Threat Library

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Browse by hub: AI agent threats · Conventional watchlist · OWASP Agentic Top 10

Showing 5 of 45 threats

surveysystematization-of-knowledgesandbox-isolationTOCTOUaccess-controlMCPcoding-agentsCVE-reviewresearch-paperASI05 · Unsafe Code ExecutionSurface: Tool LayerPropagation: None

This is an academic survey (SoK) that reviews and categorizes 39 existing papers on execution-layer security for AI coding agents, rather than describing a novel exploit or active campaign. It highlights systemic weaknesses across the field—such as high denylist bypass rates, unaddressed TOCTOU races, and fragmented treatment of MCP threats—and references four previously disclosed, already-patched CVEs. Severity is low-to-medium as a direct threat signal since no new vulnerability or attack technique is disclosed; its value is as a roadmap of known/likely weak points defenders should prioritize.

CISAKEVLangflowauthorization-bypassagent-frameworkknown-exploitedAI-pipeline-toolASI02 · Tool MisuseSurface: Tool LayerPropagation: Single Hop

CISA added three actively exploited vulnerabilities to its Known Exploited Vulnerabilities catalog, including CVE-2026-55255, an authorization bypass in Langflow, a popular framework for building AI/LLM agent workflows. This is relevant to AI agent security because Langflow is used to construct agentic pipelines, and an authorization bypass could let attackers manipulate or hijack agent flows, credentials, or connected tools. The other two CVEs (JoomShaper and Joomlack) are unrelated CMS plugin vulnerabilities with no agentic relevance.

langgraphlangchainweak-hashcache-keycvelow-severitycwe-328ASI08 · Cascading FailuresSurface: MemoryPropagation: None

A low-severity vulnerability was identified in LangGraph's Task Result Cache where the internal _freeze function uses a weak hash for generating default cache keys. Exploitation requires high attack complexity and remote access, with a CVSS score of 3.1, making practical exploitation difficult. A fix is pending via an open pull request.

benchmarkagent-securitysupply-chainprompt-injectionpersistent-agenttaint-trackingplugin-securityskill-supply-chainresearchASI05 · Unsafe Code ExecutionAML.T0051AML.T0053AML.T0011Surface: Tool LayerPropagation: Single Hop

This is an academic research paper (not an active exploit) introducing SafeClawArena, a benchmark that systematically measures security failures in always-on 'Claw-like' agents such as OpenClaw, which hold persistent credentials, files, and tool access. The findings show alarmingly high attack success rates (up to 70%, and 100% for malicious plugins), indicating that current agent platforms lack the isolation and mediation protections found in traditional OS design. Because this is a controlled research disclosure rather than an in-the-wild attack, severity is rated high (not critical) but warrants urgent defensive attention given the demonstrated real-world exploitability.

ASI05 · Unsafe Code ExecutionSurface: Tool LayerPropagation: NoneMCP

The MCP Inspector developer tool shipped a proxy that lacked authentication, allowing browser-based attackers to reach it from a malicious web page and execute code on the developer's machine. Reported by Oligo Security with a CVSS score of 9.4.