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One Wikipedia page costs your AI agent 68,000 tokens

6•arhamislam5766•1h ago
i use claude code daily and measured what pages cost it while doing research. an average wikipedia article, for instance, is 68,240 tokens of raw html (tiktoken); nike's homepage is 353,000.

claude code's built-in webfetch handles the easy case well. it summarizes wikipedia to about 950 tokens and clears cloudflare on some sites like indeed and ticketmaster. but, and there's always a but, on js-rendered and some anti-bot pages it returns nothing.

quotes.toscrape.com/js gives "no quotes found"; nike.com gives a 403. your agent then dumps the raw html back into context and still fails. (note: i have also had cases where i read through the chat at the end and saw that it failed and just pulled from either training data or stale caches from other sources)

so i worked on building an open-source stealth browser (recompiled chromium) that runs as an mcp for claude code, cursor, and claude desktop. essentially all i have to change form my end is add the mcp, and it returns the cleaned up tokens while also beating detection: the js quotes come back in 285 tokens, nike in about 700 instead of a 403.

there is still stuff i am actively working on: there's no residential egress yet, and it won't beat kasada-style walls. it's for agents, qa, and research.

repo and the reproducible benchmark: https://github.com/tiliondev/fortress/tree/main/mcp i'm the author and here for feedback.

Comments

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one of the early jina.ai products was/is reader api, and they trained ReaderLM for this purpose. definitely a good idea to check out existing implementations

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One Wikipedia page costs your AI agent 68,000 tokens

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