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Reference / Understand Antigravity Awesome Skills
Efficient Web Research
Protocol for token-efficient web research. Use when accessing URLs, GitHub repos, or running search queries. Prevents full-page fetching waste.
# Efficient Web Research Skill A protocol for accessing web content in the most token-efficient, accurate, and structured way — using the right tool at the right depth, and stopping as soon as the question is answerable. --- ## When to Use - Use this skill when the task matches this description: Protocol for token-efficient web research. Use when accessing URLs, GitHub repos, or running search queries. Prevents full-page fetching waste. ## Core Principle > **Fetch the minimum needed to answer. Skim before you dive. Stop when you can answer.** Every unnecessary fetch wastes tokens and adds noise. This skill enforces a layered approach where you escalate fetch depth only when shallower layers fail. --- ## Step 1 — Classify the Input Before fetching anything, identify what kind of input you received: | Input Type | Example | Go To | |---|---|---|
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Classification
Reference Documentation, cheatsheets, setup guides
Reference Understand
Explain or analyzeScope Global
All AI interactions Triggered Activates on context match -- file patterns, topics, working state