CVE-2026-76841

HIGHPre-NVD 8.88.8
EchelonGraph scoreMEDIUM confidence

“—” beside the score: it is equal to the CVSS score beside it.

Score 8.8 from GitHub Security Advisory (severity: HIGH) published 2026-08-24. A secondary CVSS source baseline 8.8; sources differ by 0.0.

Triggered by: GitHub Security Advisory CVSS
Sources: EPSS, GitHub Security Advisory, a secondary CVSS source
Trending — 4 sources updated this week

Also known asEUVD-2026-64847 (ENISA EUVD) · GHSA-9cx2-fwcj-qq73 (GitHub Security Advisories)Source: ENISA EUVD

8.8EG
EchelonGraph verdictPlan a fixRemediate within your standard update timelines (the SSVC decision on this page).
  • High severity, but no confirmed exploitation yet
CISA-KEV: Not listedEPSS PROB: 1.0%CVSS: 8.8Exploit: None knownExposed services: Not assessed

A fix is available — apply it.

Xinference loads models with Hugging Face remote code execution unconditionally enabled, and before version 2.12.0 exposes no setting to disable it. Six loader call sites pass trust_remote_code=True as a literal or as an unconditional default: RerankModel._get_tokenizer in xinference/model/rerank/core.py, SentenceTransformerRerankModel.load in xinference/model/rerank/sentence_transformers/core.py, SentenceTransformerEmbeddingModel.load in xinference/model/embedding/sentence_transformers/core.py, FlagEmbeddingModel.load in xinference/model/embedding/flag/core.py, and two sites in xinference/model/llm/transformers/core.py where PytorchModel._sanitize_model_config and PytorchModel._get_components default the value to True. Because a caller with model launch access can register a model whose type is unknown and supply an arbitrary model path, the server reaches _auto_detect_type and then AutoTokenizer.from_pretrained, which imports and executes Python declared by the model directory's own tokenizer_config.json auto_map, running attacker-supplied code with the privileges of the worker process. Version 2.12.0 gates every site behind allow_trust_remote_code and the XINFERENCE_TRUST_REMOTE_CODE setting, permitting remote code only for bundled built-in models.

CVSS v3
8.8
EG Score
8.8HIGHmedium confidence
EG Risk
40
EG Risk 40/100

EG Risk is EchelonGraph's 0–100 priority score. It fuses impact severity (EG Severity, the CVSS base score, never the KEV-floored or EPSS-lifted EG Score) with real-world exploitation and automatability, under weights EchelonGraph set by hand, so you can rank equal-severity CVEs and fix the most dangerous first. Higher = act sooner.

How it’s computed (value × EchelonGraph’s weight)
Severity88% × 45%
Impact severity (EG Severity): CVSS 8.8 of 10. Never the KEV-floored or EPSS-lifted EG Score.
Exploitation1.0% × 40%
FIRST EPSS: the 30-day exploitation probability when EchelonGraph scored this CVE.
Automatability0% × 15%
CISA's SSVC Automatable value: no (Vulnrichment).
SSVC (CISA's decision table, applied by EchelonGraph): Track at low or medium mission impact; Track* at high (mission-essential systems).
Exploitation none (CISA Vulnrichment) · Automatable no (CISA Vulnrichment) · Technical impact total (CISA Vulnrichment). All three are CISA's SSVC values (Vulnrichment). EchelonGraph applied CISA's decision table to them; CISA publishes SSVC inputs and the table, not a decision for each CVE.
Action: A fix is available. Apply it within your standard update timelines.
EPSS PROB
1.0%
EPSS %ILE
63rd
KEV
Not listed

What the EG score is made of (scorer v4.0: the three questions the 0–10 score mixes, published apart · methodology)

The EG score (8.8): severity, escalated by confirmed exploitation. This CVE's 8.8 is its impact severity (EG Severity), not escalated.

EG Severity
8.8 HIGHCVSS-B, impact only: no KEV listing, EPSS or EG-KEV tier raises it.GitHub Security Advisory CVSS
EG Likelihood
1.0% within 30 daysSource: FIRST EPSS (model v2026.06.15, score date 2026-10-29). FIRST's exploitation probability, not an EchelonGraph model.
Confirmed exploitation
None on record (CISA KEV, EG-KEV Tier 1)Reported apart from the likelihood: an observed fact, not a probability.
EG Priority
SSVC Track at medium mission impactTrack at low or medium mission impact; Track* at high (mission-essential systems).CISA BOD 26-04: 14 days if the affected system is publicly exposed; Fix on system upgrade if it is not.Each input and its source, and whom BOD 26-04 binds: the SSVC and BOD 26-04 blocks below.

SSVC (CISA's decision table, applied by EchelonGraph)Track at low or medium mission impact; Track* at high (mission-essential systems).

A fix is available. Apply it within your standard update timelines.

Exploitation none (CISA Vulnrichment) · Automatable no (CISA Vulnrichment) · Technical impact total (CISA Vulnrichment). All three are CISA's SSVC values (Vulnrichment). EchelonGraph applied CISA's decision table to them; CISA publishes SSVC inputs and the table, not a decision for each CVE. Mission impact is CISA's Mission & Well-being decision point, and only you can judge it. CISA's table makes it high when Mission Prevalence is Essential — the vulnerable component "directly provides capabilities that constitute at least one MEF for at least one entity" (MEF: mission essential function) — or when Public Well-Being Impact is Irreversible: "multiple fatalities are likely", the cyber-physical system "is likely lost or destroyed", "extreme or serious externalities" are imposed on other parties, or social systems such as elections or the financial grid "are destabilized and potentially collapse". CISA's decision table

BOD 26-04 (CISA's remediation timeline, Table 1)14 days if the affected system is publicly exposed; Fix on system upgrade if it is not.

The score's inputs: In CISA KEV no (CISA's KEV catalog) · Automatable no (CISA Vulnrichment) · Technical impact total (CISA Vulnrichment). Whether your system is publicly exposed is yours to answer. BOD 26-04 binds US Federal Civilian Executive Branch agencies; for anyone else it is CISA's published timeline, a reference rather than an obligation. The directive · how EchelonGraph applies it

Published

August 24, 2026

Last Modified

October 12, 2026

Advisory Details (5)

Auto-updated Aug 24, 2026
Patch available. Sources: github_pr.
Web page

Xinference through 2.11.0 Remote Code Execution via Hardcoded trust_remote_code in Model Loaders | Advisories | VulnCheck

https://www.vulncheck.com/advisories/xinference-through-remote-code-execution-via-hardcoded-trust-remote-code-in-model-loaders
Web page

inference/xinference/model/rerank/core.py at v2.11.0 · xorbitsai/inference · GitHub

https://github.com/xorbitsai/inference/blob/v2.11.0/xinference/model/rerank/core.py
GitHub pull request Patch Available

feat: gate model remote-code execution behind a config switch

Patch available: xorbitsai/inference v2.12.0 (PR #5027 merged 2026-06-21)

https://github.com/xorbitsai/inference/pull/5027
Web page

Remote Code Execution via Hardcoded `trust_remote_code=True` in Model Loaders · Issue #5023 · xorbitsai/inference · GitHub

https://github.com/xorbitsai/inference/issues/5023
Web page

GitHub - xorbitsai/inference: Swap GPT for any LLM by changing a single line of code. Xinference lets you run open-source, speech, and multimodal models on cloud, on-prem, or your laptop — all through one unified, production-ready inference API. · GitHub

https://github.com/xorbitsai/inference

Vendor Advisories for CVE-2026-76841(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 10× in last 7d / 62× in last 30d)

Each row is a time one of our pipelines fetched, updated or re-scored this CVE. 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. An arrow marks a change the record states ("CVSS v3 → 9.1"); EPSS and GHSA rows show the values recorded at that time, not what changed (EPSS values are rounded; hover one for the exact figures). Most recent first.

Showing the most recent 100 of 224 refreshes on record for this CVE.

A repeat, a row identical to one the same pipeline wrote less than 10 seconds earlier, is not a separate refresh and is not counted. None are among the latest 100 rows. The 124 oldest rows on record are not shown and were not checked, so the counts can still include repeats.

  1. 2026-11-01 16:35 UTCEPSS rescoreEPSS 1.0% · 63rd percentile
  2. 2026-10-31 16:33 UTCEPSS rescoreEPSS 1.0% · 63rd percentile
  3. 2026-10-30 16:35 UTCEPSS rescoreEPSS 1.0% · 63rd percentile
  4. 2026-10-30 00:06 UTCEG score recompute
  5. 2026-10-30 00:06 UTCGHSA enrichmentGHSA-9cx2-fwcj-qq73 · GitHub severity HIGH · GitHub CVSS 8.8
  6. 2026-10-29 20:55 UTCOSV refresh
  7. 2026-10-29 16:34 UTCEPSS rescoreEPSS 1.0% · 63rd percentile
  8. 2026-10-28 16:33 UTCEPSS rescoreEPSS 1.0% · 63rd percentile
  9. 2026-10-27 16:32 UTCEPSS rescoreEPSS 1.0% · 63rd percentile
  10. 2026-10-26 16:32 UTCEPSS rescoreEPSS 1.0% · 63rd percentile
  11. 2026-10-25 16:34 UTCEPSS rescoreEPSS 1.0% · 63rd percentile
  12. 2026-10-25 14:01 UTCEG score recompute
  13. 2026-10-24 16:33 UTCEPSS rescoreEPSS 1.0% · 63rd percentile
  14. 2026-10-23 16:32 UTCEPSS rescoreEPSS 1.0% · 63rd percentile
  15. 2026-10-22 16:35 UTCEPSS rescoreEPSS 1.0% · 63rd percentile
  16. 2026-10-22 11:37 UTCEG score recompute
  17. 2026-10-22 11:37 UTCGHSA enrichmentGHSA-9cx2-fwcj-qq73 · GitHub severity HIGH · GitHub CVSS 8.8
  18. 2026-10-21 16:33 UTCEPSS rescoreEPSS 1.0% · 63rd percentile
  19. 2026-10-20 16:33 UTCEPSS rescoreEPSS 1.0% · 63rd percentile
  20. 2026-10-20 08:14 UTCEG score recompute
  21. 2026-10-20 08:14 UTCGHSA enrichmentGHSA-9cx2-fwcj-qq73 · GitHub severity HIGH · GitHub CVSS 8.8
  22. 2026-10-19 16:33 UTCEPSS rescoreEPSS 1.0% · 63rd percentile
  23. 2026-10-18 16:32 UTCEPSS rescoreEPSS 1.0% · 63rd percentile
  24. 2026-10-18 03:12 UTCEG score recompute
  25. 2026-10-17 16:35 UTCEPSS rescoreEPSS 1.0% · 63rd percentile
Show 75 more
  1. 2026-10-16 16:44 UTCEPSS rescoreEPSS 1.0% · 63rd percentile
  2. 2026-10-15 16:32 UTCEPSS rescoreEPSS 1.0% · 62nd percentile
  3. 2026-10-14 16:33 UTCEPSS rescoreEPSS 1.0% · 62nd percentile
  4. 2026-10-13 16:35 UTCEPSS rescoreEPSS 1.0% · 62nd percentile
  5. 2026-10-12 16:35 UTCEPSS rescoreEPSS 1.0% · 62nd percentile
  6. 2026-10-12 15:26 UTCEG score recompute
  7. 2026-10-12 15:26 UTCGHSA enrichmentGHSA-9cx2-fwcj-qq73 · GitHub severity HIGH · GitHub CVSS 8.8
  8. 2026-10-11 19:23 UTCEG score recompute
  9. 2026-10-11 16:39 UTCEG score recompute
  10. 2026-10-11 13:58 UTCEG score recompute
  11. 2026-10-11 13:49 UTCEPSS rescoreEPSS 1.0% · 62nd percentile
  12. 2026-10-10 20:00 UTCEPSS rescoreEPSS 1.0% · 62nd percentile
  13. 2026-10-10 13:06 UTCEG score recompute
  14. 2026-10-10 13:05 UTCGHSA enrichmentGHSA-9cx2-fwcj-qq73 · GitHub severity HIGH · GitHub CVSS 8.8
  15. 2026-10-09 20:07 UTCEPSS rescoreEPSS 1.0% · 62nd percentile
  16. 2026-10-09 04:58 UTCEG score recompute
  17. 2026-10-09 04:58 UTCGHSA enrichmentGHSA-9cx2-fwcj-qq73 · GitHub severity HIGH · GitHub CVSS 8.8
  18. 2026-10-08 17:13 UTCEPSS rescoreEPSS 1.0% · 62nd percentile
  19. 2026-10-08 04:03 UTCEG score recompute
  20. 2026-10-08 04:02 UTCGHSA enrichmentGHSA-9cx2-fwcj-qq73 · GitHub severity HIGH · GitHub CVSS 8.8
  21. 2026-10-07 23:48 UTCEPSS rescoreEPSS 1.0% · 62nd percentile
  22. 2026-10-07 01:11 UTCEG score recompute
  23. 2026-10-07 01:11 UTCGHSA enrichmentGHSA-9cx2-fwcj-qq73 · GitHub severity HIGH · GitHub CVSS 8.8
  24. 2026-10-06 15:18 UTCEPSS rescoreEPSS 1.0% · 62nd percentile
  25. 2026-10-06 13:57 UTCGHSA enrichmentGHSA-9cx2-fwcj-qq73 · GitHub severity HIGH · GitHub CVSS 8.8
  26. 2026-10-06 02:53 UTCEG score recompute
  27. 2026-10-06 02:53 UTCGHSA enrichmentGHSA-9cx2-fwcj-qq73 · GitHub severity HIGH · GitHub CVSS 8.8
  28. 2026-10-05 17:43 UTCEPSS rescoreEPSS 1.0% · 62nd percentile
  29. 2026-10-05 12:48 UTCGHSA enrichmentGHSA-9cx2-fwcj-qq73 · GitHub severity HIGH · GitHub CVSS 8.8
  30. 2026-10-05 01:44 UTCEG score recompute
  31. 2026-10-05 01:44 UTCGHSA enrichmentGHSA-9cx2-fwcj-qq73 · GitHub severity HIGH · GitHub CVSS 8.8
  32. 2026-10-04 23:22 UTCEPSS rescoreEPSS 1.0% · 62nd percentile
  33. 2026-10-04 14:40 UTCGHSA enrichmentGHSA-9cx2-fwcj-qq73 · GitHub severity HIGH · GitHub CVSS 8.8
  34. 2026-10-04 03:37 UTCGHSA enrichmentGHSA-9cx2-fwcj-qq73 · GitHub severity HIGH · GitHub CVSS 8.8
  35. 2026-10-03 16:33 UTCEG score recompute
  36. 2026-10-03 16:33 UTCGHSA enrichmentGHSA-9cx2-fwcj-qq73 · GitHub severity HIGH · GitHub CVSS 8.8
  37. 2026-10-03 14:26 UTCEPSS rescoreEPSS 1.0% · 62nd percentile
  38. 2026-10-03 01:54 UTCEG score recompute
  39. 2026-10-03 01:54 UTCGHSA enrichmentGHSA-9cx2-fwcj-qq73 · GitHub severity HIGH · GitHub CVSS 8.8
  40. 2026-10-02 14:50 UTCGHSA enrichmentGHSA-9cx2-fwcj-qq73 · GitHub severity HIGH · GitHub CVSS 8.8
  41. 2026-10-02 03:47 UTCEG score recompute
  42. 2026-10-02 03:47 UTCGHSA enrichmentGHSA-9cx2-fwcj-qq73 · GitHub severity HIGH · GitHub CVSS 8.8
  43. 2026-10-01 19:50 UTCEPSS rescoreEPSS 1.0% · 62nd percentile
  44. 2026-10-01 16:42 UTCEG score recompute
  45. 2026-10-01 16:42 UTCGHSA enrichmentGHSA-9cx2-fwcj-qq73 · GitHub severity HIGH · GitHub CVSS 8.8
  46. 2026-10-01 15:28 UTCEG score recompute
  47. 2026-10-01 15:28 UTCGHSA enrichmentGHSA-9cx2-fwcj-qq73 · GitHub severity HIGH · GitHub CVSS 8.8
  48. 2026-10-01 07:22 UTCGHSA enrichmentGHSA-9cx2-fwcj-qq73 · GitHub severity HIGH · GitHub CVSS 8.8
  49. 2026-09-30 20:19 UTCEG score recompute
  50. 2026-09-30 20:19 UTCGHSA enrichmentGHSA-9cx2-fwcj-qq73 · GitHub severity HIGH · GitHub CVSS 8.8
  51. 2026-09-30 07:15 UTCEG score recompute
  52. 2026-09-30 07:15 UTCGHSA enrichmentGHSA-9cx2-fwcj-qq73 · GitHub severity HIGH · GitHub CVSS 8.8
  53. 2026-09-29 15:24 UTCEPSS rescoreEPSS 1.0% · 62nd percentile
  54. 2026-09-29 08:36 UTCGHSA enrichmentGHSA-9cx2-fwcj-qq73 · GitHub severity HIGH · GitHub CVSS 8.8
  55. 2026-09-28 21:33 UTCEG score recompute
  56. 2026-09-28 21:33 UTCGHSA enrichmentGHSA-9cx2-fwcj-qq73 · GitHub severity HIGH · GitHub CVSS 8.8
  57. 2026-09-28 13:52 UTCEPSS rescoreEPSS 1.0% · 62nd percentile
  58. 2026-09-28 10:08 UTCGHSA enrichmentGHSA-9cx2-fwcj-qq73 · GitHub severity HIGH · GitHub CVSS 8.8
  59. 2026-09-27 23:03 UTCEG score recompute
  60. 2026-09-27 23:03 UTCGHSA enrichmentGHSA-9cx2-fwcj-qq73 · GitHub severity HIGH · GitHub CVSS 8.8
  61. 2026-09-27 13:48 UTCEPSS rescoreEPSS 1.0% · 62nd percentile
  62. 2026-09-27 11:59 UTCGHSA enrichmentGHSA-9cx2-fwcj-qq73 · GitHub severity HIGH · GitHub CVSS 8.8
  63. 2026-09-27 00:41 UTCEG score recompute
  64. 2026-09-27 00:41 UTCGHSA enrichmentGHSA-9cx2-fwcj-qq73 · GitHub severity HIGH · GitHub CVSS 8.8
  65. 2026-09-26 15:59 UTCEPSS rescoreEPSS 1.0% · 62nd percentile
  66. 2026-09-26 00:28 UTCEPSS rescoreEPSS 1.0% · 62nd percentile
  67. 2026-09-25 08:24 UTCGHSA enrichmentGHSA-9cx2-fwcj-qq73 · GitHub severity HIGH · GitHub CVSS 8.8
  68. 2026-09-24 21:20 UTCEG score recompute
  69. 2026-09-24 21:20 UTCGHSA enrichmentGHSA-9cx2-fwcj-qq73 · GitHub severity HIGH · GitHub CVSS 8.8
  70. 2026-09-24 16:16 UTCEG score recompute
  71. 2026-09-24 16:16 UTCGHSA enrichmentGHSA-9cx2-fwcj-qq73 · GitHub severity HIGH · GitHub CVSS 8.8
  72. 2026-09-24 14:04 UTCEPSS rescoreEPSS 1.0% · 62nd percentile
  73. 2026-09-24 05:12 UTCGHSA enrichmentGHSA-9cx2-fwcj-qq73 · GitHub severity HIGH · GitHub CVSS 8.8
  74. 2026-09-23 18:09 UTCEG score recompute
  75. 2026-09-23 18:09 UTCGHSA enrichmentGHSA-9cx2-fwcj-qq73 · GitHub severity HIGH · GitHub CVSS 8.8

Frequently asked(5)

What is CVE-2026-76841?
CVE-2026-76841 is a high-severity vulnerability; its CVE record was published on August 24, 2026. Xinference loads models with Hugging Face remote code execution unconditionally enabled, and before version 2.12.0 exposes no setting to disable it. Six loader call sites pass trust_remote_code=True as a literal or as an unconditional default: RerankModel._get_tokenizer in…
When was CVE-2026-76841 made public?
CVE-2026-76841 was made public on August 1, 2026: that is the date its CVE record's CNA, VulnCheck, gives for when the vulnerability was made public. The CVE record itself was published on August 24, 2026. EchelonGraph's copy of the record carries a last-modified date of October 12, 2026; the record at its source may have been updated since.
Is CVE-2026-76841 actively exploited?
CVE-2026-76841 is not currently on CISA's Known Exploited Vulnerabilities catalog. FIRST EPSS estimates a 1.0% probability of exploitation in the next 30 days (63rd percentile of EPSS-scored CVEs).
What is the CVSS score of CVE-2026-76841?
CVE-2026-76841 has a CVSS base score of 8.8 (a secondary CVSS source that NVD displays; NVD's own analysis pending).
How do I remediate CVE-2026-76841?
A fix for CVE-2026-76841 is available: update to the fixed version the vendor names in its advisory. The vendor advisories EchelonGraph has for CVE-2026-76841 are linked in the Vendor Advisories panel on this page.

Dependency Blast Radius

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