Claude for Cybersecurity | Claude by Anthropic

6 min read Original article ↗

The state of cybersecurity

Models can build working exploits, defeat security walls, or help defenders ship fixes at scale. The outcome depends on how they’re used.

From finding flaws to full system control

A year ago, the most capable AI models could spot security flaws but couldn't reliably exploit them. Today, in the wrong hands, they can — and not just in simple software. Mythos Preview is the first model to consistently break through the sandbox protections modern browsers and operating systems rely on; other frontier models still stop at the wall. Defenses built on last year's assumptions are already behind.

Reading the chart

Capability trends downward as tasks get harder. T5 is "the model reaches vulnerable code." Only Mythos Preview passed T1: "the model fully controls the system."

Tipping the scales to defenders

In March 2026, Mozilla shipped fixes for vulnerabilities found by Claude Opus 4.6, the model that found hundreds of bugs in open source software that survived decades of human review. With Mythos Preview, Mozilla shipped an additional 271 fixes in the April release, more than 20 times their monthly average. Says Bobby Holley, CTO of Firefox, “Defenders finally have a chance to win, decisively.”

Inside Mozilla's review process

The model expands what gets reviewed, and humans decide what gets patched.

Project Glasswing

Our approach to dual-use with Claude Mythos models

Claude Mythos Preview, and now Claude Mythos 5, are models with significantly stronger cybersecurity capabilities, especially in exploit reasoning. As this capability carries the greatest potential for misuse in security, we are limiting initial access to a small number of partners through Project Glasswing. Claude Fable 5 is our Mythos-class model safe for general use through additional safeguards. Read the latest

Securing critical software

Glasswing partners maintain critical infrastructure or software the world depends on, where a successful attack would be catastrophic.

Expanding through trusted access

We are working toward steadily expanding access to Claude Mythos 5 through a trusted access program, and will share more soon.

Providing tools for defenders today

Claude Security, the open-source reference tools, and the practices emerging from Project Glasswing are available to all security teams.

Across enterprise security programs and inside Anthropic, teams use Claude to improve risk posture.

Find and fix vulnerabilities with Claude Security

Claude Security reasons about your code like a security researcher: scanning for vulnerabilities, validating findings, and proposing targeted patches.

● Scanning 247 files across app/, services/, routes/...

● Analyzing auth flows, input validation, file handling...

● Filtering by severity ≥ high...

● Found 4 findings in acme-corp/hookrelay

CRITICAL

Shell command injection via webhook payload

app/services/notifiers/script_runner.py:21 · Command injection

CRITICAL

JWT authentication bypass via "none" algorithm

app/auth/jwt_handler.py:28 · Auth bypass

CRITICAL

Path traversal in export file download endpoint

app/routes/exports.py:39 · Path traversal

HIGH

Server-side request forgery in destination URL validation

app/services/validator.py:36 · SSRF

✓ 12 lower-severity findings filtered out


Ship secure code in your CI/CD workflow

Use the Code Review skill to set up automated PR reviews to catch logic errors, security vulnerabilities, and regressions across your full codebase.

Deploy security agents with the Claude Developer Platform

Ship defender tools and custom security agents with sandboxed execution, credential isolation, and audit logging built in via the Agent SDK, MCP, and Claude API.

Palo Alto NetworksPalo Alto Networks

"Anthropic prioritized safety and security a lot more than other LLMs... As the largest cybersecurity company, that's a big deal for us."

- Gunjan Patel, Director of Engineering

CogentCogent

“Claude consistently performed best on complex, agentic workflows, especially multi-step investigations requiring policy adherence and sustained reasoning across multiple tools.”


- Anirudh Ravula, Head of AI

TrellixTrellix

“The industry has always moved too slowly compared to attackers. AI is like giving defenders a jetpack when they've been limited to walking.”

- Martin Holste, CTO of Cloud & AI

Build threat context

Give scanning and response a map to work from. Claude derives a threat model from your codebase and past vulnerabilities, then enriches raw indicators with infrastructure links, attribution, and ATT&CK mapping, so analysts start with context.

Vulnerability detection

Claude reads source code the way a researcher does, reasoning about reachability and exploitability, catching vulnerabilities that static tools often miss. A separate triage pass re-verifies every finding to help reduce false positives.

Patching

Findings now arrive faster than teams can fix them. Claude traces each one to its root cause, locates sibling call sites with the same flaw, and writes a minimal diff with a regression test for your team to review.

Triage and verify findings

Hand Claude raw findings from any scanner and get back insights. Claude reads the surrounding code to confirm exploitability, deduplicates by root cause, and ranks by precondition and impact, so engineers can focus and work on real issues first.

Security review across the dev loop

Review code for security at every stage of development. Claude checks its own edits as it writes and fixes issues in the same session, then specialized agents re-examine pull requests against your codebase, posting verified findings inline without blocking your review gates.

Secure source code, end to end

As offensive capability accelerates, the find-and-fix loop has to close faster. Claude runs threat modeling, discovery, verification, triage, and patching as one continuous loop on your codebase, carrying context across every stage so each finding arrives at the fix with its full history.

CogentCogent

Cogent resolves security threats 97% faster with Claude

high-severity vulnerabilities found that survived decades of scrutiny and automated analysis

Cyber defense powered by Claude Opus, available through our partners

Claude Opus

Leverage powerful models for defense

Opus reads code carefully, understands real risks, and sustains the long workflows that continuous defense requires. Verified practitioners can request adjusted safeguards for dual-use work.

Frontier AI capabilities are advancing faster than any single team can respond to, and developers, vendors, researchers, open-source maintainers, and public-sector defenders all have a role to play.

Supporting open-source security

The internet runs on critical software maintained by people with limited resources. We extend access to capable models, fund the foundations behind them, and disclose vulnerabilities responsibly when Claude finds them.

Defending mission-critical systems

We partner with the organizations responsible for the world's most critical software and infrastructure — from Project Glasswing's work hardening systemically important code, to our research with Pacific Northwest National Laboratory (PNNL) on defending cyber-physical systems.

Advocating for policy that backs defenders

Our Advanced AI Framework proposes policies for binding obligations on frontier labs, Anthropic included, and government authority to block dangerous deployments, alongside investment in open-source hardening and the safeguards that would let frontier cyber capability reach more defenders safely.

Everything you need to strengthen your defense posture, from research to implementation guides.

Measuring LLMs’ impact on N-day exploits

Expanding Project Glasswing

Project Glasswing: An initial update

Measuring LLMs’ ability to develop exploits

Anthropic's coordinated vulnerabilty disclosure dashboard

Assessing Claude Mythos Preview’s cybersecurity capabilities

Reverse engineering Claude's CVE-2026-2796 exploit

AI models on realistic cyber ranges

Finding Bugs with Claude and Property-based Testing

Experimenting with AI to Defend Critical Infrastructure

Using LLMs to secure source code

Secure the Advantage: A CISO's Guide to Agentic AI

Vulnerability Detection Agent

Preparing Your Security Program for AI-Accelerated Offense

Threat Intelligence Enrichment Agent

Claude Security: Putting Claude to Work for Defenders

How our partners are putting Opus to work for cybersecurity

How Anthropic's cybersecurity team built a threat detection platform with Claude Code

Long Running Agents: How Outtake built a Cyber investigator on Claude

Partnering with Mozilla to improve Firefox's security