GCD AI RADAR
incidents/AIR-2026-0898

Flowise Unauthenticated TTS Credential Abuse

Attack on AI2 Disclosed vulnerabilityInfrastructure vulnerability

An unauthenticated endpoint in Flowise allows attackers to abuse private chatflow text-to-speech API keys without authorization. This vulnerability can result in unauthorized API usage and financial costs for account owners.

disclosed CVENo confirmed exploitation, so this record is tracked as a disclosed vulnerability and not counted as an incident. It moves into the counts if CISA or the vendor confirms exploitation. Why

Details

type
Attack on AI
An AI model, agent or AI-powered product was the thing exploited, abused or leaked.
categories
  • Infrastructure vulnerability
    CVEs and advisories in AI frameworks, inference servers, MCP servers, AI developer tools and hosting stacks.
owasp llm top 10
mitre atlas
no technique for these categories
Both rows are derived from the type and categories (OWASP 2025 edition, ATLAS release 2026.09), not classified per record. How
severity
2 · Disclosed vulnerability
CVE or vendor advisory, patched or patchable, no confirmed exploitation.
targets
Framework / tooling
products
Flowise
incident date
4 Aug 2026
first reported
4 Aug 2026
origin
GitHub Advisory Database
Vulnerability record from NVD / the GitHub Advisory Database. This product uses the NVD API but is not endorsed or certified by the NVD.
classifier confidence
0.95 · published at or above 0.80; see the methodology
tags
ghsa-8gj2-2cvc-6xx7 · credential-abuse · flowise
record
created 2026-10-18 07:00Z · updated 2026-10-18 10:14Z · json

Sources · 1

  1. 2026-08-04
    GHSA-8gj2-2cvc-6xx7: Flowise: Unauthenticated Credential Abuse via Text-to-Speech Endpoint Allows Unauthorized Use of Private Chatflow TTS Credentials
    GitHub Advisory Database · github.com/advisories/GHSA-8gj2-2cvc-6xx7

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