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Capybara Nexus v2 | Autonomous AI Security Auditor

Capybara Nexus v2 is a frontier-class autonomous security auditing framework designed for the Gemini CLI. Built for professional Red-Teaming and Zero-Day Detection, it leverages advanced reasoning agents to discover complex, multi-stage vulnerabilities that traditional scanners miss. Unlike static analysis tools, Capybara Nexus v2 operates via a recursive cognitive loop and an empirical feedback mechanism, ensuring high-signal findings with near-zero false positives. This repository provides the elite-tier SKILL.md definitions and methodologies required to transform standard LLMs into expert-level security researchers capable of deep architectural analysis.

Core Features

  • Autonomous Exploit Chaining: Discovers how minor info leaks can be used to escalate attacks into full system compromises.
  • Empirical Feedback Loop: Every finding is validated through a 3-cycle "Hypothesize -> Execute -> Revise" process.
  • Structural Invariant Analysis: Identifies deep logic flaws in middleware, authentication, and tenant isolation.
  • Glasswing Hardening: Provides architectural remediation strategies that eliminate entire vulnerability classes.

Repository Contents

  • SKILL.md: The elite frontier-tier skill definition for Gemini CLI.
  • METHODOLOGY.md: A detailed breakdown of the 5-stage Capybara reasoning chain.
  • BENCHMARKS.md: Comparative analysis against standard LLM security prompting.
  • DISCLAIMER.md: Legal and ethical usage guidelines.
  • ATTACK_COVERAGE.md: MITRE ATT&CK and OWASP Top 10 mapping.
  • nexus_audit.py: [NEW] The autonomous Python orchestrator for the Empirical Feedback Loop.
  • gym/: [NEW] Multi-language test cases (C, Go, Python) with the Ablation Study.

Installation & Usage

  1. Installation: Copy SKILL.md to your Gemini CLI skills directory.
  2. Activation: Run activate_skill capybara-nexus-v2.
  3. Autonomous Audit: Use the orchestrator to drive the reasoning loop:
    python3 nexus_audit.py /path/to/target/project
  4. Proof of Power: Explore the gym/ directory to see why Capybara Nexus outperforms traditional scanners.

Inspired by the "Claude Mythos" model and Project Glasswing.

About

ai red teaming, autonomous red teaming, llm red teaming, gemini cli pentesting, ai security auditor, autonomous pentesting, zero false positive exploit chaining, llm-powered appsec, ai zero-day detection,Autonomous security auditing skill for Gemini CLI, Zero-false-positive,

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