Nusantara Hasana Journal
Vol. 6 No. 3 (2026): Nusantara Hasana Journal, August 2026

SISTEM OTOMATISASI RECONNAISSANCE MENGGUNAKAN MODEL OSINT UNTUK MENINGKATKAN KEAMANAN SISTEM INFORMASI PADA UNIVERSITAS MUHAMMADIYAH MAKASSAR

Muh. Fikri Haekal (Universitas Muhammadiyah Makassar)
Muhammad Faisal (Universitas Muhammadiyah Makassar)
Muhyiddin A.M. Hayat (Universitas Muhammadiyah Makassar)



Article Info

Publish Date
30 Aug 2026

Abstract

The development of digital technology provides opportunities to develop more interactive learning media through the integration of cybersecurity systems. However, applications that integrate automated reconnaissance with Open-Source Intelligence (OSINT) models are still challenging to implement, especially in terms of system integration and device limitations. This study aims to develop an automated reconnaissance system based on OSINT to identify exposed digital assets at Muhammadiyah University of Makassar. The application was developed using Python and Flask framework, with various OSINT modules integrated including WHOIS lookup, DNS analysis, port scanning, subdomain enumeration, vulnerability scanning, social OSINT, dark web intelligence, and Google dorking. The system was evaluated using Black Box Testing and functional testing methods. Black Box Testing results showed that most main functions operated according to designed scenarios, although several functions were partially successful due to OCR image quality and system integration limitations. The developed application can function as proactive security monitoring media for universities, providing essential technical instruments for IT administrators to map potential data breaches early, enabling proactive mitigation steps and strengthening information system security posture.

Copyrights © 2026






Journal Info

Abbrev

nhj

Publisher

Subject

Agriculture, Biological Sciences & Forestry Humanities Economics, Econometrics & Finance Education Nursing

Description

Nusantara Hasana Journal published a scientific paper original articles of research and community engangement and review of the literature in: Biology, Tourism & Hospitality, Pharmacy, Chemistry, Physics, Mathematics, Education, Medicine , Medical and Health Science, Engineering & Technology, ...