Opyt

Opyt vs AI browsers

An AI browser is already inside your logged-in session. What it does not do is keep the page.

This is the largest concession on the site, larger than the one on the Claude page. The hardest thing Opyt does is reach a page that only exists for someone who is signed in, and it does that by reading the cookies out of your browser profile. An AI browser does not have that problem, because it is the browser. Atlas signs into several ChatGPT accounts, each with its own profile of "bookmarks, web history, cookies, etc", and its agent mode, in OpenAI's own words, "lets ChatGPT take actions in the browser for you". An x.com post that answers a plain fetch with HTTP 402 opens in these browsers the way it opens for you.

Where they stop is retention, and both vendors document it plainly. Comet's help center says "Comet itself doesn't store memory — it uses the same memory system as Perplexity", that "Only your normal searches and questions are saved", and adds a note: "Agent actions (like browsing a site or completing a task for you) are not stored in memory". Atlas' data controls page says browser memories "contain facts and insights from your browsing, but not full page content", and that deleting your web history deletes the associated memories with it (both checked 2026-08-31). The agent reads the page; the page is not what is kept.

The second limit is throughput. Agent mode drives one page at a time, in the foreground, while you wait. 691 bookmarks and one author's 3,412 posts are not a browsing session. The third is direction: agent mode clicks and types in your live account, and Opyt reads only.

At a glance

OpytAI browsers
Reaching a page behind your loginReads the cookies from your browser profileIt is the browser; you are already signed in
What a visit leaves behindExtracted full text, stored as a documentComet: searches and questions only. Atlas: facts and insights, "not full page content"
Deleting your browsing historyThe store is a separate file and survivesAtlas deletes the associated browser memories with it
A backlog of 691 bookmarksOne ingest pass; dedup absorbs a re-runOne page at a time, in the foreground
Counting what you read by monthaggregate over 2,830 stored documentsNothing stored to count
Write access to your accountsNone; read-only by constructionAgent mode clicks and types as you
InstallPython 3.10+, a clone, a virtualenv, one API keyDownload a browser

Where AI browsers is better

  • They are the logged-in session rather than a program borrowing it, which is the single hardest thing Opyt does. Nothing about a cookie transplant can beat simply being the browser.
  • They act. OpenAI's help center describes agent mode as letting ChatGPT "take actions in the browser for you", and Microsoft's Edge page says Copilot "can click, input text, and navigate the web with you". Opyt cannot click anything.
  • Any page that loads, not only the sources someone wrote an ingester for. Opyt reads X, Substack, GitHub, arXiv and OpenAlex, and nothing else.
  • One download. Opyt needs Python 3.10+, a clone, a virtualenv and one API key before it answers anything.
  • For the page in front of you right now (summarize it, ask about it, act on it), they are the right tool and Opyt has nothing to say about a page it never ingested.

Where Opyt is better

  • It keeps the page as a document. Atlas' data-controls page says browser memories hold "facts and insights from your browsing, but not full page content"; Comet's says agent browsing is "not stored in memory" (both checked 2026-08-31). Opyt stores extracted text: 2,830 documents, 115.9 MB in one SQLite file.
  • The store outlives a history purge. Atlas deletes browser memories along with the web history that produced them. Opyt's file sits outside the browser and is not part of that sweep.
  • It can be counted. aggregate runs over the whole store by topic, author and month. Facts and insights are not a population, so there is nothing there to count.
  • Backlog throughput. One confirmation pulls 3,412 posts, 38 repos and 96 essays in a single pass, and re-running is safe because dedup absorbs the overlap. An agent renders pages one at a time.
  • Read-only by construction. Agent mode has your session and the ability to act in it. Opyt never posts, follows or likes.

Which one

Pick AI browsers if

  • You want to act on the page in front of you
  • You want a download, not a Python install
  • The source has no Opyt ingester

Pick Opyt if

  • You want the page kept, not summarized
  • You want to count what you have read
  • The job is a backlog, not a session

An AI browser wins the access argument outright, because it is the logged-in session instead of a program borrowing one. It loses the retention argument on its own documentation: what survives a visit is facts and insights, not the page. Opyt is the store these browsers do not have, and the two compose.

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