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.
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.
Stars
551
Forks
83
Language
Python
License
Apache-2.0
Category
Last pushed
Mar 09, 2026
Commits (30d)
17
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