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README.md
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license: mit
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tags:
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- security
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- pentesting
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- autonomous-agent
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- cybersecurity
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- tool-use
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- qwen2.5
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language:
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pipeline_tag: text-generation
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<video autoplay loop muted playsinline width="100%">
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<source src="./Final_EDIT.mp4" type="video/mp4">
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</video>
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π Local Security Model β Autonomous Pentesting Agent
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Built on: Qwen2.5-14b-Instruct-Uncensored-GGUF by Bartowski
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This agent was developed as the core engine behind PenMaster Security, targeting small business security audits, WordPress hardening, and ecommerce vulnerability assessments.
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Key Capabilities
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β’ Autonomous reconnaissance β masscan + nmap port/service enumeration with zero manual input
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β’ Vulnerability assessment β searchsploit integration for CVE matching against discovered services
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β’ Web application testing β nikto and sqlmap for injection and misconfiguration detection
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β’ Credential auditing β hydra and ncrack for multi-protocol brute force testing
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β’ Payload delivery β curl/wget for staged payload retrieval and HTTP interaction
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β’ Structured reporting β auto-generated HTML pentest reports with severity ratings and remediation guidance
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Architecture
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mcp_server.py β Flask-based tool execution server (port 8000, systemd managed)
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report_generator.py β HTML report engine with PenMaster branding
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logs/ β Structured JSON session logs
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reports/ β Auto-generated client-facing pentest reports
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TOOL PURPOSE
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masscan High speed port scanning
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hydra Multi-protocol credential brute forcing
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β’ Professional penetration testing against authorized targets
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β’ Security audits for small businesses, WordPress sites, and ecommerce platforms
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β’ Vulnerability research in isolated lab environments
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β’ Security education and CTF preparation
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β οΈ Authorized use only. This tool is intended exclusively for use against systems you own or have explicit written permission to test. Unauthorized use is illegal and unethical.
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β’ Kali Linux (primary deployment platform)
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β’ Isolated VM lab networks
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β’ Small business web infrastructure (with client authorization)
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Local_Security_Model is the core engine behind PenMaster Security β an independent penetration testing project offering:
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β’ Initial security audit and vulnerability report
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β’ Ongoing security hardening retainer
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β’ WordPress and ecommerce-focused assessments
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π¬ Contact: GitHub.com/XenoCoreGiger31
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---
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license: mit
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language:
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- en
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tags:
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- penetration-testing
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- autonomous-agent
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- mcp
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- kali-linux
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- llm
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- cybersecurity
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- red-team
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- ethical-hacking
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- bug-bounty
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- python
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- flask
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- bug-bounty,
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- pentesting-tools,
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- mcp,
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- mcp-server,
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- mcp-agent-loop,
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- ethical-hacker,
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- ethical-hacking-tools,
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library_name: other
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pipeline_tag: text-generation
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base_model:
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- Qwen/Qwen2.5-1.5B-Instruct-GGUF
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---
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# π PenMaster Security
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**Autonomous AI-powered penetration testing agent β fully local, no cloud, no API keys.**
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Built on Kali Linux with a local LLM (Qwen 2.5-14B via LM Studio) and a Flask-based MCP tool server. The agent runs recon, attacks, and generates professional pentest reports β all autonomously.
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---
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## What It Does
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- π Autonomous recon β masscan + nmap to discover open ports and services
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- βοΈ Autonomous attack loop β selects and chains tools based on what it finds
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- π§ Persistent negative experience cache β learns what fails across ALL sessions and never repeats mistakes
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- π Auto-generates branded HTML pentest reports on session end (Ctrl+C)
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- π 100% local β Qwen 2.5-14B running in LM Studio, nothing leaves your machine
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---
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## Tool Arsenal (18 Tools)
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| Tool | Purpose |
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| `run_masscan` | Fast port discovery |
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| `run_nmap` | Deep service/version scanning |
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| `run_nikto` | Web vulnerability scanning |
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| `run_sqlmap` | SQL injection testing |
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| `run_hydra` | Credential brute forcing |
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| `run_ncrack` | Network authentication cracking |
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| `run_searchsploit` | CVE/exploit database lookup |
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| `run_metasploit` | Exploit framework integration |
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| `run_curl` | HTTP interaction and payload staging |
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| `run_wget` | File retrieval and payload staging |
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| `run_enum4linux` | SMB/Samba enumeration |
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| `run_smbclient` | SMB share access and enumeration |
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| `run_ftp` | FTP service interaction |
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| `run_ssh` | SSH service interaction |
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| `run_telnet` | Telnet service interaction |
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| `run_wpscan` | WordPress vulnerability scanning |
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| `run_dirb` | Web directory brute forcing |
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| `run_set` | Social Engineering Toolkit |
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## Sovereign Agent Upgrades
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Autonomous tool reasoning β agent selects tools based on discovered services
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Persistent negative experience cache β SHA-256 fingerprinting blacklists failing tool/parameter combos across sessions
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Social Engineering Toolkit (SET) integration
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Auto HTML pentest report generation
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## Stack
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- **Model:** Qwen 2.5-14B Instruct (abliterated) via LM Studio
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- **OS:** Kali Linux
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- **Server:** Flask MCP server (port 8000)
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- **Agent:** Python autonomous loop
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- **Reports:** Auto-generated HTML on exit
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## Intended Use
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Designed for:
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- Professional penetration testing against **authorized targets only**
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- Security audits for small businesses, WordPress sites, and ecommerce
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- Bug bounty hunting workflows
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- AI/security research and development
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## GitHub
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[XenoCoreGiger31/Local-Model](https://github.com/XenoCoreGiger31/Local-Model)
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