Excalibur

Excalibur is a difficulty-aware LLM agent design for real-world penetration testing.

It couples typed tooling, retrieval-augmented security knowledge, task difficulty assessment, and evidence-guided attack tree search to reduce planning failures in multi-step penetration testing tasks.