LightLLM through 1.2.0 visual_only deployments expose an unauthenticated RPyC service with allow_pickle enabled that deserializes attacker-supplied arguments in the remote_infer_images method. Attackers can reach the visual RPyC port and pass objects with __reduce__ methods to execute arbitrary code with service account privileges.
CVE-2026-103395
Score 9.8 from GitHub Security Advisory (severity: CRITICAL) published 2026-09-30. A secondary CVSS source baseline 9.8; sources differ by 0.0.
- High severity, but no confirmed exploitation yet
No fix is confirmed yet — apply a workaround or compensating control (WAF / firewall / segmentation) and watch for the fix.
- CVSS v3
- 9.8
- EG Score
- 9.8CRITICALhigh confidence
- EG Risk
- 75EG Risk 75/100CISA SSVC
EG Risk is EchelonGraph's 0–100 priority score: it fuses intrinsic severity with real-world exploitation and automatability so you can rank equal-severity CVEs and fix the most dangerous first. Higher = act sooner. Distinct from the 0–10 EG Score (severity).
How it’s computedSeverity98% × 45%Exploitation40% × 40%Automatability100% × 15%CISA SSVC: Track at low, Track* at medium and Attend at high mission impact.Action: No fix is confirmed yet. Restrict network exposure of the affected system or apply the vendor's mitigation within your standard update timelines at low or medium mission impact and sooner than that at high, and watch the vendor's advisory for the fix. - EPSS PROB
- 0.6%
- EPSS %ILE
- 47th
- KEV
- Not listed
CISA SSVCTrack at low, Track* at medium and Attend at high mission impact.
No fix is confirmed yet. Restrict network exposure of the affected system or apply the vendor's mitigation within your standard update timelines at low or medium mission impact and sooner than that at high, and watch the vendor's advisory for the fix.
Exploitation public PoC (CISA Vulnrichment) · Automatable yes (CISA Vulnrichment) · Technical impact total (CISA Vulnrichment). Mission impact is CISA's Mission & Well-being decision point, and only you can judge it: high means the affected system is essential to your organisation's mission, or its compromise could cause irreversible harm to people. CISA's decision table
Published
September 30, 2026
Last Modified
September 30, 2026
Advisory Details (5)
Auto-updated Sep 30, 2026[BUG] Unauthenticated RCE via pickle deserialization in the visual_only RPyC service · Issue #1610 · ModelTC/LightLLM · GitHub
https://github.com/ModelTC/LightLLM/issues/1610LightLLM through 1.2.0 Unauthenticated Remote Code Execution via Visual-Only RPyC Service | Advisories | VulnCheck
https://www.vulncheck.com/advisories/lightllm-through-1.2.0-unauthenticated-remote-code-execution-via-visual-only-rpyc-serviceLightLLM/lightllm/server/visualserver/visual_only_manager.py at v1.2.0 · ModelTC/LightLLM · GitHub
https://github.com/ModelTC/lightllm/blob/v1.2.0/lightllm/server/visualserver/visual_only_manager.py#L138-L140LightLLM/lightllm/server/visualserver/objs.py at v1.2.0 · ModelTC/LightLLM · GitHub
https://github.com/ModelTC/lightllm/blob/v1.2.0/lightllm/server/visualserver/objs.py#L6-L11GitHub - ModelTC/LightLLM: LightLLM is a Python-based LLM (Large Language Model) inference and serving framework, notable for its lightweight design, easy scalability, and high-speed performance. · GitHub
https://github.com/ModelTC/LightLLMVendor Advisories for CVE-2026-103395(1)
These vendors published their own advisory mentioning this CVE — often with vendor-specific remediation steps + affected product lists not in NVD.
Weakness Classification(1)
MITRE Common Weakness Enumeration — the root-cause categories this CVE belongs to.
Data Freshness Timeline
(refreshed 38× in last 7d / 38× in last 30d)
Each row is a source pipeline that fetched or updated this CVE on that date, with what changed. For example, "NVD update" means NVD published or revised its analysis for this CVE; "MITRE cvelistV5" means we ingested or refreshed it from the CNA feed. Most recent first.
- 2026-10-04 09:00 UTCGHSA enrichment
- 2026-10-04 05:20 UTCGHSA enrichment
- 2026-10-04 01:40 UTCGHSA enrichment
- 2026-10-03 21:59 UTCGHSA enrichment
- 2026-10-03 18:19 UTCGHSA enrichment
- 2026-10-03 14:37 UTCEG score recompute
- 2026-10-03 14:36 UTCGHSA enrichment
- 2026-10-03 14:25 UTCEPSS rescore
- 2026-10-03 10:56 UTCGHSA enrichment
- 2026-10-03 07:17 UTCGHSA enrichment
- 2026-10-03 03:37 UTCGHSA enrichment
- 2026-10-02 23:57 UTCGHSA enrichment
- 2026-10-02 20:17 UTCGHSA enrichment
- 2026-10-02 16:34 UTCEG score recompute
- 2026-10-02 16:34 UTCGHSA enrichment
- 2026-10-02 12:54 UTCGHSA enrichment
- 2026-10-02 09:15 UTCGHSA enrichment
- 2026-10-02 05:35 UTCGHSA enrichment
- 2026-10-02 01:52 UTCGHSA enrichment
- 2026-10-01 22:12 UTCEG score recompute
- 2026-10-01 22:12 UTCGHSA enrichment
- 2026-10-01 19:49 UTCEPSS rescore
- 2026-10-01 18:31 UTCGHSA enrichment
- 2026-10-01 14:51 UTCGHSA enrichment
- 2026-10-01 11:11 UTCGHSA enrichment
Show 13 moreShow fewer
- 2026-10-01 07:32 UTCGHSA enrichment
- 2026-10-01 03:53 UTCGHSA enrichment
- 2026-10-01 00:14 UTCEG score recompute
- 2026-10-01 00:14 UTCGHSA enrichment
- 2026-09-30 20:22 UTCEG score recompute
- 2026-09-30 20:22 UTCGHSA enrichment
- 2026-09-30 19:46 UTCEG score recompute
- 2026-09-30 19:46 UTCGHSA enrichment
- 2026-09-30 19:16 UTCGHSA enrichment
- 2026-09-30 15:37 UTCEG score recompute
- 2026-09-30 15:37 UTCGHSA enrichment
- 2026-09-30 14:52 UTCEG score recompute
- 2026-09-30 14:52 UTCMITRE cvelistV5first tracked
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Frequently asked(5)
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Dependency Blast Radius
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