CVE-2026-6588
Official description Straight from the sourceThe vendor's or NVD's own wording, published unedited. Authoritative, but often terse — it says what broke, rarely what to do.
NVD · uneditedA weakness has been identified in serge-chat serge up to 1.4TB. The impacted element is the function download_model/delete_model of the file api/src/serge/routers/model.py of the component Model API Endpoint. Executing a manipulation can lead to missing authentication. The attack can be launched remotely. The exploit has been made available to the public and could be used for attacks. The vendor was contacted early about this disclosure but did not respond in any way.
Technical summary Written by usOur analysis, written from the advisory, the CVSS vector and the affected-version data. It adds context the advisory leaves out, and never invents facts that are not in the source.
dbcve analysis · moderate confidenceThe serge-chat application has a missing authentication vulnerability in the Model API Endpoint (api/src/serge/routers/model.py). The download_model and delete_model functions lack proper authentication checks, allowing unauthenticated remote attackers to download or delete ML models stored in the system.
Verify against the referenced sources before acting — the references below are authoritative for this CVE, this summary is not.
CVSS breakdown How the score is builtThe industry scoring standard. It rates how the flaw is reached, what it takes to exploit, and what an attacker gains — the score is derived from those, not the other way round.
From the vector- Attack vector
- Network
- Complexity
- Low
- Privileges
- None
- User interaction
- None
- Scope
- Unchanged
- Confidentiality
- None
- Integrity
- Low
- Availability
- Low
CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:L/A:L
Am I affected? How to checkSteps we derive from the advisory and the affected-version data, so you can decide whether this CVE reaches your setup. They are a guide, not a scan — your own configuration is the authority.
dbcve checksWork through these to decide whether this CVE applies to you.
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Identify if serge-chat is deployedSearch for the serge-chat application in your environment, look for the api/src/serge/routers/model.py file, or check for processes/named containers running serge-chatAffected if The serge-chat application is present in your environment
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Check the installed versionLook for version information in package.json, pyproject.toml, setup.py, or run 'pip show serge-chat' or check the git repository tag if availableAffected if The version cannot be determined or is prior to the patch date for this vulnerability
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Inspect the model.py source codeExamine api/src/serge/routers/model.py and locate the download_model and delete_model function definitions. Check if they have authentication decorators (e.g., @require_auth, Depends(authenticate)) or if authentication is checked within the function bodyAffected if The download_model and delete_model functions lack authentication decorators or authentication logic checks
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Verify API route configurationCheck the router registration in model.py to see how the endpoints are defined (e.g., @router.post/GET). Then examine if the parent router or FastAPI app has authentication middleware applied to these routesAffected if The /model/download and /model/delete endpoints (or similar paths) are not protected by authentication requirements
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Test endpoint accessibilityIf safe to do so in a non-production environment, send an unauthenticated HTTP request to the model download and delete endpoints (typically /api/model/download/{model_name} or /api/model/delete/{model_name}) and observe if the operation succeeds without credentialsAffected if The endpoints return successful responses (200/OK) without providing authentication tokens
Your environment is affected if serge-chat is deployed and the download_model/delete_model functions in api/src/serge/routers/model.py lack authentication checks or are not protected by authentication middleware.
Generated from the published advisory. Verify against your own configuration.
Remediation Closing itWhat it takes to close this. Where a vendor fix exists we point at it; where none exists we say so plainly, and can build one. Effort estimates are scoped from the advisory, not from your codebase.
From vendor dataImplement authentication and authorization checks on the model download and delete API endpoints. Additionally, validate user permissions before allowing model manipulation operations and consider adding audit logging for these sensitive functions.
- Consultation2.0 h
- Implementation4.0 h
- Testing2.0 h
- Review / QA1.0 h
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Free · runs locallyCheck whether your project pulls in CVE-2026-6588 — or any other known-vulnerable package — straight from your lock files. Free and open source; it runs locally and uploads nothing.
References Go to the primary sourcePrimary sources — vendor advisories, patches and trackers. Where our summary and a reference disagree, the reference wins.
Primary sourcesPractitioner notes
ContributedPeer-ranked notes from engineers who’ve handled CVE-2026-6588 in production — separate from our analysis above.
The advisory tells you what broke. It rarely tells you what actually worked. If you’ve dealt with this one, that detail is what the next engineer is searching for.
- The version that genuinely resolved it — not the one the vendor claimed
- A config change or rule that shut the vector down
- A gotcha in the upgrade path that cost you an afternoon
No notes yet
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- Version or environment caveats, and links to real fixes
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