#81 · Primary category: Cybersecurity & Decryption Tools

Cairn

ai ai-agent ai-cybersecurity ai-hacker ai-hacking blackbox-testing ctf ctf-tools llm penetration-testing pentesting red-teaming security-automation security-tools

A AI general-purpose state-space search engine, validated first on autonomous penetration testing.

Project last updated:07/15/26

GitHub Stars

2.4K

Forks

332

Contributors

1

License

AGPL-3.0

Why we included this project

Cairn reframes autonomous security testing as a search problem rather than a set of fixed playbooks. A blackboard holds confirmed findings as facts, open directions as intents, and lets a human drop in hints mid-run, while agent workers loop through observe, orient, decide, act and write what they learn back to the board. That structure proved itself early: at a Tencent Cloud hackathon it was the only entry to solve all 54 AI pentesting challenges, on its first outing and with no domain-specific tooling. It runs as a server plus a dispatcher that schedules containerized workers over supported LLM CLIs, with a Docker-free local mode for hosts that already have Claude Code, Codex, or Pi configured. Security researchers and red teams wanting a transparent, extensible agent for autonomous pentesting will find the general-purpose engine underneath worth exploring too.

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