Lookup for vulnerable packages by Package URL.

Purlpkg:pypi/ray@2.49.2
Typepypi
Namespace
Nameray
Version2.49.2
Qualifiers
Subpath
Is_vulnerabletrue
Next_non_vulnerable_version2.55.0
Latest_non_vulnerable_version2.55.0
Affected_by_vulnerabilities
0
url VCID-25r5-wdzx-cqhu
vulnerability_id VCID-25r5-wdzx-cqhu
summary
Ray dashboard DELETE endpoints allow unauthenticated browser-triggered DoS (Serve shutdown / job deletion)
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.
references
0
reference_url https://api.first.org/data/v1/epss?cve=CVE-2026-27482
reference_id
reference_type
scores
0
value 0.00061
scoring_system epss
scoring_elements 0.19216
published_at 2026-06-05T12:55:00Z
1
value 0.00061
scoring_system epss
scoring_elements 0.19098
published_at 2026-06-08T12:55:00Z
2
value 0.00061
scoring_system epss
scoring_elements 0.19171
published_at 2026-06-07T12:55:00Z
3
value 0.00061
scoring_system epss
scoring_elements 0.19214
published_at 2026-06-06T12:55:00Z
url https://api.first.org/data/v1/epss?cve=CVE-2026-27482
1
reference_url https://github.com/ray-project/ray
reference_id
reference_type
scores
0
value 5.9
scoring_system cvssv3.1
scoring_elements CVSS:3.1/AV:N/AC:H/PR:N/UI:R/S:U/C:N/I:L/A:H
1
value MODERATE
scoring_system generic_textual
scoring_elements
url https://github.com/ray-project/ray
2
reference_url https://github.com/ray-project/ray/commit/0fda8b824cdc9dc6edd763bb28dfd7d1cc9b02a4
reference_id
reference_type
scores
0
value 5.9
scoring_system cvssv3.1
scoring_elements CVSS:3.1/AV:N/AC:H/PR:N/UI:R/S:U/C:N/I:L/A:H
1
value MODERATE
scoring_system generic_textual
scoring_elements
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value Track
scoring_system ssvc
scoring_elements SSVCv2/E:P/A:N/T:P/P:M/B:A/M:M/D:T/2026-02-24T18:51:47Z/
url https://github.com/ray-project/ray/commit/0fda8b824cdc9dc6edd763bb28dfd7d1cc9b02a4
3
reference_url https://github.com/ray-project/ray/pull/60526
reference_id
reference_type
scores
0
value 5.9
scoring_system cvssv3.1
scoring_elements CVSS:3.1/AV:N/AC:H/PR:N/UI:R/S:U/C:N/I:L/A:H
1
value MODERATE
scoring_system generic_textual
scoring_elements
2
value Track
scoring_system ssvc
scoring_elements SSVCv2/E:P/A:N/T:P/P:M/B:A/M:M/D:T/2026-02-24T18:51:47Z/
url https://github.com/ray-project/ray/pull/60526
4
reference_url https://github.com/ray-project/ray/releases/tag/ray-2.54.0
reference_id
reference_type
scores
0
value 5.9
scoring_system cvssv3.1
scoring_elements CVSS:3.1/AV:N/AC:H/PR:N/UI:R/S:U/C:N/I:L/A:H
1
value MODERATE
scoring_system generic_textual
scoring_elements
2
value Track
scoring_system ssvc
scoring_elements SSVCv2/E:P/A:N/T:P/P:M/B:A/M:M/D:T/2026-02-24T18:51:47Z/
url https://github.com/ray-project/ray/releases/tag/ray-2.54.0
5
reference_url https://nvd.nist.gov/vuln/detail/CVE-2026-27482
reference_id CVE-2026-27482
reference_type
scores
0
value 5.9
scoring_system cvssv3.1
scoring_elements CVSS:3.1/AV:N/AC:H/PR:N/UI:R/S:U/C:N/I:L/A:H
1
value MODERATE
scoring_system generic_textual
scoring_elements
url https://nvd.nist.gov/vuln/detail/CVE-2026-27482
6
reference_url https://github.com/advisories/GHSA-q5fh-2hc8-f6rq
reference_id GHSA-q5fh-2hc8-f6rq
reference_type
scores
0
value MODERATE
scoring_system cvssv3.1_qr
scoring_elements
url https://github.com/advisories/GHSA-q5fh-2hc8-f6rq
7
reference_url https://github.com/ray-project/ray/security/advisories/GHSA-q5fh-2hc8-f6rq
reference_id GHSA-q5fh-2hc8-f6rq
reference_type
scores
0
value 5.9
scoring_system cvssv3.1
scoring_elements CVSS:3.1/AV:N/AC:H/PR:N/UI:R/S:U/C:N/I:L/A:H
1
value MODERATE
scoring_system cvssv3.1_qr
scoring_elements
2
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scoring_system generic_textual
scoring_elements
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value Track
scoring_system ssvc
scoring_elements SSVCv2/E:P/A:N/T:P/P:M/B:A/M:M/D:T/2026-02-24T18:51:47Z/
url https://github.com/ray-project/ray/security/advisories/GHSA-q5fh-2hc8-f6rq
fixed_packages
0
url pkg:pypi/ray@2.54.0
purl pkg:pypi/ray@2.54.0
is_vulnerable true
affected_by_vulnerabilities
0
vulnerability VCID-e8qj-xgec-nfb2
resource_url http://public2.vulnerablecode.io/packages/pkg:pypi/ray@2.54.0
aliases CVE-2026-27482, GHSA-q5fh-2hc8-f6rq
risk_score 3.1
exploitability 0.5
weighted_severity 6.2
resource_url http://public2.vulnerablecode.io/vulnerabilities/VCID-25r5-wdzx-cqhu
1
url VCID-c8b7-h6ah-v7au
vulnerability_id VCID-c8b7-h6ah-v7au
summary
Ray is vulnerable to Critical RCE via Safari & Firefox Browsers through DNS Rebinding Attack
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](https://docs.ray.io/en/releases-2.51.1/ray-security/index.html) by the Ray Development team to not implement any sort of authentication on critical endpoints, like the `/api/jobs` & `/api/job_agent/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](https://en.wikipedia.org/wiki/Malvertising)).
references
0
reference_url https://access.redhat.com/hydra/rest/securitydata/cve/CVE-2025-62593.json
reference_id
reference_type
scores
0
value 8.8
scoring_system cvssv3
scoring_elements CVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:U/C:H/I:H/A:H
url https://access.redhat.com/hydra/rest/securitydata/cve/CVE-2025-62593.json
1
reference_url https://api.first.org/data/v1/epss?cve=CVE-2025-62593
reference_id
reference_type
scores
0
value 0.00014
scoring_system epss
scoring_elements 0.02497
published_at 2026-06-08T12:55:00Z
1
value 0.00014
scoring_system epss
scoring_elements 0.02566
published_at 2026-06-05T12:55:00Z
2
value 0.00014
scoring_system epss
scoring_elements 0.02568
published_at 2026-06-06T12:55:00Z
3
value 0.00014
scoring_system epss
scoring_elements 0.02512
published_at 2026-06-07T12:55:00Z
url https://api.first.org/data/v1/epss?cve=CVE-2025-62593
2
reference_url https://docs.ray.io/en/releases-2.51.1/ray-security/index.html
reference_id
reference_type
scores
0
value 9.4
scoring_system cvssv4
scoring_elements 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
1
value CRITICAL
scoring_system generic_textual
scoring_elements
url https://docs.ray.io/en/releases-2.51.1/ray-security/index.html
3
reference_url https://en.wikipedia.org/wiki/Malvertising
reference_id
reference_type
scores
0
value 9.4
scoring_system cvssv4
scoring_elements 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
1
value CRITICAL
scoring_system generic_textual
scoring_elements
url https://en.wikipedia.org/wiki/Malvertising
4
reference_url https://github.com/nccgroup/singularity/pull/68
reference_id
reference_type
scores
0
value 9.4
scoring_system cvssv4
scoring_elements 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
1
value CRITICAL
scoring_system generic_textual
scoring_elements
url https://github.com/nccgroup/singularity/pull/68
5
reference_url https://github.com/ray-project/ray
reference_id
reference_type
scores
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value 9.4
scoring_system cvssv4
scoring_elements 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
1
value CRITICAL
scoring_system generic_textual
scoring_elements
url https://github.com/ray-project/ray
6
reference_url https://github.com/ray-project/ray/blob/e7889ae542bf0188610bc8b06d274cbf53790cbd/python/ray/dashboard/http_server_head.py#L184-L196
reference_id
reference_type
scores
0
value 9.4
scoring_system cvssv4
scoring_elements 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
1
value CRITICAL
scoring_system generic_textual
scoring_elements
url https://github.com/ray-project/ray/blob/e7889ae542bf0188610bc8b06d274cbf53790cbd/python/ray/dashboard/http_server_head.py#L184-L196
7
reference_url https://github.com/ray-project/ray/blob/f39a860436dca3ed5b9dfae84bd867ac10c84dc6/python/ray/dashboard/optional_utils.py#L129-L155
reference_id
reference_type
scores
0
value 9.4
scoring_system cvssv4
scoring_elements 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
1
value CRITICAL
scoring_system generic_textual
scoring_elements
url https://github.com/ray-project/ray/blob/f39a860436dca3ed5b9dfae84bd867ac10c84dc6/python/ray/dashboard/optional_utils.py#L129-L155
8
reference_url https://github.com/ray-project/ray/commit/70e7c72780bdec075dba6cad1afe0832772bfe09
reference_id
reference_type
scores
0
value 9.4
scoring_system cvssv4
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1
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scoring_system generic_textual
scoring_elements
2
value Track*
scoring_system ssvc
scoring_elements SSVCv2/E:P/A:N/T:T/P:M/B:A/M:M/D:R/2025-11-28T18:21:16Z/
url https://github.com/ray-project/ray/commit/70e7c72780bdec075dba6cad1afe0832772bfe09
9
reference_url https://bugzilla.redhat.com/show_bug.cgi?id=2417394
reference_id 2417394
reference_type
scores
url https://bugzilla.redhat.com/show_bug.cgi?id=2417394
10
reference_url https://nvd.nist.gov/vuln/detail/CVE-2025-62593
reference_id CVE-2025-62593
reference_type
scores
0
value 9.4
scoring_system cvssv4
scoring_elements 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
1
value CRITICAL
scoring_system generic_textual
scoring_elements
url https://nvd.nist.gov/vuln/detail/CVE-2025-62593
11
reference_url https://github.com/advisories/GHSA-q279-jhrf-cc6v
reference_id GHSA-q279-jhrf-cc6v
reference_type
scores
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scoring_system cvssv3.1_qr
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url https://github.com/advisories/GHSA-q279-jhrf-cc6v
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reference_url https://github.com/ray-project/ray/security/advisories/GHSA-q279-jhrf-cc6v
reference_id GHSA-q279-jhrf-cc6v
reference_type
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scoring_system cvssv3.1_qr
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scoring_elements SSVCv2/E:P/A:N/T:T/P:M/B:A/M:M/D:R/2025-11-28T18:21:16Z/
url https://github.com/ray-project/ray/security/advisories/GHSA-q279-jhrf-cc6v
13
reference_url https://access.redhat.com/errata/RHSA-2025:23078
reference_id RHSA-2025:23078
reference_type
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url https://access.redhat.com/errata/RHSA-2025:23078
14
reference_url https://access.redhat.com/errata/RHSA-2025:23079
reference_id RHSA-2025:23079
reference_type
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url https://access.redhat.com/errata/RHSA-2025:23079
15
reference_url https://access.redhat.com/errata/RHSA-2025:23080
reference_id RHSA-2025:23080
reference_type
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16
reference_url https://access.redhat.com/errata/RHSA-2025:23204
reference_id RHSA-2025:23204
reference_type
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url https://access.redhat.com/errata/RHSA-2025:23204
17
reference_url https://access.redhat.com/errata/RHSA-2025:23531
reference_id RHSA-2025:23531
reference_type
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url https://access.redhat.com/errata/RHSA-2025:23531
18
reference_url https://access.redhat.com/errata/RHSA-2026:3461
reference_id RHSA-2026:3461
reference_type
scores
url https://access.redhat.com/errata/RHSA-2026:3461
19
reference_url https://access.redhat.com/errata/RHSA-2026:3462
reference_id RHSA-2026:3462
reference_type
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url https://access.redhat.com/errata/RHSA-2026:3462
20
reference_url https://access.redhat.com/errata/RHSA-2026:3713
reference_id RHSA-2026:3713
reference_type
scores
url https://access.redhat.com/errata/RHSA-2026:3713
fixed_packages
0
url pkg:pypi/ray@2.52.0
purl pkg:pypi/ray@2.52.0
is_vulnerable true
affected_by_vulnerabilities
0
vulnerability VCID-25r5-wdzx-cqhu
1
vulnerability VCID-e8qj-xgec-nfb2
2
vulnerability VCID-kd8z-ysxx-d3gd
resource_url http://public2.vulnerablecode.io/packages/pkg:pypi/ray@2.52.0
aliases CVE-2025-62593, GHSA-q279-jhrf-cc6v
risk_score 4.5
exploitability 0.5
weighted_severity 9.0
resource_url http://public2.vulnerablecode.io/vulnerabilities/VCID-c8b7-h6ah-v7au
2
url VCID-e8qj-xgec-nfb2
vulnerability_id VCID-e8qj-xgec-nfb2
summary
Ray: Remote Code Execution via Parquet Arrow Extension Type Deserialization
Ray Data registers custom Arrow extension types (`ray.data.arrow_tensor`, `ray.data.arrow_tensor_v2`, `ray.data.arrow_variable_shaped_tensor`) globally in PyArrow. When PyArrow reads a Parquet file containing one of these extension types, it calls `__arrow_ext_deserialize__` on the field's metadata bytes. Ray's implementation passes these bytes directly to `cloudpickle.loads()`, achieving arbitrary code execution during schema parsing, before any row data is read.

In May 2024, Ray fixed a related vulnerability in `PyExtensionType`-based extension types ([issue #41314](https://github.com/ray-project/ray/issues/41314), [PR #45084](https://github.com/ray-project/ray/pull/45084)). In July 2025, [PR #54831](https://github.com/ray-project/ray/pull/54831) introduced `cloudpickle.loads()` into the replacement extension types' deserialization path, reintroducing the same class of vulnerability.

## Impact

- **Affected versions**: Ray 2.49.0 through 2.54.0 (latest release as of March 2026). The vulnerable `_deserialize_with_fallback` function with `cloudpickle.loads()` was introduced in commit `f6d21db1a4` ([PR #54831](https://github.com/ray-project/ray/pull/54831), July 2025), first released in Ray 2.49.0.
- **Affected configurations**: Any process that uses Ray Data and reads Parquet files. The extension types are registered globally in PyArrow, so all Parquet reads in the process are affected, including `ray.data.read_parquet()`, `pyarrow.parquet.read_table()`, `pandas.read_parquet()`, etc.
- **Attacker prerequisites**: The attacker must place a crafted Parquet file where a Ray Data pipeline reads it. No authentication or cluster access is required. The Parquet file must contain a column with a `ray.data.arrow_tensor` (or v2, or variable-shaped) extension type name, which makes this a targeted attack against Ray Data users.
references
0
reference_url https://api.first.org/data/v1/epss?cve=CVE-2026-41486
reference_id
reference_type
scores
0
value 0.00041
scoring_system epss
scoring_elements 0.12869
published_at 2026-06-05T12:55:00Z
1
value 0.00041
scoring_system epss
scoring_elements 0.12751
published_at 2026-06-08T12:55:00Z
2
value 0.00041
scoring_system epss
scoring_elements 0.12836
published_at 2026-06-07T12:55:00Z
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scoring_system epss
scoring_elements 0.12875
published_at 2026-06-06T12:55:00Z
url https://api.first.org/data/v1/epss?cve=CVE-2026-41486
1
reference_url https://github.com/ray-project/ray
reference_id
reference_type
scores
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value 8.9
scoring_system cvssv4
scoring_elements CVSS:4.0/AV:N/AC:L/AT:P/PR:N/UI:A/VC:H/VI:H/VA:H/SC:H/SI:H/SA:H
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scoring_system generic_textual
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url https://github.com/ray-project/ray
2
reference_url https://github.com/ray-project/ray/commit/c02bd31ae31996805868baa446a131a8d304525f
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scoring_system generic_textual
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scoring_elements SSVCv2/E:N/A:Y/T:T/P:M/B:A/M:M/D:T/2026-05-12T02:07:47Z/
url https://github.com/ray-project/ray/commit/c02bd31ae31996805868baa446a131a8d304525f
3
reference_url https://github.com/ray-project/ray/pull/54831
reference_id
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scoring_system cvssv4
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value HIGH
scoring_system generic_textual
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url https://github.com/ray-project/ray/pull/54831
4
reference_url https://github.com/ray-project/ray/pull/62056
reference_id
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scores
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value 8.9
scoring_system cvssv4
scoring_elements CVSS:4.0/AV:N/AC:L/AT:P/PR:N/UI:A/VC:H/VI:H/VA:H/SC:H/SI:H/SA:H
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scoring_system generic_textual
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scoring_elements SSVCv2/E:N/A:Y/T:T/P:M/B:A/M:M/D:T/2026-05-12T02:07:47Z/
url https://github.com/ray-project/ray/pull/62056
5
reference_url https://github.com/ray-project/ray/releases/tag/ray-2.55.0
reference_id
reference_type
scores
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value 8.9
scoring_system cvssv4
scoring_elements CVSS:4.0/AV:N/AC:L/AT:P/PR:N/UI:A/VC:H/VI:H/VA:H/SC:H/SI:H/SA:H
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value HIGH
scoring_system generic_textual
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url https://github.com/ray-project/ray/releases/tag/ray-2.55.0
6
reference_url https://github.com/ray-project/ray/security/advisories/GHSA-mw35-8rx3-xf9r
reference_id
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scores
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scoring_system cvssv3.1_qr
scoring_elements
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scoring_system cvssv4
scoring_elements CVSS:4.0/AV:N/AC:L/AT:P/PR:N/UI:A/VC:H/VI:H/VA:H/SC:H/SI:H/SA:H
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value HIGH
scoring_system generic_textual
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url https://github.com/ray-project/ray/security/advisories/GHSA-mw35-8rx3-xf9r
7
reference_url https://nvd.nist.gov/vuln/detail/CVE-2026-41486
reference_id
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scores
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scoring_system cvssv4
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scoring_system generic_textual
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8
reference_url https://github.com/advisories/GHSA-mw35-8rx3-xf9r
reference_id GHSA-mw35-8rx3-xf9r
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url https://github.com/advisories/GHSA-mw35-8rx3-xf9r
fixed_packages
0
url pkg:pypi/ray@2.55.0
purl pkg:pypi/ray@2.55.0
is_vulnerable false
affected_by_vulnerabilities
resource_url http://public2.vulnerablecode.io/packages/pkg:pypi/ray@2.55.0
aliases CVE-2026-41486, GHSA-mw35-8rx3-xf9r
risk_score 4.0
exploitability 0.5
weighted_severity 8.0
resource_url http://public2.vulnerablecode.io/vulnerabilities/VCID-e8qj-xgec-nfb2
3
url VCID-kd8z-ysxx-d3gd
vulnerability_id VCID-kd8z-ysxx-d3gd
summary
Ray's New Token Authentication is Disabled By Default
Anyscale Ray 2.52.0 contains an insecure default configuration in which token-based authentication for Ray management interfaces (including the dashboard and Jobs API) is disabled unless explicitly enabled by setting RAY_AUTH_MODE=token. In the default unauthenticated state, a remote attacker with network access to these interfaces can submit jobs and execute arbitrary code on the Ray cluster. NOTE: The vendor plans to enable token authentication by default in a future release. They recommend enabling token authentication to protect your cluster from unauthorized access.
references
0
reference_url https://docs.ray.io/en/latest/ray-security/token-auth.html
reference_id
reference_type
scores
0
value 9.3
scoring_system cvssv4
scoring_elements CVSS:4.0/AV:N/AC:L/AT:N/PR:N/UI:N/VC:H/VI:H/VA:H/SC:N/SI:N/SA:N
1
value CRITICAL
scoring_system generic_textual
scoring_elements
url https://docs.ray.io/en/latest/ray-security/token-auth.html
1
reference_url https://github.com/ray-project/ray
reference_id
reference_type
scores
0
value 9.3
scoring_system cvssv4
scoring_elements CVSS:4.0/AV:N/AC:L/AT:N/PR:N/UI:N/VC:H/VI:H/VA:H/SC:N/SI:N/SA:N
1
value CRITICAL
scoring_system generic_textual
scoring_elements
url https://github.com/ray-project/ray
2
reference_url https://github.com/ray-project/ray/releases/tag/ray-2.52.0
reference_id
reference_type
scores
0
value 9.3
scoring_system cvssv4
scoring_elements CVSS:4.0/AV:N/AC:L/AT:N/PR:N/UI:N/VC:H/VI:H/VA:H/SC:N/SI:N/SA:N
1
value CRITICAL
scoring_system generic_textual
scoring_elements
url https://github.com/ray-project/ray/releases/tag/ray-2.52.0
3
reference_url https://www.cve.org/resourcessupport/allresources/cnarules#section_4-1_Vulnerability_Determination
reference_id
reference_type
scores
0
value 9.3
scoring_system cvssv4
scoring_elements CVSS:4.0/AV:N/AC:L/AT:N/PR:N/UI:N/VC:H/VI:H/VA:H/SC:N/SI:N/SA:N
1
value CRITICAL
scoring_system generic_textual
scoring_elements
url https://www.cve.org/resourcessupport/allresources/cnarules#section_4-1_Vulnerability_Determination
4
reference_url https://www.linkedin.com/posts/jonathan-leitschuh_the-latest-piece-of-mind-bending-research-activity-7396976425997606912-qizE
reference_id
reference_type
scores
0
value 9.3
scoring_system cvssv4
scoring_elements CVSS:4.0/AV:N/AC:L/AT:N/PR:N/UI:N/VC:H/VI:H/VA:H/SC:N/SI:N/SA:N
1
value CRITICAL
scoring_system generic_textual
scoring_elements
url https://www.linkedin.com/posts/jonathan-leitschuh_the-latest-piece-of-mind-bending-research-activity-7396976425997606912-qizE
5
reference_url https://www.oligo.security/blog/shadowray-2-0-attackers-turn-ai-against-itself-in-global-campaign-that-hijacks-ai-into-self-propagating-botnet
reference_id
reference_type
scores
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value 9.3
scoring_system cvssv4
scoring_elements CVSS:4.0/AV:N/AC:L/AT:N/PR:N/UI:N/VC:H/VI:H/VA:H/SC:N/SI:N/SA:N
1
value CRITICAL
scoring_system generic_textual
scoring_elements
url https://www.oligo.security/blog/shadowray-2-0-attackers-turn-ai-against-itself-in-global-campaign-that-hijacks-ai-into-self-propagating-botnet
6
reference_url https://www.oligo.security/blog/shadowray-attack-ai-workloads-actively-exploited-in-the-wild
reference_id
reference_type
scores
0
value 9.3
scoring_system cvssv4
scoring_elements CVSS:4.0/AV:N/AC:L/AT:N/PR:N/UI:N/VC:H/VI:H/VA:H/SC:N/SI:N/SA:N
1
value CRITICAL
scoring_system generic_textual
scoring_elements
url https://www.oligo.security/blog/shadowray-attack-ai-workloads-actively-exploited-in-the-wild
7
reference_url https://www.vulncheck.com/advisories/anyscale-ray-token-authentication-disabled-by-default-insecure-configuration
reference_id
reference_type
scores
0
value 9.3
scoring_system cvssv4
scoring_elements CVSS:4.0/AV:N/AC:L/AT:N/PR:N/UI:N/VC:H/VI:H/VA:H/SC:N/SI:N/SA:N
1
value CRITICAL
scoring_system generic_textual
scoring_elements
url https://www.vulncheck.com/advisories/anyscale-ray-token-authentication-disabled-by-default-insecure-configuration
8
reference_url https://nvd.nist.gov/vuln/detail/CVE-2025-34351
reference_id CVE-2025-34351
reference_type
scores
0
value 9.3
scoring_system cvssv4
scoring_elements CVSS:4.0/AV:N/AC:L/AT:N/PR:N/UI:N/VC:H/VI:H/VA:H/SC:N/SI:N/SA:N
1
value CRITICAL
scoring_system generic_textual
scoring_elements
url https://nvd.nist.gov/vuln/detail/CVE-2025-34351
9
reference_url https://github.com/advisories/GHSA-gx77-xgc2-4888
reference_id GHSA-gx77-xgc2-4888
reference_type
scores
0
value CRITICAL
scoring_system cvssv3.1_qr
scoring_elements
url https://github.com/advisories/GHSA-gx77-xgc2-4888
10
reference_url https://github.com/JLLeitschuh/security-research/security/advisories/GHSA-w8vc-465m-jjw6
reference_id GHSA-w8vc-465m-jjw6
reference_type
scores
0
value 9.3
scoring_system cvssv4
scoring_elements CVSS:4.0/AV:N/AC:L/AT:N/PR:N/UI:N/VC:H/VI:H/VA:H/SC:N/SI:N/SA:N
1
value CRITICAL
scoring_system generic_textual
scoring_elements
url https://github.com/JLLeitschuh/security-research/security/advisories/GHSA-w8vc-465m-jjw6
fixed_packages
aliases CVE-2025-34351, GHSA-gx77-xgc2-4888
risk_score 4.5
exploitability 0.5
weighted_severity 9.0
resource_url http://public2.vulnerablecode.io/vulnerabilities/VCID-kd8z-ysxx-d3gd
4
url VCID-wjjq-cmu6-sqbb
vulnerability_id VCID-wjjq-cmu6-sqbb
summary
Ray has arbitrary code execution via jobs submission API
Anyscale Ray allows a remote attacker to execute arbitrary code via the job submission API. NOTE: the vendor's position is that this report is irrelevant because Ray, as stated in its documentation, is not intended for use outside of a strictly controlled network environment.
references
0
reference_url https://access.redhat.com/hydra/rest/securitydata/cve/CVE-2023-48022.json
reference_id
reference_type
scores
url https://access.redhat.com/hydra/rest/securitydata/cve/CVE-2023-48022.json
1
reference_url https://api.first.org/data/v1/epss?cve=CVE-2023-48022
reference_id
reference_type
scores
0
value 0.92192
scoring_system epss
scoring_elements 0.99728
published_at 2026-06-08T12:55:00Z
1
value 0.92192
scoring_system epss
scoring_elements 0.99729
published_at 2026-06-05T12:55:00Z
url https://api.first.org/data/v1/epss?cve=CVE-2023-48022
2
reference_url https://atlas.mitre.org/studies/AML.CS0023
reference_id
reference_type
scores
0
value 9.8
scoring_system cvssv3.1
scoring_elements CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H
1
value CRITICAL
scoring_system generic_textual
scoring_elements
2
value Track*
scoring_system ssvc
scoring_elements SSVCv2/E:P/A:Y/T:T/P:M/B:A/M:M/D:R/2024-03-29T04:00:12Z/
url https://atlas.mitre.org/studies/AML.CS0023
3
reference_url https://bishopfox.com/blog/ray-versions-2-6-3-2-8-0
reference_id
reference_type
scores
0
value 9.8
scoring_system cvssv3.1
scoring_elements CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H
1
value CRITICAL
scoring_system generic_textual
scoring_elements
2
value Track*
scoring_system ssvc
scoring_elements SSVCv2/E:P/A:Y/T:T/P:M/B:A/M:M/D:R/2024-03-29T04:00:12Z/
url https://bishopfox.com/blog/ray-versions-2-6-3-2-8-0
4
reference_url https://docs.ray.io/en/latest/ray-security/index.html
reference_id
reference_type
scores
0
value 9.8
scoring_system cvssv3.1
scoring_elements CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H
1
value CRITICAL
scoring_system generic_textual
scoring_elements
2
value Track*
scoring_system ssvc
scoring_elements SSVCv2/E:P/A:Y/T:T/P:M/B:A/M:M/D:R/2024-03-29T04:00:12Z/
url https://docs.ray.io/en/latest/ray-security/index.html
5
reference_url https://docs.ray.io/en/latest/ray-security/token-auth.html
reference_id
reference_type
scores
0
value 9.8
scoring_system cvssv3.1
scoring_elements CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H
1
value CRITICAL
scoring_system generic_textual
scoring_elements
2
value Track*
scoring_system ssvc
scoring_elements SSVCv2/E:P/A:Y/T:T/P:M/B:A/M:M/D:R/2024-03-29T04:00:12Z/
url https://docs.ray.io/en/latest/ray-security/token-auth.html
6
reference_url https://github.com/honysyang/Ray
reference_id
reference_type
scores
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value 9.8
scoring_system cvssv3.1
scoring_elements CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H
1
value CRITICAL
scoring_system generic_textual
scoring_elements
url https://github.com/honysyang/Ray
7
reference_url https://github.com/ray-project/ray
reference_id
reference_type
scores
0
value 9.8
scoring_system cvssv3.1
scoring_elements CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H
1
value CRITICAL
scoring_system generic_textual
scoring_elements
url https://github.com/ray-project/ray
8
reference_url https://github.com/ray-project/ray/commit/978947083b1e192dba61ef653c863b11d56b0936
reference_id
reference_type
scores
0
value 9.8
scoring_system cvssv3.1
scoring_elements CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H
1
value CRITICAL
scoring_system generic_textual
scoring_elements
url https://github.com/ray-project/ray/commit/978947083b1e192dba61ef653c863b11d56b0936
9
reference_url https://www.anyscale.com/blog/update-on-ray-cve-2023-48022-new-verification-tooling-available
reference_id
reference_type
scores
0
value 9.8
scoring_system cvssv3.1
scoring_elements CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H
1
value CRITICAL
scoring_system generic_textual
scoring_elements
url https://www.anyscale.com/blog/update-on-ray-cve-2023-48022-new-verification-tooling-available
10
reference_url https://www.oligo.security/blog/shadowray-attack-ai-workloads-actively-exploited-in-the-wild
reference_id
reference_type
scores
0
value 9.8
scoring_system cvssv3.1
scoring_elements CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H
1
value CRITICAL
scoring_system generic_textual
scoring_elements
url https://www.oligo.security/blog/shadowray-attack-ai-workloads-actively-exploited-in-the-wild
11
reference_url https://www.vicarius.io/vsociety/posts/shadowray-cve-2023-48022-exploit
reference_id
reference_type
scores
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value 9.8
scoring_system cvssv3.1
scoring_elements CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H
1
value CRITICAL
scoring_system generic_textual
scoring_elements
2
value Track*
scoring_system ssvc
scoring_elements SSVCv2/E:P/A:Y/T:T/P:M/B:A/M:M/D:R/2024-03-29T04:00:12Z/
url https://www.vicarius.io/vsociety/posts/shadowray-cve-2023-48022-exploit
12
reference_url https://www.vicarius.io/vsociety/posts/the-story-of-shadowray-cve-2023-48022
reference_id
reference_type
scores
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value 9.8
scoring_system cvssv3.1
scoring_elements CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H
1
value CRITICAL
scoring_system generic_textual
scoring_elements
url https://www.vicarius.io/vsociety/posts/the-story-of-shadowray-cve-2023-48022
13
reference_url https://www.vulncheck.com/blog/initial-access-intelligence-august-2024
reference_id
reference_type
scores
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value 9.8
scoring_system cvssv3.1
scoring_elements CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H
1
value CRITICAL
scoring_system generic_textual
scoring_elements
url https://www.vulncheck.com/blog/initial-access-intelligence-august-2024
14
reference_url https://bugzilla.redhat.com/show_bug.cgi?id=2387122
reference_id 2387122
reference_type
scores
url https://bugzilla.redhat.com/show_bug.cgi?id=2387122
15
reference_url https://console.vulncheck.com/cve/CVE-2023-48022
reference_id CVE-2023-48022
reference_type
scores
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value 9.8
scoring_system cvssv3.1
scoring_elements CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H
1
value CRITICAL
scoring_system generic_textual
scoring_elements
url https://console.vulncheck.com/cve/CVE-2023-48022
16
reference_url https://nvd.nist.gov/vuln/detail/CVE-2023-48022
reference_id CVE-2023-48022
reference_type
scores
0
value 9.8
scoring_system cvssv3.1
scoring_elements CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H
1
value CRITICAL
scoring_system generic_textual
scoring_elements
url https://nvd.nist.gov/vuln/detail/CVE-2023-48022
17
reference_url https://github.com/advisories/GHSA-6wgj-66m2-xxp2
reference_id GHSA-6wgj-66m2-xxp2
reference_type
scores
0
value CRITICAL
scoring_system cvssv3.1_qr
scoring_elements
url https://github.com/advisories/GHSA-6wgj-66m2-xxp2
18
reference_url https://github.com/advisories/GHSA-xg2h-7cxj-3gvh
reference_id GHSA-xg2h-7cxj-3gvh
reference_type
scores
0
value 9.8
scoring_system cvssv3.1
scoring_elements CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H
1
value CRITICAL
scoring_system generic_textual
scoring_elements
url https://github.com/advisories/GHSA-xg2h-7cxj-3gvh
19
reference_url https://access.redhat.com/errata/RHSA-2025:23078
reference_id RHSA-2025:23078
reference_type
scores
url https://access.redhat.com/errata/RHSA-2025:23078
20
reference_url https://access.redhat.com/errata/RHSA-2025:23079
reference_id RHSA-2025:23079
reference_type
scores
url https://access.redhat.com/errata/RHSA-2025:23079
21
reference_url https://access.redhat.com/errata/RHSA-2025:23080
reference_id RHSA-2025:23080
reference_type
scores
url https://access.redhat.com/errata/RHSA-2025:23080
22
reference_url https://access.redhat.com/errata/RHSA-2026:3461
reference_id RHSA-2026:3461
reference_type
scores
url https://access.redhat.com/errata/RHSA-2026:3461
fixed_packages
aliases CVE-2023-48022, GHSA-6wgj-66m2-xxp2
risk_score 10.0
exploitability 2.0
weighted_severity 9.0
resource_url http://public2.vulnerablecode.io/vulnerabilities/VCID-wjjq-cmu6-sqbb
Fixing_vulnerabilities
Risk_score10.0
Resource_urlhttp://public2.vulnerablecode.io/packages/pkg:pypi/ray@2.49.2