Penetration testing has always been slow, manual, and expensive. Astra’s new Autonomous Pentest turns it into a pipeline of AI agents, built on insights from more than 5,000 real-world pentests, that own the full cycle — from finding a bug to handing a developer the fix.
## How Astra Autonomous Pentest works
Discovery agents hunt for complex, chained vulnerabilities; other agents chain and exploit those findings to prove real-world impact rather than just flagging theoretical issues. An independent validator layer drives false positives toward zero — the long-standing pain of automated scanners. Then AI-fix agents read the codebase and generate the exact remediation, delivered into the developer’s IDE through MCP as a native Cursor, Copilot, or Claude Code prompt.
## Why it matters
The notable design choice is restraint: Astra doesn’t auto-remediate. Agents find, prove, and validate, but nothing in the codebase changes until a human reviews and applies the fix. That human-in-the-loop framing is what makes “self-healing software” plausible for security teams who can’t have an agent silently rewriting production code. For anyone already living in Cursor or Claude Code, the fixes arrive where the work already happens.

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