How AI orchestration platforms ship RCE by design

AI orchestration platforms such as NocoBase, Flowise, Langflow, Dify, Activepieces, Kestra, and Apache Airflow have become important components of CI/CD, data, and agentic AI workflows, often receiving access to cloud credentials, production databases, and internal APIs. Although they are commonly deployed as network-accessible containerized services with webhooks, their security assumptions often treat workflow authors as fully trusted users with host-level code-execution privileges. Research auditing these seven platforms across four programming languages identified fourteen issues, including a sandbox escape and intentionally provided command-execution capabilities. The recurring vulnerabilities suggest an architectural problem: tools designed around single-user local development assumptions are being deployed as multi-tenant network services without an updated threat model.

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