human-paced-web-ops
Use human-paced browser interaction patterns for web navigation and search tasks with variable delays, hover-before-click, and light randomness. Improves robustness and reduces brittle bot-like behavior while respecting website rules.
Best use case
human-paced-web-ops is best used when you need a repeatable AI agent workflow instead of a one-off prompt.
Use human-paced browser interaction patterns for web navigation and search tasks with variable delays, hover-before-click, and light randomness. Improves robustness and reduces brittle bot-like behavior while respecting website rules.
Teams using human-paced-web-ops should expect a more consistent output, faster repeated execution, less prompt rewriting.
When to use this skill
- You want a reusable workflow that can be run more than once with consistent structure.
When not to use this skill
- You only need a quick one-off answer and do not need a reusable workflow.
- You cannot install or maintain the underlying files, dependencies, or repository context.
Installation
Claude Code / Cursor / Codex
Manual Installation
- Download SKILL.md from GitHub
- Place it in
.claude/skills/human-paced-web-ops/SKILL.mdinside your project - Restart your AI agent — it will auto-discover the skill
How human-paced-web-ops Compares
| Feature / Agent | human-paced-web-ops | Standard Approach |
|---|---|---|
| Platform Support | Not specified | Limited / Varies |
| Context Awareness | High | Baseline |
| Installation Complexity | Unknown | N/A |
Frequently Asked Questions
What does this skill do?
Use human-paced browser interaction patterns for web navigation and search tasks with variable delays, hover-before-click, and light randomness. Improves robustness and reduces brittle bot-like behavior while respecting website rules.
Where can I find the source code?
You can find the source code on GitHub using the link provided at the top of the page.
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SKILL.md Source
# Human-Paced Web Ops Use this skill when the task involves: - Web search and browsing in dynamic pages - Multi-step page navigation that easily breaks with rigid scripts - Long-running read-and-collect workflows ## Interaction Pattern Apply these defaults unless the task needs exact deterministic clicking: 1. Before actions, wait for visible/interactive state first. 2. Use small randomized delays between actions (for example 300-1200ms). 3. Prefer `hover` before `click` on menus/buttons when possible. 4. Use small random click offset inside the same target element (for example 2-8px), not random page clicking. 5. Add occasional small scroll steps during long pages. 6. Avoid repeated fixed-interval requests; pace actions with jitter. 7. Every 5-10 interactions, re-check page state and URL before continuing. ## Guardrails - If blocked by CAPTCHA, login challenge, paywall, or anti-bot page, pause and report the blocker URL plus required manual step. - Keep identity and session settings stable and traceable for repeatable runs. - Respect robots/terms and prefer official APIs when available. ## Output Requirement For web collection tasks, include: - What was visited (titles + links) - What was extracted - What could not be accessed (and why) - Next recoverable step
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