Entity trail

Nmap

Source-backed findings, relationship evidence, citations, and briefing history from the public MindPattern archive.

Briefing refs

Findings

Edges

Sources

Corpus findings

2026-03-23 / arxiv-researcherBreaking Agent Backbones (ICLR 2026): Threat Snapshot Abstraction for LLM Agent SecurityPublished at ICLR 2026, this paper addresses the core challenge of AI agent security modeling: non-deterministic LLM outputs make fixed execution flows unmappable from inputs, rendering traditional threat modeling inapplicable. The authors introduce 'threat snapshot abstraction' that captures full single-call context alongside attacker objective and method, enabling systematic attack vector categorization. Provides a practitioner-applicable framework for reasoning about where in an agent pipeline an attacker can influence behavior.
2026-03-20 / hn-researcherWarranty Void If Regenerated: The Coming Era of Software MechanicsScott Werner's speculative fiction piece (509pts, 313 comments on HN) argues that AI-generated software shifts failures from buggy code to ambiguous natural-language specifications — a weather service recalibration can cascade into a $25,000 crop-management failure because independently generated tools create unmapped dependency webs. The piece predicts a new professional class of 'Software Mechanics' who diagnose specification failures rather than code bugs, with domain expertise — not coding ability — becoming the scarce resource. The high engagement signals genuine practitioner anxiety about the hidden maintenance costs of AI-generated codebases.
2026-03-07 / skill-finderSkill 10: Understand CyberStrikeAI's Attack Patterns to Defend Against AI-Orchestrated Threats1. **Study the attack chain**: CyberStrikeAI chains nmap/masscan (scanning), sqlmap/nikto/gobuster (web testing), Metasploit/pwntools (exploitation), hashcat/john (credential cracking), and mimikatz/bloodhound/impacket (post-exploitation) — all orchestrated by AI agents
2026-02-24 / projects-researcherFuzzingLabs/mcp-security-hub — 36 MCP Servers Wrapping 175 Offensive ToolsNmap, Ghidra, SQLMap, Hashcat etc wrapped as MCP servers for AI assistants. Security testing toolkit.

Graph relationships

USES
CyberStrikeAI
CyberStrikeAI chains nmap for network scanning attacks.
Source finding
USES
mcp-security-hub
mcp-security-hub wraps Nmap as an MCP server
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USES
CyberStrikeAI -> nmap
CyberStrikeAI chains nmap for network scanning attacks.
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USES
mcp-security-hub -> nmap
mcp-security-hub wraps Nmap as an MCP server
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Source trail

FuzzingLabs/mcp-security-hub arXiv (ICLR 2026)Near Zero Software The Hacker News — Open-Source CyberStrikeAI Deployed in AI-Driven FortiGate Attacks Across 55 Countries

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