13296 matches found
Seclens: Role-Specific Evaluation of LLM'S for Security Vulnerablity Detection
Existing benchmarks for LLM-based vulnerability detection compress model performance into a single metric, which fails to reflect the distinct priorities of different stakeholders. For example, a CISO may emphasize high recall of critical vulnerabilities, an engineering leader may prioritize...
Docker Desktop < 4.67.0 SSRF (CVE-2026-33990)
The version of Docker Desktop installed on the remote host is prior to 4.67.0. It is, therefore, affected by a server-side request forgery SSRF vulnerability: - Docker Model Runner contains an SSRF vulnerability in its OCI registry token exchange flow. When pulling a model, Model Runner follows t...
Synthetic Trust Attacks: Modeling How Generative AI Manipulates Human Decisions in Social Engineering Fraud
Imagine receiving a video call from your CFO, surrounded by colleagues, asking you to urgently authorise a confidential transfer. You comply. Every person on that call was fake, and you just lost $25 million. This is not a hypothetical. It happened in Hong Kong in January 2024, and it is becoming...
vLLM 输入验证错误漏洞
vLLM is an open-source LLM-based inference and service engine that features high throughput and efficient memory usage. Versions of vLLM prior to 0.5.5 and 0.18.0 contained a vulnerability related to input validation errors. This vulnerability stemmed from inconsistencies in the audio mono downmi...
AEGIS: Adversarial Entropy-Guided Immune System -- Thermodynamic State Space Models for Zero-Day Network Evasion Detection
As TLS 1.3 encryption limits traditional Deep Packet Inspection DPI, the security community has pivoted to Euclidean Transformer-based classifiers e.g., ET-BERT for encrypted traffic analysis. However, these models remain vulnerable to byte-level adversarial morphing -- recent pre-padding attacks...
MCP Go SDK 安全漏洞
MCP Go SDK is an open-source development toolkit for the Model Context Protocol. Versions of MCP Go SDK prior to 1.4.0 contained security vulnerabilities. These vulnerabilities stemmed from the default lack of DNS rebinding protection, allowing malicious websites to bypass the same-origin policy...
The Quantum-Cryptographic Co-Evolution
As quantum computing matures toward the realization of Cryptographically Relevant Quantum Computers CRQC, global cryptographic infrastructure faces an existential threat. This paper introduces a two-dimensional coordinate system to map the co-evolution of cryptographic resilience x-axis and...
fast-filesystem-mcp 命令注入漏洞
fast-filesystem-mcp is a model context protocol server developed by Efforthye. Versions of fast-filesystem-mcp 3.5.1 and earlier contained a command injection vulnerability. This vulnerability originated from the handleGetDiskUsage function in the file src/index.ts, which allowed command injectio...
PT-2026-29747
Name of the Vulnerable Software and Affected Versions Agno versions prior to 2.3.24 Description An arbitrary code execution issue exists in the model execution component. Attackers can execute arbitrary Python code by manipulating the field type parameter passed to the eval function. By influenci...
agno 安全漏洞
Agno is an open-source full-stack framework developed by Agno for building multi-agent systems with memory, knowledge, and reasoning capabilities. Versions of Agno prior to 2.3.24 contained a security vulnerability, which was caused by improper handling of the fieldtype parameter in the model...
GHSA-W2FM-25VW-VH7F mcp-handler has a tool response leak across concurrent client sessions ('Race Condition')
mcp-handler versions prior to 1.1.0 accepted @modelcontextprotocol/sdk =1.26.0, which contains the fix for CVE-2026-25536. Workarounds - Upgrade @modelcontextprotocol/sdk to =1.26.0 note: the SDK will throw on transport reuse, which will break mcp-handler 1.1.0 which effectively forces the upgrad...
mcp-handler has a tool response leak across concurrent client sessions ('Race Condition')
mcp-handler versions prior to 1.1.0 accepted @modelcontextprotocol/sdk =1.26.0, which contains the fix for CVE-2026-25536. Workarounds - Upgrade @modelcontextprotocol/sdk to =1.26.0 note: the SDK will throw on transport reuse, which will break mcp-handler 1.1.0 which effectively forces the upgrad...
GHSA-324Q-CWX9-7CRR KubeAI: OS Command Injection via Model URL in Ollama Engine startup probe allows arbitrary command execution in model pods
CHAMP: Description Summary The ollamaStartupProbeScript function in internal/modelcontroller/engineollama.go constructs a shell command string using fmt.Sprintf with unsanitized model URL components ref, modelParam. This shell command is executed via bash -c as a Kubernetes startup probe. An...
KubeAI: OS Command Injection via Model URL in Ollama Engine startup probe allows arbitrary command execution in model pods
CHAMP: Description Summary The ollamaStartupProbeScript function in internal/modelcontroller/engineollama.go constructs a shell command string using fmt.Sprintf with unsanitized model URL components ref, modelParam. This shell command is executed via bash -c as a Kubernetes startup probe. An...
GHSA-G4PP-FHGF-8653 CI4MS: Menu Management (Pages) Full Account Takeover for All-Roles & Privilege-Escalation via Stored DOM XSS
Summary Vulnerability: Stored DOM XSS via Pages Added to Menu Persistent Payload Injection - Stored Cross-Site Scripting via Unsafe Rendering of Page Entries in Menu Management Description The application fails to properly sanitize user-controlled input when adding Pages to navigation menus throu...
EUVD-2026-18070
CI4MS: Blogs Tags Full Account Takeover for All-Roles & Privilege-Escalation via Stored DOM XSS...
CVE-2026-34561 CI4MS: System Settings (Social Media Management) Full Platform Compromise & Full Account Takeover for All-Roles & Privilege-Escalation via Stored DOM XSS
CI4MS is a CodeIgniter 4-based CMS skeleton that delivers a production-ready, modular architecture with RBAC authorization and theme support. Prior to version 0.31.0.0, the application fails to properly sanitize user-controlled input within System Settings – Social Media Management. Multiple...
GHSA-P433-9WV8-28XJ ONNX: External Data Symlink Traversal
Summary - Issue: Symlink traversal in external data loading allows reading files outside the model directory. - Affected code: onnx/onnx/checker.cc: resolveexternaldatalocation used via Python onnx.externaldatahelper.loadexternaldataformodel. - Impact: Arbitrary file read confidentiality breach...
ONNX: External Data Symlink Traversal
Summary - Issue: Symlink traversal in external data loading allows reading files outside the model directory. - Affected code: onnx/onnx/checker.cc: resolveexternaldatalocation used via Python onnx.externaldatahelper.loadexternaldataformodel. - Impact: Arbitrary file read confidentiality breach...