commands. It is recommended to carefully observe the commands the AI intends to execute during first use, or test in a non-production environment first.

Q: What is the difference between Workspace skills and Global skills?
A: Workspace skills are located in the project directory and are only effective for that project, making them suitable for project-specific scripts; Global skills are located in the user’s home directory and are effective for all projects, making them suitable for general tools like git or jq.

### Practical Summary / Checklist

  1. Environment Setup: Ensure Node.js (for npx) and the main Clawdbot program are installed.
  2. Core Installation: Run npx clawdhub@latest install <skill-slug> to install the skills you need most (recommended to start with git, github, vercel).
  3. Path Configuration: Create a ~/.clawdbot/skills/ folder to store general skills, or create a skills/ folder in the project root to store project-specific skills.
  4. API Configuration: If using search or generation skills (like exa, openai-image-gen), configure the corresponding API Keys in your local environment variables.
  5. Start Using: Issue commands directly in the Clawdbot conversation without needing to manually activate skills; the AI will automatically determine which to call based on context.

### One-Page Summary

Clawdbot transforms local AI into an all-in-one workstation through 565+ skills. It supports Web development, DevOps, Apple ecosystem integration, multimedia generation, and personal task management. Installation is incredibly simple, supporting both CLI (npx clawdhub) and manual copy methods, with clear project-level and global-level loading priorities. Whether it’s code auditing, cloud server management, music playback, or health monitoring, this system demonstrates the immense potential of AI in localized and professional implementations.