<> "The repository administrator has not yet configured an RDF license."^^ . <> . . . "RANCANG BANGUN EKSTENSI VISUAL STUDIO CODE (VSCODE) TERINTEGRASI AI UNTUK GENERASI UNIT TEST"^^ . "Software testing is a critical phase in the software development lifecycle to\r\nensure system quality and reliability. However, manual unit test writing remains\r\ntime-consuming and effort-intensive, often becoming a burden for developers. This\r\nstudy aims to design and develop a Visual Studio Code extension named Unittest\r\nGenerator, integrated with artificial intelligence based on Large Language Models\r\n(LLMs) through Groq API and OpenRouter API, to automate unit test generation\r\nfor multiple programming languages, namely Python, JavaScript, and Java. The\r\ndevelopment process applies the Extreme Programming (XP) methodology\r\ncombined with a Research and Development (R&D) approach across two\r\ndevelopment iterations.\r\nThe testing results in the second iteration indicate that all functional\r\nrequirements of the system have been successfully fulfilled. The quality evaluation\r\nof the generated unit tests shows line coverage ranging from 85–92% and mutation\r\nscores between 70–86%, indicating that the generated tests are effective in\r\ndetecting faults within the source code. Furthermore, evaluation using BLEU and\r\nROUGE metrics demonstrates a strong structural and semantic alignment between\r\nthe generated unit tests and reference implementations. In terms of performance,\r\nthe system achieves an average unit test generation time of 4–8 seconds, which is\r\nsignificantly faster than manual test creation. Based on these results, this research\r\nconcludes that the Unittest Generator extension effectively improves testing\r\nefficiency, quality, and developer productivity, and serves as a practical solution to\r\nsupport AI adoption in modern software testing workflows."^^ . "2025-12-16" . . . . "UIN SUNAN KALIJAGA YOGYAKARTA"^^ . . . "FAKULTAS SAINS DAN TEKNOLOGI, UIN SUNAN KALIJAGA YOGYAKARTA"^^ . . . . . . . . . "NIM.: 21106050091"^^ . "Fansuri Fadel Fitrah Prakon"^^ . "NIM.: 21106050091 Fansuri Fadel Fitrah Prakon"^^ . . . . . . "RANCANG BANGUN EKSTENSI VISUAL STUDIO CODE (VSCODE) TERINTEGRASI AI UNTUK GENERASI UNIT TEST (Text)"^^ . . . . . "21106050091_BAB-I_IV-atau-V_DAFTAR-PUSTAKA.pdf"^^ . . . "RANCANG BANGUN EKSTENSI VISUAL STUDIO CODE (VSCODE) TERINTEGRASI AI UNTUK GENERASI UNIT TEST (Text)"^^ . . . . . "RANCANG BANGUN EKSTENSI VISUAL STUDIO CODE (VSCODE) TERINTEGRASI AI UNTUK GENERASI UNIT TEST (Other)"^^ . . . . . . "lightbox.jpg"^^ . . . "RANCANG BANGUN EKSTENSI VISUAL STUDIO CODE (VSCODE) TERINTEGRASI AI UNTUK GENERASI UNIT TEST (Other)"^^ . . . . . . "preview.jpg"^^ . . . "RANCANG BANGUN EKSTENSI VISUAL STUDIO CODE (VSCODE) TERINTEGRASI AI UNTUK GENERASI UNIT TEST (Other)"^^ . . . . . . "medium.jpg"^^ . . . "RANCANG BANGUN EKSTENSI VISUAL STUDIO CODE (VSCODE) TERINTEGRASI AI UNTUK GENERASI UNIT TEST (Other)"^^ . . . . . . "small.jpg"^^ . . . "RANCANG BANGUN EKSTENSI VISUAL STUDIO CODE (VSCODE) TERINTEGRASI AI UNTUK GENERASI UNIT TEST (Other)"^^ . . . . . . "RANCANG BANGUN EKSTENSI VISUAL STUDIO CODE (VSCODE) TERINTEGRASI AI UNTUK GENERASI UNIT TEST (Other)"^^ . . . . . . "RANCANG BANGUN EKSTENSI VISUAL STUDIO CODE (VSCODE) TERINTEGRASI AI UNTUK GENERASI UNIT TEST (Other)"^^ . . . . . . "RANCANG BANGUN EKSTENSI VISUAL STUDIO CODE (VSCODE) TERINTEGRASI AI UNTUK GENERASI UNIT TEST (Other)"^^ . . . . . "HTML Summary of #74874 \n\nRANCANG BANGUN EKSTENSI VISUAL STUDIO CODE (VSCODE) TERINTEGRASI AI UNTUK GENERASI UNIT TEST\n\n" . "text/html" . . . "005.12 Software System Analysis and Design/Sistem Analisa dan Desain Perangkat Lunak" . .