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Claude in Chrome Goes GA: How Auto-Approval Works, and What the Official Attack Success Rates Actually Say

30-Second Version · For the impatient
The most interesting line in Anthropic's published numbers is essentially "we saturated this evaluation, so we retired it" — when the defenses get good enough, even the test itself has to level up.

Full Explanation +
01 · Why did this happen?

What's the biggest difference between the GA version of Claude in Chrome and the earlier pilot?

The biggest difference is who does the confirming. During the pilot, Claude in Chrome required your manual approval for every single action, regardless of size — safe, but it meant you had to watch the whole time. The GA version adds a safety classifier that automatically reviews whether an action matches your original request before it runs, auto-approving it when the judgment is reasonable, without needing you to confirm each step — meaning you can hand off a multi-step task without coming back to click approve every few seconds.

If you'd rather keep the old behavior of approving every single step yourself, this auto-approval feature can be turned off in settings — it's not a forced behavior change.

02 · What is the mechanism?

Why did Anthropic choose this moment to open up auto-approval in the GA version, rather than keeping the pilot's every-step-confirmed approach?

The most direct reason is that the safeguards themselves had already been validated to a sufficiently reliable degree. The numbers in the announcement show that an earlier evaluation had already been saturated — 0% attack success against Fable 5, Opus 5, and Sonnet 5 — so Anthropic switched to a tougher new evaluation designed by professional red-teamers to keep testing. And even under that tougher evaluation, starting with Opus 4.8, running with both probes and the safety classifier, the attack success rate remained 0% against Sonnet 5, Opus 5, and Mythos 5, and only 0.3% against Fable 5.

In other words, auto-approval isn't a tradeoff made in pursuit of speed at the expense of safety — it's a relaxation of the "every step needs manual confirmation" constraint that only happened once the safeguards had already been validated to this degree of confidence. That also explains why the announcement spends so much space on testing methodology and numbers — those numbers are themselves the direct argument for why the relaxation is warranted now.

03 · How does it affect me?

How do the three defense layers (attack library, probes, action review) actually work together?

These three layers correspond to three distinct stages on a timeline: before training, at the moment of reading, and right before execution. The attack library is the earliest, foundational layer — it doesn't operate at the moment you're using Claude; instead, it continuously accumulates known attack techniques and uses them to train future models, so the model has some built-in resistance to these techniques from the start.

Probes operate the moment Claude reads web content. When Claude reads a web page or an email through a tool call, the probe scans that content first — if it detects signs of a likely injection attempt, Claude is warned to treat that content with suspicion and, if needed, proactively checks with you rather than simply following whatever instruction is hidden inside it.

Action review is the final line of defense, happening after Claude has already decided to take a specific action but before it's actually executed — a classifier checks whether the action about to run matches what you originally asked for, and blocks it if it doesn't. The three layers each lock down a different question: does the model itself have the ability to recognize the attack, is incoming content screened once before it's used, and is the action double-checked right before it actually happens. If one layer gets bypassed, the next one is still there to catch it.

04 · What should I do?

Seeing numbers like "0.3% attack success rate" or "17.6%" — how should an everyday user actually interpret this, and what does it mean for daily use?

First, understand what these numbers are actually measuring: this is a success rate calculated under the premise that a red-teamer has deliberately designed an attack, and that attack actually reaches the model — it's not "there's a 17.6% chance you'll be attacked just by browsing the web casually." In everyday use, you're unlikely to stumble into an attack that's been carefully engineered by professional red-teamers; these numbers reflect where the system's floor is in the worst case, not the probability you'll actually run into in practice.

The more practically relevant takeaway for daily use is this: the 0% to 0.3% range means that with the current latest models (Sonnet 5, Opus 5, Mythos 5, Fable 5) running with full safeguards, the vast majority of even professional-grade attacks get caught. But "vast majority" isn't "guaranteed" — Anthropic itself acknowledges the safeguards can't eliminate risk entirely. The more useful practical habit, per official recommendation, is to start on sites you trust and are familiar with, and to stay reasonably alert around actions like transferring money, signing contracts, or sharing personal data — rather than seeing a sub-1% number and concluding you can stop paying attention entirely.

Full Content +

Claude in Chrome officially moved from pilot to general availability across all paid plans on August 26, 2026. This isn't just "more people can use it now" — the biggest change in this update is that Claude can now take actions autonomously instead of waiting for your approval on every single step, and Anthropic's announcement includes unusually specific safety testing numbers. If the guides you've read so far still describe the pilot-era behavior, this covers how the current version actually works.

From "Approve Every Step" to "Auto-Approval"

Previously, Claude in Chrome required your confirmation for every action, no matter what it was doing. The biggest change in this GA release is a new safety classifier that reviews an action — navigating to a new site, entering text into a page — before it's performed, checking whether it matches what you originally asked for. If the classifier judges the action reasonable, Claude auto-approves and executes it without requiring you to manually confirm every step; if the action doesn't match your request, it gets blocked outright. This mechanism works the same way auto mode does in Claude Code. If you're not comfortable letting Claude make this judgment on its own, the setting can be turned off, reverting to a mode where every step requires manual approval.

How the Layers of Prompt Injection Defense Stack Up

The core risk Claude in Chrome faces is prompt injection: malicious content hidden in a web page, email, or form field, attempting to trick Claude into taking an action you never asked for — for example, you ask Claude to draft email replies, and one message contains a hidden instruction trying to get Claude to forward your other emails to an attacker instead. Anthropic describes three layers of defense working together. The first is a continuously growing library of attacks: whenever a new attack technique successfully fools a current model, it gets added to the library, which then informs how future models are trained to recognize that technique. The second is "probes" — before Claude actually acts on web content, these scan it for signs of a likely injection attempt; when one is detected, Claude is warned to treat that content with suspicion and, if needed, checks with you before acting. The third is the action-review mechanism mentioned above, where a classifier checks an action against your original request right before it executes.

The Actual Test Numbers Officially Published

The announcement includes unusually specific evaluation results. On an earlier evaluation (used since the Claude in Chrome pilot began), the attack success rate against Claude Fable 5, Claude Opus 5, and Claude Sonnet 5 was 0% — because this evaluation had been saturated, Anthropic retired it in favor of stronger attacks sourced from professional red-teamers. On this new, tougher evaluation, without any additional safeguards, attacks succeeded against Opus 4.8 17.6% of the time and against Opus 5 3.8% of the time. With the strongest safeguards available as of November 2025, attacks against Opus 4.8 running with probes succeeded 16.7% of the time. But starting with every model from Opus 4.8 onward, running with both probes and the safety classifier, the attack success rate was 0% against Claude Sonnet 5, Claude Opus 5, and Claude Mythos 5, and 0.3% against Fable 5. Anthropic also notes it has manually verified that every successful bypass falls into a low-severity scenario, and is continuing to work on mitigating them.

Current Availability and Limitations

Claude in Chrome is now available on every paid plan and can be installed from the Chrome Web Store. Enterprise admins can manage rollout in organization settings and restrict use to approved domains. One thing to note: Claude in Chrome currently only supports the Chrome browser itself — not other Chromium-based browsers — and there's no mobile version yet. If you need to work with files on your computer or across other applications, that still requires the Claude desktop app; Claude in Chrome is focused specifically on in-browser web actions.

Sources: Claude in Chrome is generally available
Diagram
提示詞注入三層防護攻擊資料庫、探針、動作審核三層依序運作,底部標示官方公布的實際攻擊成功率Prompt Injection: Three Defense LayersAttack LibraryKnown attacks usedto train future modelsBefore trainingProbesScan web content forsigns of injectionAt the moment of readingAction ReviewClassifier checks actionmatches your requestRight before executionFable 5: 0.3% · Sonnet 5/Opus 5/Mythos 5: 0%Attack success rate under toughest evaluationClaude Me · claude-me.com
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