METATRON – Open-Source AI Penetration Testing Assistant Brings Local LLM Analysis to Linux

In Cybersecurity News - Original News Source is cybersecuritynews.com by Blog WriterApril 6, 2026

A new open-source penetration testing framework called METATRON is gaining attention in the security research community for its fully offline, AI-driven approach to vulnerability assessment.

Built for Parrot OS and other Debian-based Linux distributions, METATRON combines automated reconnaissance tooling with a locally hosted large language model (LLM), eliminating the need for cloud connectivity, API keys, or third-party subscriptions.

METATRON is a CLI-based penetration testing assistant written in Python 3 that accepts a target IP address or domain and autonomously orchestrates a suite of standard reconnaissance tools.

These include nmap for port scanning, nikto for web server vulnerability detection, whois and dig for DNS and registration data, whatweb for technology fingerprinting, and curl for HTTP header inspection.

Tool Scan Process

Once recon data is collected, all results are piped directly into a locally running AI model — metatron-qwen — a fine-tuned variant of the huihui_ai/qwen3.5-abliterated:9b base model, customized specifically for penetration testing analysis.

The model is served via Ollama, a local LLM runner, and is configured with a 16,384-token context window, a temperature of 0.7, top-k of 10, and top-p of 0.9 — parameters optimized for precise, technically grounded security analysis rather than creative generation.

Scan Using nmap and other tools

Agentic Loop and CVE Integration

One of METATRON’s more technically notable features is its agentic loop: the AI model can autonomously request additional tool executions mid-analysis if it determines more data is needed before rendering a verdict. This enables a dynamic, iterative assessment workflow rather than a single static scan pass.

The framework also integrates DuckDuckGo-based web search and CVE lookups without requiring any API credentials, allowing the model to cross-reference discovered services and versions against known public vulnerability databases in real time.

Web Search and CVE Lookup

METATRON uses a five-table MariaDB schema to persist all scan data, structured around a central history table keyed by session number (sl_no). Linked tables store discovered vulnerabilities with severity ratings, recommended fixes sourced from AI analysis, attempted exploits with payloads and results, and a full summary table containing raw scan output alongside the complete AI analysis dump and overall risk level.

Users can edit or delete any saved record directly from the CLI, and export reports in PDF or HTML format for documentation or client delivery — a critical feature for professional penetration testers who need audit trails.

The project’s most significant differentiator in the current AI tooling landscape is its zero-exfiltration guarantee. All LLM inference happens on-device through Ollama, meaning sensitive target data, including internal IP ranges, banner information, and discovered vulnerabilities, never leaves the tester’s machine. This positions METATRON as a viable option for engagements with strict data handling requirements.

METATRON is available on GitHub under the MIT License at github.com/sooryathejas/METATRON, with minimum hardware requirements of 8.4 GB RAM for the 9b model variant.

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Activities summary: The following activities is a quick summary of what will be performed during the pentest:
Obtain all needed information about the target applications.
Agree with on the actions that will be taken if critical vulnerabilities discovered during the assessment.
Agree with IT systems owners on the assessment schedules and plans.
Conduct thorough information security vulnerability scanning for the servers that host and run web applications; to explore all security vulnerabilities and gaps on the server’s operating systems and network configurations. Because any security gap in the hosted server is considered a security gap for the web application; the server’s vulnerability can be exploited to attack any running application on that server.
Assess web applications against the ten most critical web application security risks announced by OWASP. OWASP Top 10 2021 (latest release) and the older version of 2017:
A01:2021-Broken Access Control
A02:2021-Cryptographic Failures
A03:2021-Injection
A04:2021-Insecure Design
A05:2021-Security Misconfiguration
A06:2021-Vulnerable and Outdated Components
A07:2021-Identification and Authentication Failures
A08:2021-Software and Data Integrity Failures
A09:2021-Security Logging and Monitoring Failures
A10:2021-Server-Side Request Forgery
A1:2017-Injection
A2:2017-Broken Authentication
A3:2017-Sensitive Data Exposure
A4:2017-XML External Entities (XXE)
A5:2017-Broken Access Control
A6:2017-Security Misconfiguration
A7:2017-Cross-Site Scripting (XSS)
A8:2017-Insecure Deserialization
A9:2017-Using Components with Known Vulnerabilities
A10:2017-Insufficient Logging & Monitoring

All gathered information will be then thoroughly analyzed to know how attackers can take advantages of these vulnerabilities.
Exploitation Attempt: Once exploitable vulnerabilities are identified, hacking scenarios will be developed and PT team will coordinate with regarding schedule/ methods of applying these scenarios on the production environment; taking into consideration the effect on business operation. After that, the actual penetration is carried out and evidence of penetration (such as a screen shot) is collected. Possible Scenarios Include:
Account Brute force/ Dictionary Attacks
Known Vulnerability Exploitation
Taking the advantage of misconfiguration, Input Fields or transaction flow.
Backdoor/ Trojan Installation.
Sensitive Data Acquisition.
Cookie Hijacking.
Directory Traversal.
Cleaning Up: Once penetration is completed and documented, any changes made to the targeted system will be reversed.

Before starting our penetration testing activities, Cryptika lunch a number of automated scans to ensure full testing coverage, our team will develop a full proxy record of every page request, and a full proxy record of every subsequent request that was generated as a result of exercising the application. All of the java script, style sheet, web service and image requests that would have been nearly impossible to list have been captured. Our team will also made rational, informed human decisions about what not to do, like continuing to pursue dynamic URLs forever. That resource list now becomes the scanner target list. After checking to ensure that the scanner is configured as prescribed in our scope documents, including any scope or safety clarifications we may have received, cryptika launch automated scans. After automated scans have completed, which may require adjustments for IPS or WAF evasion, we will have a scanner report. Cryptika look very closely at the vulnerability scan results. We take note of any identified vulnerabilities and start sorting them into two buckets - those that require further validation and those that are reliable and need no further validation. We are not just looking for vulnerabilities that the scanner identified though. We look at vulnerability scans differently than most. For us, the results are a record of tens or hundreds of thousands of interactions with your application, and we look for anything in those results that seems out of the ordinary at all. It is surprising how often you can find hints that lead you to really serious vulnerabilities when you combine knowledgeable, informed human intuition with scanner output. We look hard.

After the automated scans and filtering its false-positives, we look at everything that has been identified for further testing. This is the point at which it is impossible to list tools or methods because there is simply too much potential ground to cover, but very often we will use Burp Suite Intruder and/or Repeater. In general, vulnerabilities will fall into three categories at this point:
Vulnerabilities that were identified by automation and are reliable. A finding report is prepared, along with any validating evidence from the automated tool.
Vulnerabilities that were identified by automation but are not reliable until validated. These are validated using whatever tools or methods are appropriate. Screen captures and other evidence is collected and a finding report is created.
Possible vulnerabilities or simple suspicions identified manually. These are all tested, one way or another, until we are convinced that we know what we are seeing, and can either dismiss them or report them.

الاردن
المملكة العربية السعودية
حوكمة البيانات
قانون حماية البيانات
تدقيق تكنولوجيا المعلومات
تعليمات البنك المركزي
تعليمات مركز الامن السيبراني
تعليمات الهيئة
برنامج امتثال
برامج ادارة المخاطر
برنامج ادارة المخاطر
برامج الامتثال
برنامج الحوكمة برنامج حوكمة تكنولوجيا المعلومات
ادوات الحوكمة
ادوات الامتثال
ادوات ادارة المخاطر
برنامج ادارة التدقيق
برامج ادارة التدقيق
مركز الامن السيبراني
حماية البيانات الشخصية
البيانات الشخصية
بيانات المرضى
موافقة مشاركة البيانات
software development
grc tools
grc tool
governance risk compliance tool
compliance program
compliance software
risk management software tool
it governance tool
it audit tools
it audit tool
Penetration Testing KSA
Penetration Test Amman
Cybersecurity Riyad
Cyber Security Riyad
CyberSecurity KSA
Cyber Security KSA
IT Audit KSA
IT Audit Saudi
IT Audit Riyadh
IT Audit Dubai
Data Governance
GDPR
ISR
ECC
SAMA
CRF
NIST
ISO
ISMS
BCMS
CBJ
عمان

Scope Checks
One of the things our team look for in this phase is any indication of scope problems that require clarification, such as mixed protocol schemes (https is in scope, but http is not mentioned and we find both), or the application is making requests to different host specifiers than expected, and we need to know if your intent was different than what actually ended up in our scope documents. Cryptika try to ensure that scope is accurate before we even begin, but it is important for testers to be very 'scope aware' and to identify any such issues as early as possible and get clarification.

Check for SQL injection attacks
Secure pages should use HTTPS protocol
Page crash should not reveal application or server info. Error page should be displayed for this
Escape special characters in input
Error messages should not reveal any sensitive information
All credentials should be transferred over an encrypted channel
Test password security and password policy enforcement
Check application logout functionality
Check for Brute Force Attacks
Cookie information should be stored in encrypted format only
Check session cookie duration and session termination after timeout or logout
Session tokens should be transmitted over secured channel
Password should not be stored in cookies
Test for Denial-of-Service attacks
Test for memory leakage
Test unauthorized application access by manipulating variable values in browser address bar
Test file extension handing so that exe files are not uploaded and executed on server
Sensitive fields like passwords and credit card information should not have auto
Verify CAPTCHA functionality

IT Security IT Governance Risk management best practices SIEM SOAPA Information security assurance cybersecurity assurance it assurance security assurance availability assurance business continuity assurance digital forensics DFIR change management compliance and audit data leakage prevention Cyber Security Next-Generation penetration testers testing test penetration Antivirus Cybersecurity NGAV Threat Hunting Threat Hunt NG AV Intelligence threat intelligence Security operations center Information security Dubai services in jordan information security jordanit security services jordanit security jordan cyber security jordan

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Our Office in Amman, Jordan: Address: Al Ghodaf Center #15 Wakalat Street, Al-Swiefieh, Amman, Jordan 962 6 2000 289 [email protected]

Cryptika cybersecurity HQ in Dubai, Address: Office 7, Oasis Center, Sheikh Zayed Road, PO Box 128698, Dubai, UAE +971 5 07204841
Address 2: Office 7, Oasis Center, Sheikh Zayed Road, PO Box 128698, Dubai, UAE +971 5 07204841
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CISSP CISP CISA CISM OWASP TOP 10 lead implementer IEC CIHE Certified penetration tester testers accreditation information security manager management GDPR Indecent response handling lead implementer auditor Streaming Prevention Our Company's address is in Amman red team redteam threat hunter responder SOC analyst CyberSec 22001 ISO 2000289 Jordan Endpoint Detection and Response Threat Intelligence Crypto Threat Hunting Cryptika NGAV Company in Jordan Digital Forensics non-Malware non-file based attack Cyber Security Companies in Jordan in Amman IT Security Company in Jordan Amman Cryptika Jordan based Digital Transformation Technology SOC Security Operation Center AlienVault Qradar ArcSight Splunk QRadar FireEye IT Audit ISO27001 Qualys Rabid7 Metasploit Vulnerability Management Assessment Information Security Companies in Jordan IT Company Backup HA Cb Defense Vendors in Jordan Cb Defense Re-sellers in Jordan We protect your Organization with Carbon Black Cb Defense Cb Response SecureTide Cryptika High Availability Solutions Double-Take MIMEX VEEAM HyperV Wakalat St. Next-generation antivirus + EDR in one cloud-delivered platform that stops malware non-malware attacks and non-file attacks Anti Ransomware Protect Against WannaCry Carbon Black Crowdstrike Cybereason Enterprise protection Kaspersky Symantec Threat hunt detect correlation Malware non-Malware non-file based attack Powershell script EMEA Adversary hunting Hunt automation EDR Endpoint Response top IT Security company in Jordan best it security company in Jordan Antivirus companies in Jordan Antivirus vendors in Jordan Product: Antivirus Next-Generation Antivirus Endpoint Detection and Response Best IT Security Company in Dubai Riyadh Amman UAE KSA Jordan Stop WannaCry Top IT Security Company in Jordan Advanced Penetration Testing Services Advanced Attack Simulation Application Security Assessment Kali Linux
Cryptika cybersecurity HQ in Dubai, Address: Office 7, Oasis Center, Sheikh Zayed Road, PO Box 128698, Dubai, UAE +971 5 07204841
Address 2: Office 7, Oasis Center, Sheikh Zayed Road, PO Box 128698, Dubai, UAE +971 5 07204841
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Cryptika COMPANY AMMAN JORDAN Cryptika is primarily recognized as information security firm delivering end to end comprehensive securityCryptika is the first and only Information security center and a firm and a company in Jordan amman which dedicated all its experine in cyber security and cybersecuritySecurity Solutions, Security Consultancy, Cyber Security, Cybersecurity, Information Security, NETWORKS AND INFORMATION SECURITY ENGINEERING, Security Services such penetration testing and vulnerability assessment, Vulnerability Assesment and Penetration Testing (VAPT) Service. This service enable to find vulnerabilities in network devices, application and using security, Jordan National Cyber Security Strategy

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امن المعلومات, امن انظمة تكنولوجيا المعلومات, الامن السيبراني
جمعان عبدالله البريكي
امن المعلومات, الامن السيبراني شركة حلول الامن السيبراني مقرنا الاردن عمان شركة اردنية متخصصة في امن المعلومات
تدقيق تكنولوجيا المعلومات
تعليمات البنك المركزي
قانون حماية البيانات الاردني
قوانين حماية البيانات
السعودي
السعودية
الاردن
المملكة العربية السعودية
حوكمة البيانات
قانون حماية البيانات
تدقيق تكنولوجيا المعلومات
تعليمات البنك المركزي
تعليمات مركز الامن السيبراني
تعليمات الهيئة
برنامج امتثال
برامج ادارة المخاطر
برنامج ادارة المخاطر
برامج الامتثال
برنامج الحوكمة برنامج حوكمة تكنولوجيا المعلومات
ادوات الحوكمة
ادوات الامتثال
ادوات ادارة المخاطر
برنامج ادارة التدقيق
برامج ادارة التدقيق
مركز الامن السيبراني
حماية البيانات الشخصية
البيانات الشخصية
بيانات المرضى
موافقة مشاركة البيانات
software development
grc tools
grc tool
governance risk compliance tool
compliance program
compliance software
risk management software tool
it governance tool
it audit tools
it audit tool
Penetration Testing KSA
Penetration Test Amman
Cybersecurity Riyad
Cyber Security Riyad
CyberSecurity KSA
Cyber Security KSA
IT Audit KSA
IT Audit Saudi
IT Audit Riyadh
IT Audit Dubai
Data Governance
GDPR
ISR
ECC
SAMA
CRF
NIST
ISO
ISMS
BCMS
CBJ
عمان
كريبتيكا
مزود متكامل لخدمات الأمن السيبراني, أمن المعلومات, وإدارة خدمات تكنولوجيا المعلومات، مقرها دبي الامارات, الرياض المملكة العربية السعودية, عمان الأردن، تضم كريبتيكا فريقًا شاملاً من الخبراء وقادة الفكر. يشمل نطاق عملنا كل شيء بدءًا من الاستشارات والتصميم, الفحص والتقييم والتدقيق, تنفيذ وتزويد البنية التحتية لتقنية المعلومات, حلول استمرارية الاعمال الى الخدمات المُدارة ومركز عمليات أمن المعلومات المٌدار بالكامل

عمان الاردن الشرق الاوسط
البيانات اختراق عمان التحول الرقمي للتقنية شركات أمن الشبكات في الاردن في عمان مكافحة الفايروسات التحقيق الجنائي الرقمي شركات تقييم حماية المعلومات في الاردن اختبار اختراق مخترقين هاكر هاكرز فحص الثغرات الفحص الامني تدقيق داخلي تدقيق خارجي اخلاقي شهادات شهادة معتمد معتمدة معتمدون افضل شركة تكنولوجيا تقنية امن معلومات امن المعلومات امن البيانات حماية ادارة المخاطر فجوة امنية مراكز البيانات عمان مراكز العمليات الامنية شركات أمن المعلومات في الاردن شركات أمن المعلومات شركات امن المعلومات في الاردن في السعودية في الامارات في الكويت في قطر شركات امن المعلومات شركة كريبتيكا هي شركة متخصصة في الامن السيبراني وامن المعلومات وامن البيانات وامن بيئة تكنولوجيا المعلومات واختبار الاختراق وتقييم امن واستمرارية المعلومات حلول امن المعلومات حلول استمرارية المعلومات معلوماتية افضل شركة امن معلومات في الشرق الاوسط اقوى شركة عربية في الامن السيبراني وامن المعلومات هاكرزهاكر اخلاقي هاكراختبار الاختراق فحص الثغرات مراجعة الاكواد مراجعة السطور البرمجية خبراء الهندسة العكسية مهندسوا كريبتيكا الامنية المتخصصة في الامن الرقمي والتحقيق الرقمي والتحول الرقمي والجرائم الالكترونية شركة كريبتيكا لامن المعلومات مقرها الرئيسي في دبي الامارات الرياض السعودية عمان الاردن شركة امن المعلومات في الرياض عمان شركة امن المعلومات في الاردن مركز عمليات امن المعلومات خدمات مدارة حلول امن المعلومات الامن السيبراني الشركات الناشئة في تكنولوجيا المعلومات شركات تكنولوجيا المعلومات كريبتيكا للامن السيبراني امن المعلومات

امن المعلومات التشفير كريبتيكا البيانات اختراق عمان التحول الرقمي للتقنية شركات أمن الشبكات في الاردن في عمان مكافحة الفايروسات الصويفية شارع الوكالات التحول التحقيق الجنائي الرقمي الانتربول
شركات تقييم حماية المعلومات في الاردن شركات الانتي فايروس اختبار اختراق مخترقين هاكر هاكرز شركات السيكيوريتي في الاردن شركات فحص الثغرات الفحص الامني عقود الصيانة مستوى الخدمة تدقيق داخلي تدقيق خارجي اخلاقي شهادات شهادة معتمد معتمدة معتمدون افضل شركة تكنولوجيا

تقنية امن معلومات امن المعلومات امن البيانات حماية استرجاع احتياطية ادارة المخاطر فجوة امنية مراكز البيانات عمان مراكز العمليات الامنية
شركات أمن المعلومات في الاردن
شركات أمن المعلومات
شركات امن المعلومات في الاردن
شركات امن المعلومات
شركة كريبتيكا هي شركة متخصصة في الامن السيبراني وامن المعلومات وامن البيانات وامنة بيئة تكنولوجيا المعلومات واختبار الاختراق وتقييم امن واستمرارية المعلومات حلول امن المعلومات حلول استمرارية المعلومات معلوماتية
افضل شركة امن معلومات في الشرق الاوسط
اقوى شركة عربية في الامن السيبراني وامن المعلومات
مخترقون
هاكرز
الاردن
المملكة العربية السعودية
حوكمة البيانات
قانون حماية البيانات
تدقيق تكنولوجيا المعلومات
تعليمات البنك المركزي
تعليمات مركز الامن السيبراني
تعليمات الهيئة
برنامج امتثال
برامج ادارة المخاطر
برنامج ادارة المخاطر
برامج الامتثال
برنامج الحوكمة برنامج حوكمة تكنولوجيا المعلومات
ادوات الحوكمة
ادوات الامتثال
ادوات ادارة المخاطر
برنامج ادارة التدقيق
برامج ادارة التدقيق
مركز الامن السيبراني
حماية البيانات الشخصية
البيانات الشخصية
بيانات المرضى
موافقة مشاركة البيانات
software development
grc tools
grc tool
governance risk compliance tool
compliance program
compliance software
risk management software tool
it governance tool
it audit tools
it audit tool
Penetration Testing KSA
Penetration Test Amman
Cybersecurity Riyad
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ISR
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ISO
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عمان
هاكر اخلاقي
هاكر
اختبار الاختراق فحص الثغرات مراجعة الاكواد مراجعة السطور البرمجية خبراء الهندسة العكسية مهندسوا كريبتيكا الامنية المتخصصة في الامن الرقمي والتحقيق الرقمي والتحول الرقمي والجرائم الالكترونية

الإمارات العربية المتحدة
المملكة
الاردن
المملكة العربية السعودية
حوكمة البيانات
قانون حماية البيانات
تدقيق تكنولوجيا المعلومات
تعليمات البنك المركزي
تعليمات مركز الامن السيبراني
تعليمات الهيئة
برنامج امتثال
برامج ادارة المخاطر
برنامج ادارة المخاطر
برامج الامتثال
برنامج الحوكمة برنامج حوكمة تكنولوجيا المعلومات
ادوات الحوكمة
ادوات الامتثال
ادوات ادارة المخاطر
برنامج ادارة التدقيق
برامج ادارة التدقيق
مركز الامن السيبراني
حماية البيانات الشخصية
البيانات الشخصية
بيانات المرضى
موافقة مشاركة البيانات
software development
grc tools
grc tool
governance risk compliance tool
compliance program
compliance software
risk management software tool
it governance tool
it audit tools
it audit tool
Penetration Testing KSA
Penetration Test Amman
Cybersecurity Riyad
Cyber Security Riyad
CyberSecurity KSA
Cyber Security KSA
IT Audit KSA
IT Audit Saudi
IT Audit Riyadh
IT Audit Dubai
Data Governance
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ISR
ECC
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CBJ
عمان
ختراق التطبيقات
تجارب اختراق تطبيقات
امن المعلومات

كريبتيكا!. مزود متكامل لخدمات الأمن السيبراني, أمن المعلومات, وإدارة خدمات تكنولوجيا المعلومات، مقرها في الأردن، تضم كريبتيكا فريقًا شاملاً من الخبراء وقادة الفكر. يشمل نطاق عملنا كل شيء بدءًا من الاستشارات والتصميم, الفحص والتقييم والتدقيق, تنفيذ وتزويد البنية التحتية لتقنية المعلومات, حلول استمرارية الاعمال الى الخدمات المُدارة ومركز عمليات أمن المعلومات المٌدار بالكامل