npx skills add ...
npx skills add davila7/claude-code-templates --skill computer-use-agents
Build AI agents that interact with computers like humans do - viewing screens, moving cursors, clicking buttons, and typing text. Covers Anthropic's Computer Use, OpenAI's Operator/CUA, and open-source alternatives. Critical focus on sandboxing, security, and handling the unique challenges of vision-based control. Use when: computer use, desktop automation agent, screen control AI, vision-based agent, GUI automation.
npx skills add davila7/claude-code-templates --skill computer-use-agents
The fundamental architecture of computer use agents: observe screen, reason about next action, execute action, repeat. This loop integrates vision models with action execution through an iterative pipeline.
Key components:
Critical insight: Vision agents are completely still during "thinking" phase (1-5 seconds), creating a detectable pause pattern.
When to use: ['Building any computer use agent from scratch', 'Integrating vision models with desktop control', 'Understanding agent behavior patterns']
Computer use agents MUST run in isolated, sandboxed environments. Never give agents direct access to your main system - the security risks are too high. Use Docker containers with virtual desktops.
Key isolation requirements:
The goal is "blast radius minimization" - if the agent goes wrong, damage is contained to the sandbox.
When to use: ['Deploying any computer use agent', 'Testing agent behavior safely', 'Running untrusted automation tasks']
Official implementation pattern using Claude's computer use capability. Claude 3.5 Sonnet was the first frontier model to offer computer use. Claude Opus 4.5 is now the "best model in the world for computer use."
Key capabilities:
Tool versions:
Critical limitation: "Some UI elements (like dropdowns and scrollbars) might be tricky for Claude to manipulate" - Anthropic docs
When to use: ['Building production computer use agents', 'Need highest quality vision understanding', 'Full desktop control (not just browser)']
| Issue | Severity | Solution |
|---|---|---|
| Issue | critical | ## Defense in depth - no single solution works |
| Issue | medium | ## Add human-like variance to actions |
| Issue | high | ## Use keyboard alternatives when possible |
| Issue | medium | ## Accept the tradeoff |
| Issue | high | ## Implement context management |
| Issue | high | ## Monitor and limit costs |
| Issue | critical | ## ALWAYS use sandboxing |