Attack ChainAIDerived
Hypothetical attack flow derived from CVE metadata – not a confirmed exploit chain
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AccessAuthenticate as user with any job write access
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DeliveryEnumerate target task IDs via sequential CVAT API IDs
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ExploitCraft POST /api/lambda/requests with own job ID and victim task ID
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ExecutionSystem reserves victim task's annotation slot without ownership check
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PersistVictim's annotation requests rejected while slot occupied
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ImpactRepeat submission to sustain annotation pipeline blockage
Vulnerability Assessment
| Weakness |
CWE
ASVS 5.0
V15 - Secure Coding and Architecture Hardware validation bypass
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| Exploitation Conditions | The attacker must be an authenticated CVAT user holding write access to at least one job within the affected deployment (PR:L per CVSS 4.0 vector - unauthenticated exploitation is not possible). The attacker must know or be able to enumerate the numeric task ID of the target task they wish to disrupt; because CVAT task IDs are sequential integers, any authenticated user with read access to any task can trivially enumerate other task IDs. The target task must have the automatic annotation (lambda) feature available in the deployment. Exploitation is bounded by: (1) authenticated access is required - no remote unauthenticated path exists; (2) the disruption is scoped to the targeted task's annotation slot, not the entire CVAT instance; (3) the effect is reversible - an administrator can cancel the malicious request to restore access. No non-default configuration is required beyond a standard CVAT deployment with lambda function support enabled. |
| Impact | Real-world risk is moderate-low. The CVSS 4.0 score of 5.3 with VA:L accurately reflects a targeted feature-level denial-of-service rather than systemic platform disruption - the attack can stall another team's automated annotation pipeline but does not compromise data confidentiality or integrity, and does not affect CVAT availability more broadly. EPSS data was not provided in the input; the vulnerability is absent from CISA KEV and no public exploit code has been identified, consistent with a low exploitation urgency signal. The attack requires the adversary to hold authenticated write access to at least one job in the same CVAT deployment, limiting the threat surface to insider actors or accounts compromised within the same organization. CVAT task IDs are sequential integers, making enumeration of target task IDs trivial for any authenticated user, which slightly elevates the practical ease of targeting. The 'Information Disclosure' tag present in the source intelligence appears to be mislabeled - the CVSS 4.0 vector (VC:N, VI:N, VA:L) correctly classifies this as a limited availability impact with no confidentiality dimension; defenders should not treat this as a data leakage risk. |
| Exploit ScenarioDerived | An authenticated CVAT user with write access to Job A posts a request to the batch annotation endpoint specifying Job A's ID but the task ID of an inaccessible Task B - whose sequential integer ID they enumerate by probing the API. The system reserves Task B's single active annotation slot for the attacker's malformed request, causing all subsequent legitimate annotation requests from Task B's owner to be rejected until an administrator intervenes. The attacker can resubmit the blocking request repeatedly to sustain the denial of service, stalling another team's ML data pipeline indefinitely. |
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Alert meAnalysisAIv1 – Aug 11, 2026
Authenticated annotation slot hijacking in CVAT versions 2.17.0 through 2.71.x enables any user with write access to a single job to deny automatic annotation service to arbitrary other tasks by submitting batch annotation requests with deliberately mismatched task and job IDs. The RequestViewSet.create endpoint reserved the single active annotation slot by task ID without validating that the submitted job belonged to that task or that the requester had any access to it, allowing cross-task resource monopolization. No public exploit code exists and the vulnerability is absent from CISA KEV; vendor-confirmed fix is available in v2.72.0.
RemediationAI
Upgrade CVAT to version 2.72.0, the vendor-confirmed fixed release available at https://github.com/cvat-ai/cvat/releases/tag/v2.72.0 (implemented via PR #10964, commit 20a1076a0b9de47e067b121e40f16d66d373b3f7). The fix enforces that users submitting automatic annotation requests hold UPDATE_ANNOTATIONS permission on the specific target job or task, eliminating the cross-task slot reservation abuse. If immediate upgrade is not feasible, operators can restrict access to the lambda automatic annotation feature at the CVAT organization level by limiting write-access job assignments to fully trusted users only, reducing the pool of potential abusers. Alternatively, the lambda request endpoints can be blocked at the reverse proxy layer (e.g., deny POST requests to /api/lambda/requests) as a temporary measure - note that this disables AI-assisted annotation entirely for all users until the upgrade is applied. The advisory and fix are referenced at https://github.com/cvat-ai/cvat/security/advisories/GHSA-7xhx-3q27-xvcx.
Affected VersionsENISA
Affected Packages
Source: OSV (Open Source Vulnerabilities)
Affects your stack
Affects 1 package in euvd
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Technical ContextAI · show details
CVAT (Computer Vision Annotation Tool) is a Django-based open-source web application for annotating images and videos used in machine learning dataset preparation. The vulnerability resides in the lambda request management subsystem (cvat/apps/lambda_manager), which orchestrates batch automatic annotation via pluggable AI/ML models called lambda functions. The RequestViewSet.create endpoint maintained a single active request slot keyed on task ID, but the authorization layer collapsed lambda request operations - including CALL_OFFLINE (batch annotation), LIST_OFFLINE, and retrieve/destroy - into a single broad OPA Rego scope without verifying resource ownership or ID consistency. CWE-1288 (Improper Validation of Consistency within Input) precisely describes the root cause: the system accepted structurally valid API parameters whose semantic relationship (job must belong to task) was never enforced. The fix introduced a dedicated LambdaRequestPermission class with granular CREATE/VIEW/LIST/DELETE scopes, cross-checking that the requester holds UPDATE_ANNOTATIONS permission on the specific target job or task before reserving its slot.
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Severity by source
CVSS:4.0/AV:N/AC:L/AT:N/PR:L/UI:N/VC:N/VI:N/VA:L/SC:N/SI:N/SA:N
Network-reachable API requires authenticated write access to a job (PR:L); impact is limited to availability of the automatic annotation feature (A:L) with no confidentiality or integrity effect and no scope change.
Primary rating from Vendor (github).
CVSS VectorVendor: github
Lifecycle Timeline
1DescriptionCVE.org
CVAT is an open source interactive video and image annotation tool for computer vision. From 2.17.0 until 2.72.0, a user with write access to a CVAT job can submit a batch automatic annotation request to RequestViewSet.create with inconsistent task and job IDs, and because the task ID determines the single active request slot, block automatic annotation for another task whose ID is known. This issue is fixed in version 2.72.0.
Threat Intelligence Overview
How this decision was reached
The engine reads each signal below and applies a fixed list of rules from top to bottom. The first rule that matches sets the recommended action – like a statement, every line is shown.
What every action level means
SSVC AssessmentENISA
Priority Score
Attack Technique
Information disclosure occurs when an application unintentionally exposes sensitive data that aids attackers in reconnaissance or directly compromises security.
EUVD-2026-56843
NVD
CVE.org
EPSS
Vulnrichment
GitHub
VulDB
Exploit-DB