CVE-2026-103041: ModelTC LightLLM · Deserialization of Untrusted Data
Affects ModelTC LightLLMSource CVE Database V5
Not known to be exploited · CVSS 9.3 Critical.
Data as of 12 Nov 2026, 23:24 UTC
- EPSS
- 0.7% chance of exploitation in 30 days – higher than 56% of CVEsExploit Prediction Scoring System: the likelihood attackers will use this flaw soon.
CVSS:4.0/AV:N/AC:L/AT:N/PR:N/UI:N/VC:H/VI:H/VA:H/SC:N/SI:N/SA:NExploitation evidence
Disclosed: evidence found.
CVE published 29 Sep 2026
Detectable: no evidence on record.
No public nuclei template indexed
Weaponized: no evidence on record.
No public exploit code indexed in Metasploit or Exploit-DB
Exploited in the wildExploited: no evidence on record.
Not in CISA KEV and no source reports exploitation
Observed by OffSeq MirageSeen by Mirage: no evidence on record.
No attack traffic recorded by OffSeq Mirage sensors
A missing step is not evidence of safety. Sources: cve.org (opens in a new tab), the Metasploit, Exploit-DB and nuclei-templates index as of 13 Nov 2026.
What to do
Affected software
| Product | Affected | Fixed in |
|---|---|---|
| ModelTCLightLLM | Affected
| Fixed in– |
GitHubLightLLMpkg:github/LightLLMOther threats | Affected
| Fixed in– |
Check your own hosts for these packages with threat-finder (opens in a new tab), our free open-source scanner.
AI-suggested
Until an official fix is available, restrict network access to the RPyC cache service to trusted hosts only and disable or limit pickle deserialization if possible to reduce exposure.
Description
LightLLM through 1.2.0 multimodal deployments expose an unauthenticated RPyC cache service with pickle deserialization enabled on all interfaces. Attackers can send crafted serialized objects to exposed cache methods to execute arbitrary code with service privileges.
References
- github.com/ModelTC/LightLLM/issues/1596 (opens in a new tab)
- github.com/ModelTC/lightllm/blob/v1.2.0/lightllm/server/embed_cache/manager.py (opens in a new tab)
- github.com/ModelTC/lightllm/blob/v1.2.0/lightllm/server/embed_cache/manager.py (opens in a new tab)
- github.com/ModelTC/LightLLM (opens in a new tab)
- vulncheck.com/advisories/lightllm-through-1.2.0-unauthenticated-remote-code-execution-via-embed-cache-rpyc-service (opens in a new tab)