CVE-2026-27482: Ray Denial of Service Vulnerability

MODERATE
Advisory Identifier: GHSA-q5fh-2hc8-f6rq
CVSS 5.9
CWE-306 CWE-396
Published
Advisory Summary

CVE-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

CVE Identifier CVE-2026-27482
GHSA Identifier GHSA-q5fh-2hc8-f6rq
Severity MODERATE
CVSS v3.1 Base Score 5.9
CWE Classification CWE-306: Missing Authentication for Critical Function
Affected Product Ray
Package Ecosystem PyPI
Published Date
Last Updated

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).

Attack Vector Network (AV:N)
Attack Complexity High (AC:H)
Privileges Required None (PR:N)
User Interaction Required (UI:R)
Scope Unchanged (S:U)
Confidentiality None (C:N)
Integrity Low (I:L)
Availability High (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.

ray fixed: 2.54.0
pip install ray>=2.54.0
Verify Direct and Transitive Dependencies

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

### Summary 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 issue DELETE requests that shut down Serve or delete jobs without user interaction. This is a drive-by availability impact. ### Details - 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. - Endpoints lacking browser protection/auth by default: - python/ray/dashboard/modules/serve/serve_head.py: @routes.delete("/api/serve/applications/") calls serve.shutdown(). - python/ray/dashboard/modules/job/job_head.py: @routes.delete("/api/jobs/{job_or_submission_id}"). - 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). - Dashboard token auth is optional and off by default; binding to 0.0.0.0 is common for remote access. ### PoC Prereqs: dashboard reachable (e.g., ray start --head --dashboard-host=0.0.0.0), no token auth. 1. Start Serve (or have jobs present). 2. From any browser-reachable origin (DNS rebinding or same-LAN page), issue a DELETE fetch: ``` fetch("http://<dashboard-host>:8265/api/serve/applications/", { method: "DELETE", headers: { "User-Agent": "Mozilla/5.0" } // browsers set this automatically }); ``` Result: Serve shuts down. 3) Similarly, delete jobs: ` fetch("http://<dashboard-host>:8265/api/jobs/<job_or_submission_id>", { method: "DELETE" });` ` fetch("http://<dashboard-agent>:52365/api/job_agent/jobs/<job_or_submission_id>", { method: "DELETE" });` Browsers will send the Mozilla UA and Origin/Sec-Fetch headers, but DELETE is not blocked by the middleware, so the requests succeed. ### Impact - Availability loss: Serve shutdown; job deletion. Triggerable via drive-by browser requests if the dashboard/agent ports are reachable and auth is disabled (default). - No code execution from this vector, but breaks isolation/trust assumptions for “developer-only” endpoints. ### Fix The fix for this vulnerability is to update to Ray 2.54.0 or higher. Fix PR: https://github.com/ray-project/ray/pull/60526

CVE-2026-27482 Affected Ray Versions

1 component(s)
Fixed Versions:
2.54.0
Product / Package Ecosystem Affected Versions Fixed Version
ray
PyPI
< 2.54.0
2.54.0

References

Frequently Asked Questions

What is CVE-2026-27482?
CVE-2026-27482 is a security vulnerability in Ray involving Ray dashboard DELETE endpoints allow unauthenticated browser-triggered DoS (Serve shutdown / job deletion) under CWE-306: Missing Authentication for Critical Function.
Which Ray versions are affected?
Affected versions include releases prior to 2.54.0 across affected packages: ray.
What version fixes CVE-2026-27482?
Upgrading to 2.54.0 (or the latest patched release for your respective branch) resolves the vulnerability.
Is ray affected?
Yes, ray is affected in releases prior to 2.54.0. Upgrade your dependency to 2.54.0 or later.
What is the CVSS score of CVE-2026-27482?
CVE-2026-27482 has a CVSS v3.1 base score of 5.9 (MODERATE) with vector string CVSS:3.1/AV:N/AC:H/PR:N/UI:R/S:U/C:N/I:L/A:H.
What CWE is associated with CVE-2026-27482?
CVE-2026-27482 is classified under CWE-306: Missing Authentication for Critical Function (The product does not perform any authentication for functionality that requires a provable user identity or consumes a significant amount of resources.).
How can I check PyPI dependencies for CVE-2026-27482?
Run the dependency tree command: 'pip show ray'. This command lists direct and transitive dependencies in your build configuration so you can verify if a vulnerable version is resolved.
Machine-readable OSV JSON OSV v1.5 Schema
Normalized schema output
{
  "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"
  }
}