SanMuzZzZz/LuaN1aoAgent

LuaN1aoAgent is a cognitive-driven AI hacker. It is a fully autonomous AI penetration testing agent powered by DeepSeek V3.2. Using dual-graph reasoning, LuaN1ao achieves a success rate of over 90% on the XBOW Benchmark, with a median exploit cost of just $0.09.

60
/ 100
Established

Implements a decoupled **P-E-R (Planner-Executor-Reflector) agent framework** where independent cognitive roles collaborate via event buses, with the Planner generating graph-editing operations for dynamic task DAGs and the Executor orchestrating tools via MCP protocol. Constructs explicit causal graphs linking evidence→hypothesis→vulnerability→exploit to prevent hallucinations, with confidence scoring on each causal edge and mandatory evidence validation before advancing. Integrates multiple tool types (HTTP requests, shell commands, Python execution) through Model Context Protocol, with real-time parallel task discovery based on topological dependencies and context compression to manage token overhead.

551 stars. Actively maintained with 17 commits in the last 30 days.

No Package No Dependents
Maintenance 20 / 25
Adoption 10 / 25
Maturity 9 / 25
Community 21 / 25

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Stars

551

Forks

83

Language

Python

License

Apache-2.0

Last pushed

Mar 09, 2026

Commits (30d)

17

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