FuzzingBrain V2: A Multi-Agent LLM System for Automated Vulnerability Discovery and Reproduction

Software vulnerabilities pose critical security threats, with nearly 50,000 CVEs reported in 2025. While Large Language Models LLMs show promise for automated vulnerability detection, three key challenges remain. First, LLM-generated vulnerability reports suffer from high false positive rates and...

ai.driftkit:driftkit-context-engineering-spring-ai-starter (>=0.6.0 <=0.8.7), ai.driftkit:driftkit-context-engineering-spring-boot-starter (>=0.5.0 <=0.8.7) +9600 more potentially affected by CVE-2026-5588 via org.bouncycastle:bcpkix-jdk18on (>=1.71 <=1.83)

org.bouncycastle:bcpkix-jdk18on MAVEN version =1.71, =0.6.0, =0.5.0, =0.7.0, =0.7.0, =0.5.0, =0.8.3, =0.8.3, =0.8.3, =0.5.0, =0.5.0, =3.10.0.5, =0.5.0, =1.2.4, =2023.12.01.210510-f61f157, =2023.12.01.210510-f61f157, =2026.06.09.151811-4851e30 and more Source cves: CVE-2026-5588 Source advisory:...

ai.driftkit:driftkit-context-engineering-spring-ai-starter (>=0.6.0 <=0.8.7), ai.driftkit:driftkit-context-engineering-spring-boot-starter (>=0.5.0 <=0.8.7) +937 more potentially affected by CVE-2026-28208 via com.github.junrar:junrar (>=0.7 <=7.5.7)

com.github.junrar:junrar MAVEN version =0.7, =0.6.0, =0.5.0, =0.7.0, =0.7.0, =0.5.0, =0.8.3, =0.8.3, =0.8.3, =0.5.0, =0.5.0, =1.2.4, =1.2.0, =1.3.1 and more Source cves: CVE-2026-28208 Source advisory: OSV:GHSA-J273-M5QQ-6825...

ai.driftkit:driftkit-context-engineering-spring-ai-starter (>=0.6.0 <=0.8.7), ai.driftkit:driftkit-context-engineering-spring-boot-starter (>=0.5.0 <=0.8.7) +509 more potentially affected by CVE-2026-28208 via com.github.junrar:junrar (>=7.4.0 <=7.5.7)

com.github.junrar:junrar MAVEN version =7.4.0, =0.6.0, =0.5.0, =0.7.0, =0.7.0, =0.5.0, =0.8.3, =0.8.3, =0.8.3, =0.5.0, =0.5.0, =1.2.4, =1.2.0, =25.4.0, =1.0.3.1-JDK21, =1.0.3.2-JDK21 and more Source cves: CVE-2026-28208 Source advisory: SNYK:JAVA-COMGITHUBJUNRAR-15360268...

ai.driftkit:driftkit-context-engineering-spring-ai-starter (>=0.6.0 <=0.8.7), ai.driftkit:driftkit-context-engineering-spring-boot-starter (>=0.5.0 <=0.8.7) +324 more potentially affected by CVE-2025-54988 +1 more via org.apache.tika:tika-parser-pdf-module (>=2.0.0 <=3.2.1)

org.apache.tika:tika-parser-pdf-module MAVEN version =2.0.0, =0.6.0, =0.5.0, =0.7.0, =0.7.0, =0.5.0, =0.8.3, =0.8.3, =0.8.3, =0.5.0, =0.5.0, =1.2.0, =1.0.3.1-JDK21, =1.0.0, =1.0.0, =1.0, =1.4 and more Source cves: CVE-2025-54988, CVE-2025-66516 Source advisory: SNYK:JAVA-ORGAPACHETIKA-12238980...

ai.driftkit:driftkit-context-engineering-spring-ai-starter (>=0.6.0 <=0.8.7), ai.driftkit:driftkit-context-engineering-spring-boot-starter (>=0.5.0 <=0.8.7) +7655 more potentially affected by CVE-2025-8885 via org.bouncycastle:bcprov-jdk18on (>=1.71 <=1.77)

org.bouncycastle:bcprov-jdk18on MAVEN version =1.71, =0.6.0, =0.5.0, =0.7.0, =0.7.0, =0.5.0, =0.8.3, =0.8.3, =0.8.3, =0.5.0, =0.5.0, =1.4.0, =1.2.0, =1.2.0-alpha07, =2023.12.01.210510-f61f157, =2023.12.01.210510-f61f157, =2025.05.12.160240-6152e21 and more Source cves: CVE-2025-8885 Source...

ai.driftkit:driftkit-context-engineering-spring-ai-starter (>=0.6.0 <=0.8.7), ai.driftkit:driftkit-context-engineering-spring-boot-starter (>=0.5.0 <=0.8.7) +7655 more potentially affected by CVE-2024-29857 via org.bouncycastle:bcprov-jdk18on (>=1.71 <=1.77)

org.bouncycastle:bcprov-jdk18on MAVEN version =1.71, =0.6.0, =0.5.0, =0.7.0, =0.7.0, =0.5.0, =0.8.3, =0.8.3, =0.8.3, =0.5.0, =0.5.0, =1.4.0, =1.2.0, =1.2.0-alpha07, =2023.12.01.210510-f61f157, =2023.12.01.210510-f61f157, =2025.05.12.160240-6152e21 and more Source cves: CVE-2024-29857 Source...