Cisco Project Quarry: open-source behavior detection engine for AI agents
Cisco open-sourced Project Quarry on 28 Oct 2026: a behavior detection engine that watches AI agents at the session level and flags risky sequences with Snort/YARA-style rules, rather than judging single tool calls in isolation. It covers LLM conversations, agents, tool use, MCP interactions, and multimodal inputs, ships a rule starter pack plus plugins for Claude Code, Codex, and other MCP-compatible agents, and is motivated by the July 2026 incident in which an agent validated 14 exposed Hugging Face tokens.
Why it matters
What you could build with it
Does it hold up?
Too early to judge: announced today with no independently verified deployments yet, and the repository was not public under Cisco's AI Defense org at check time, so the design is credible but unproven in production.
Built with Cisco Project Quarry
- Cisco open sources tool for detecting AI agents on hacking spreesarticle · The Register's exclusive: session-level rules, the credentials-file rule example, the Hugging Face incident motivation, and Cisco's caveat that rules do not replace human oversight.
Learn more
First spotted on article: source.
More AI security
Get the week's best AI launches, plus 3 ideas worth building
One email every Saturday. Ranked by traction, not hype. Free.