Agent
Agents are LLM applications that can take actions — call tools, write files, hit APIs, browse the web, or invoke other agents. That capability shifts the security model fundamentally: a prompt-injection payload in a chat app is annoying, but the same payload in an agent can trigger real actions (send email, transfer funds, push code). Indirect prompt injection is especially dangerous here because agents routinely consume untrusted content (web pages, emails, files) where attacker instructions can hide. The OWASP LLM Top 10 added "Excessive Agency" as LLM08 specifically for this class. AI Threat Alert tracks CVEs in popular agent frameworks (LangGraph, CrewAI, AutoGen, AutoGPT, LangChain agents) and incident reports from AIID for production agent misuse. Defenses: human-in-the-loop for irreversible actions, scoped tool permissions, separate trust boundaries between agent-controlled and user-controlled context, and budget caps on tool invocation.
| Severity | CVE | Headline | Package | CVSS |
|---|---|---|---|---|
| HIGH | CVE-2026-27795 | LangChain: SSRF allows internal network access | 7.4 | |
| CRITICAL | CVE-2026-27966 | langflow: Code Injection enables RCE | langflow | 9.8 |
| HIGH | CVE-2026-25750 | langsmith: security flaw enables exploitation | langsmith | 8.1 |
| CRITICAL | CVE-2026-28451 | OpenClaw: SSRF via Feishu extension exposes internal services | openclaw | 9.3 |
| CRITICAL | CVE-2026-30741 | OpenClaw: RCE via request-side prompt injection | openclaw | 9.8 |
| CRITICAL | CVE-2026-25960 | vllm: SSRF allows internal network access | vllm | 9.8 |
| CRITICAL | CVE-2026-33017 | langflow: Code Injection enables RCE | langflow | 9.8 |
| HIGH | CVE-2026-33053 | langflow: IDOR enables unauthorized data access | langflow | 8.8 |
| MEDIUM | CVE-2026-27167 | gradio: Weak Credentials allow account compromise | gradio | 5.9 |
| HIGH | CVE-2026-30820 | Flowise: header spoof auth bypass exposes admin API & creds | flowise | 8.8 |
| UNKNOWN | CVE-2026-30822 | Flowise: mass assignment allows unauthenticated DB injection | flowise | - |
| UNKNOWN | CVE-2026-30823 | Flowise: IDOR enables account takeover and SSO bypass | flowise | - |
| CRITICAL | CVE-2026-30824 | Flowise: auth bypass exposes NVIDIA NIM container endpoints | flowise | 9.8 |
| HIGH | CVE-2026-31829 | Flowise: SSRF via HTTP Node exposes internal network | flowise-components | 8.8 |
| HIGH | CVE-2026-27905 | bentoml: security flaw enables exploitation | bentoml | 7.8 |
| CRITICAL | CVE-2026-27493 | n8n: Code Injection enables RCE | n8n | 9.0 |
| CRITICAL | CVE-2026-27494 | n8n: security flaw enables exploitation | n8n | 9.9 |
| CRITICAL | CVE-2026-27495 | n8n: Code Injection enables RCE | n8n | 9.9 |
| HIGH | CVE-2026-27497 | n8n: SQL Injection exposes database | n8n | 8.8 |
| HIGH | CVE-2026-27498 | n8n: Code Injection enables RCE | n8n | 8.8 |
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