CVE-2026-27482: Ray Denial of Service Vulnerability
MODERATECVE-2026-27482 is a MODERATE (CVSS 5.9) denial of service vulnerability (CWE-306: Missing Authentication for Critical Function) affecting Ray libraries in the PyPI ecosystem. The issue involves ray dashboard delete endpoints allow unauthenticated browser-triggered dos (serve shutdown / job deletion). Remediation is available by upgrading affected packages to version 2.54.0.
CVE-2026-27482 at a Glance
Security Impact
CVSS: 5.9
The security impact metrics below are parsed directly from the CVSS v3.1 vector string (CVSS:3.1/AV:N/AC:H/PR:N/UI:R/S:U/C:N/I:L/A:H).
How to Fix CVE-2026-27482
To remediate this vulnerability, upgrade all affected Ray dependencies to a patched release. Both direct and transitive dependencies should be checked, as frameworks or security libraries may pull in vulnerable versions transitively.
pip install ray>=2.54.0
Run the following command in your project directory to verify that all resolved dependencies use the patched release:
pip show ray
How to Check if You Are Affected
To determine whether your Python environment is affected by CVE-2026-27482, inspect your installed packages using pip:
pip show ray
Analyze the terminal output to locate any version of Ray in your dependency tree. If any resolved version matches the vulnerable ranges listed in the table below (for example, versions earlier than 2.54.0), your application is affected.
Note: The pip show ray command checks currently installed packages in your active Python environment.
Technical Details
Vulnerability Mechanism & Technical Analysis
This vulnerability is classified under CWE-306: Missing Authentication for Critical Function, where the product does not perform any authentication for functionality that requires a provable user identity or consumes a significant amount of resources. In Ray, software state validation or input boundaries are circumvented during processing. Review the official source advisory statement below for specific affected components, classes, and reproduction details.
Source Advisory Statement
CVE-2026-27482 Affected Ray Versions
1 component(s)| Product / Package | Ecosystem | Affected Versions | Fixed Version |
|---|---|---|---|
|
ray
|
PyPI |
< 2.54.0
|
2.54.0
|
References
Frequently Asked Questions
What is CVE-2026-27482?
Which Ray versions are affected?
What version fixes CVE-2026-27482?
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What CWE is associated with CVE-2026-27482?
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Machine-readable OSV JSON
OSV v1.5 Schema
{
"schema_version" : "1.4.0",
"id" : "GHSA-q5fh-2hc8-f6rq",
"modified" : "2026-02-23T22:30:32Z",
"published" : "2026-02-20T21:15:25Z",
"aliases" : [ "CVE-2026-27482" ],
"summary" : "Ray dashboard DELETE endpoints allow unauthenticated browser-triggered DoS (Serve shutdown / job deletion)",
"details" : "### Summary\n\n Ray’s dashboard HTTP server blocks browser-origin POST/PUT but does not cover DELETE, and key DELETE endpoints are unauthenticated by default. If the dashboard/agent is reachable (e.g., --dashboard-host=0.0.0.0), a web page via DNS rebinding or same-network access can\n issue DELETE requests that shut down Serve or delete jobs without user interaction. This is a drive-by availability impact.\n\n ### Details\n\n - Middleware: python/ray/dashboard/http_server_head.py#get_browsers_no_post_put_middleware only checks POST/PUT via is_browser_request (UA/Origin/Sec-Fetch heuristics). DELETE is not gated.\n - Endpoints lacking browser protection/auth by default:\n - python/ray/dashboard/modules/serve/serve_head.py: @routes.delete(\"/api/serve/applications/\") calls serve.shutdown().\n - python/ray/dashboard/modules/job/job_head.py: @routes.delete(\"/api/jobs/{job_or_submission_id}\").\n - python/ray/dashboard/modules/job/job_agent.py: @routes.delete(\"/api/job_agent/jobs/{job_or_submission_id}\") (not wrapped with deny_browser_requests either).\n - Dashboard token auth is optional and off by default; binding to 0.0.0.0 is common for remote access.\n\n ### PoC\n\n Prereqs: dashboard reachable (e.g., ray start --head --dashboard-host=0.0.0.0), no token auth.\n\n 1. Start Serve (or have jobs present).\n 2. From any browser-reachable origin (DNS rebinding or same-LAN page), issue a DELETE fetch:\n\n``` \nfetch(\"http://<dashboard-host>:8265/api/serve/applications/\", {\n method: \"DELETE\",\n headers: { \"User-Agent\": \"Mozilla/5.0\" } // browsers set this automatically\n });\n```\n\n Result: Serve shuts down.\n 3) Similarly, delete jobs:\n\n ` fetch(\"http://<dashboard-host>:8265/api/jobs/<job_or_submission_id>\", { method: \"DELETE\" });`\n ` fetch(\"http://<dashboard-agent>:52365/api/job_agent/jobs/<job_or_submission_id>\", { method: \"DELETE\" });`\n\n Browsers will send the Mozilla UA and Origin/Sec-Fetch headers, but DELETE is not blocked by the middleware, so the requests succeed.\n\n ### Impact\n\n - Availability loss: Serve shutdown; job deletion. Triggerable via drive-by browser requests if the dashboard/agent ports are reachable and auth is disabled (default).\n - No code execution from this vector, but breaks isolation/trust assumptions for “developer-only” endpoints.\n \n### Fix\nThe fix for this vulnerability is to update to Ray 2.54.0 or higher. \n\nFix PR: https://github.com/ray-project/ray/pull/60526",
"severity" : [ {
"type" : "CVSS_V3",
"score" : "CVSS:3.1/AV:N/AC:H/PR:N/UI:R/S:U/C:N/I:L/A:H"
} ],
"affected" : [ {
"package" : {
"ecosystem" : "PyPI",
"name" : "ray"
},
"ranges" : [ {
"type" : "ECOSYSTEM",
"events" : [ {
"introduced" : "0"
}, {
"fixed" : "2.54.0"
} ]
} ]
} ],
"references" : [ {
"type" : "WEB",
"url" : "https://github.com/ray-project/ray/security/advisories/GHSA-q5fh-2hc8-f6rq"
}, {
"type" : "ADVISORY",
"url" : "https://nvd.nist.gov/vuln/detail/CVE-2026-27482"
}, {
"type" : "WEB",
"url" : "https://github.com/ray-project/ray/pull/60526"
}, {
"type" : "WEB",
"url" : "https://github.com/ray-project/ray/commit/0fda8b824cdc9dc6edd763bb28dfd7d1cc9b02a4"
}, {
"type" : "PACKAGE",
"url" : "https://github.com/ray-project/ray"
}, {
"type" : "WEB",
"url" : "https://github.com/ray-project/ray/releases/tag/ray-2.54.0"
} ],
"database_specific" : {
"cwe_ids" : [ "CWE-306", "CWE-396" ],
"severity" : "MODERATE",
"github_reviewed" : true,
"github_reviewed_at" : "2026-02-20T21:15:25Z",
"nvd_published_at" : "2026-02-21T10:16:12Z"
}
}