tavily-dynamic-search

Search the web, filter results, and extract content so that raw search data never enters your context window . Only your curated print() output comes back. A typical tvly search --include-raw-content returns 8 results × 30-50K chars each = ~300K characters of raw page content. If this enters your context window, you burn tokens reading navigation bars, cookie banners, and boilerplate — and your reasoning quality degrades under the noise. By processing results inside a Python script, only your print() output enters context — typically 1-3K characters of pure signal. That's a 100-200x reduction. This skill replicates the architecture of Anthropic's Programmatic Tool Calling (PTC) for web search. PTC lets the model write code that orchestrates tool calls inside a sandbox — intermediate results stay in the sandbox, and only the final print() output reaches the model's context window.