Security Digest · Vulnerability record · Known exploited
CVE-2025-62593: Ray-Project Ray Code Injection Vulnerability
Exploited in the wild (CISA KEV). Ray is an AI compute engine.
CISA KEV · added 2026-08-17 CVSS 9.4 Critical EPSS 62.5% · p99 Patch this week
Should you act?
Exploited: patch now if you run it
CISA has confirmed exploitation in the wild. This signal is computed from CISA KEV, EPSS and CVSS data; it is not an editorial verdict.
- Yes, if you run Ray-Project Ray. CISA added this CVE to its Known Exploited Vulnerabilities catalog on 2026-08-17, which means there is reliable evidence of exploitation in the wild. US federal agencies must remediate by 2026-08-20; treat that as the outer limit, not the target.
- EPSS 62.5%, percentile 99: FIRST’s model estimates a 62.5% chance of exploitation activity in the next 30 days, higher than 99% of all scored CVEs (very high). EPSS is a probability, not a verdict.
- Only applies if your dependency tree includes
ray(PyPI) < 2.52.0, fixed in 2.52.0. Check your lockfile, including transitive dependencies. - Editorial verdict: Patch this week. Ray CVE-2025-62593: Browser-Driven RCE Against Ray Devs — Upgrade Ray to 2.52.0 or later on developer machines and internal clusters this week; the attack needs a Firefox or Safari user to load a hostile page while a pre-2.52 dashboard is running, and the public evidence of real-world use is thin.
What it is
Ray is an AI compute engine. Prior to version 2.52.0, developers working with Ray as a development tool can be exploited via a critical RCE vulnerability exploitable via Firefox and Safari. This vulnerability is due to an insufficient guard against browser-based attacks, as the current defense uses the User-Agent header starting with the string "Mozilla" as a defense mechanism. This defense is insufficient as the fetch specification allows the User-Agent header to be modified. Combined with a DNS rebinding attack against the browser, and this vulnerability is exploitable against a developer running Ray who inadvertently visits a malicious website, or is served a malicious advertisement (malvertising). This issue has been patched in version 2.52.0.
From the GitHub advisory
Summary
Developers working with Ray as a development tool can be exploited via a critical RCE vulnerability exploitable via Firefox and Safari.
Due to the longstanding decision by the Ray Development team to not implement any sort of authentication on critical endpoints, like the /api/jobs & /api/jobagent/jobs/ has once again led to a severe vulnerability that allows attackers to execute arbitrary code against Ray. This time in a development context via the browsers Firefox and Safari.
This vulnerability is due to an insufficient guard against browser-based attacks, as the current defense uses the User-Agent header starting with the string "Mozilla" as a defense mechanism. This defense is insufficient as the fetch specification allows the User-Agent header to be modified.
Combined with a DNS rebinding attack against the browser, and this vulnerability is exploitable against a developer running Ray who inadvertently visits a malicious website, or is served a malicious advertisement (malvertising).
CISA’s summary
Ray-Project Ray contains a code injection vulnerability that could allow remote code execution. Developers using Ray as a development tool may be exposed to this vulnerability exploitable through Firefox and Safari.
Weakness type: CWE-94, CWE-352.
Product: Ray-Project Ray · Assigned by: GitHub_M · Published: 2025-11-26
Affected and fixed versions
| Ecosystem | Package | Vulnerable | First fixed |
|---|---|---|---|
| PyPI | ray | < 2.52.0 | 2.52.0 |
| Vendor | Product | Affected versions (per CVE record) |
|---|---|---|
| ray-project | ray | < 2.52.0 |
Severity scores
| Scored by | CVSS | Score | Vector |
|---|---|---|---|
| GitHub_M | 4.0 | 9.4 Critical | CVSS:4.0/AV:N/AC:L/AT:N/PR:N/UI:P/VC:H/VI:H/VA:H/SC:H/SI:H/SA:H |
| GitHub | 4.0 | 9.4 | CVSS:4.0/AV:N/AC:L/AT:N/PR:N/UI:P/VC:H/VI:H/VA:H/SC:H/SI:H/SA:H |
- Attack vector: network (remotely reachable)
- Attack complexity: low
- Attack requirements: none
- Privileges required: none (no login)
- User interaction: passive
CVSS measures how bad a flaw is if exploited, not how likely exploitation is. Read it next to the exploitation data below.
Exploitation and urgency
- CISA KEV: added 2026-08-17; federal due date 2026-08-20. Known ransomware use: Unknown.
- CISA required action: Apply mitigations in accordance with vendor instructions, ensuring compliance with CISA’s BOD 26-04 Prioritizing Security Updates Based on Risk (see URL in Notes) guidance and CISA’s “Forensics Triage Requirements” (see URL in Notes). Follow applicable BOD 26-04 guidance for cloud services or discontinue use of the product if mitigations are unavailable. Stakeholders are responsible for evaluating each asset's internet exposure and ensuring adherence to BOD 26-04 patching guidelines.
- CISA SSVC assessment: exploitation active, automatable yes, technical impact total.
- FIRST EPSS (model of 2026-10-21): 62.46% probability of exploitation activity in the next 30 days; percentile 99.
Timeline
- — CVE record published by GitHub_M
- — GitHub-reviewed advisory GHSA-q279-jhrf-cc6v published (critical)
- — erroneo.us brief: Ray CVE-2025-62593: Browser-Driven RCE Against Ray Devs
- — Added to CISA’s Known Exploited Vulnerabilities catalog
- — CISA remediation deadline for US federal agencies
- — CVE record last updated
Sources and references
Original sources first. Version and fix details should always be confirmed against the vendor or project advisory.
Vendor and project advisories, patches
- Listed in CISA KEV notes (github.com) github.com
- Listed in CISA KEV notes (github.com) github.com
Vulnerability records
- GitHub Advisory GHSA-q279-jhrf-cc6v github.com
- CVE.org record CVE-2025-62593 cve.org
- NVD entry CVE-2025-62593 nvd.nist.gov
Government
- CISA Known Exploited Vulnerabilities catalog entry cisa.gov
- Listed in CISA KEV notes (cisa.gov) cisa.gov
- Listed in CISA KEV notes (cisa.gov) cisa.gov
Other references from the CVE record and advisory
- bitsight.com bitsight.com
- github.com github.com
- docs.ray.io docs.ray.io
- en.wikipedia.org en.wikipedia.org
- github.com github.com
- github.com github.com
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