ResearchBenchmarksVulnerability Detection on Aggregated Suite (Pygoat, FLASK, DSVW, VAmPI)Vulnerability Detection on Aggregated Suite (Pygoat, FLASK, DSVW, VAmPI)Follow100PrecisionSonarQube-4235077Dec 23, 2025Evaluation resultsMethodMethodLinksPrecisionRecallSonarQube2025.1210051.4ANOTA+FUZZER2025.12100100ZAP2025.1294.148.6Pysa2025.1292.334.3Semgrep2025.1283.342.9Wapiti2025.124022.9Atheris2025.1200