Severity by source
AV:N/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H
Network-reachable chatflow with low-complexity prompt injection, but PR:L since instance/chatflow access is needed; code execution yields high C/I/A within the runtime.
Primary rating from GitHub Advisory.
CVSS VectorGitHub Advisory
Lifecycle Timeline
7DescriptionGitHub Advisory
Flowise is a drag & drop user interface to build a customized large language model flow. Prior to 3.1.0, there is a remote code execution vulnerability in AirtableAgent.ts caused by lack of input verification when using Pandas. The user’s input is directly applied to the question parameter within the prompt template and it is reflected to the Python code without any sanitization. This vulnerability is fixed in 3.1.0.
AnalysisAI
Remote code execution in FlowiseAI Flowise before 3.1.0 allows an attacker to abuse the AirtableAgent node, which passes unsanitized user question input into a Python code template executed via Pyodide/Pandas. Because the question is reflected directly into the generated Python without validation, a crafted prompt-injection payload escapes the intended LLM behavior and executes arbitrary Python. SSVC rates technical impact as total with a public proof-of-concept, though EPSS remains low at 0.43% (63rd percentile) and there is no public exploit identified in CISA KEV at time of analysis.
Technical ContextAI
Flowise is a low-code drag-and-drop builder for LLM/agent workflows. The vulnerable component is the AirtableAgent node (packages/components/nodes/agents/AirtableAgent/AirtableAgent.ts), which retrieves Airtable datasets, base64-encodes them, and processes them with Pandas inside a Pyodide (WebAssembly Python) runtime via pyodide.runPythonAsync(). The user's natural-language question is interpolated into a prompt template and ultimately reflected into the executed Python source string without sanitization or parameterization. This is a classic CWE-94 (Improper Control of Generation of Code / code injection) root cause: untrusted input crossing into a dynamically constructed code context. The prompt-injection angle means the LLM can be steered to emit attacker-chosen Python that the runtime then executes.
RemediationAI
Vendor-released patch: upgrade Flowise (and flowise-components) to 3.1.0 or later, which adds input verification for the AirtableAgent Pandas path. Until upgrading, the most effective compensating control is to remove or disable any chatflows using the AirtableAgent node, since that node is the injection sink; the trade-off is loss of Airtable-agent functionality. Additionally restrict who can create/invoke chatflows and reach the instance (enforce authentication and network access controls on the Flowise API/UI), which reduces the PR:L attacker pool but does not fix the underlying code injection. Review the vendor advisory at https://github.com/FlowiseAI/Flowise/security/advisories/GHSA-f228-chmx-v6j6 for exact fixed versions before deploying.
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Same weakness CWE-94 – Code Injection
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External POC / Exploit Code
Leaving vuln.today
EUVD-2026-25278
GHSA-f228-chmx-v6j6