Attack ChainAIDerived
Hypothetical attack flow derived from CVE metadata – not a confirmed exploit chain
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AccessSend unauthenticated request to /api/files/extract-text
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DeliveryUpload malicious file without authentication
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ExploitTrigger text extraction processing
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ExecutionExhaust server resources causing denial of service
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ImpactAccess sensitive information from processed files
Vulnerability Assessment
| Weakness |
CWE
OWASP Top 10:2025
A07:2025 - Authentication Failures
ASVS 5.0
V6 - Authentication Authentication mechanism validation
MITRE ATT&CK
2 techniques across 2 tactics: Defense Evasion, Initial Access The technique list with ATT&CK links and the kill-chain view is part of the Basic plan and up. |
| Exploitation Conditions | Unauthenticated remote attacker can exploit parisneo/lollms up to version 2.2.0 by sending crafted file uploads to the |
| Impact | Real-world risk is elevated due to the network-accessible attack vector (AV:N) and zero authentication requirements (PR:N), enabling trivial exploitation by unauthenticated internet-facing attackers. The CVSS base score of 7.5 reflects high integrity impact (I:H), though the vector shows no confidentiality or availability impact in the base metric, which appears inconsistent with the description's mention of DoS and information disclosure-suggesting these may be secondary impacts not captured in the primary CVSS assessment. Attack complexity is low (AC:L) with no user interaction required (UI:N), making this automatable for mass exploitation if instances are internet-exposed. No EPSS score provided, but the authentication bypass pattern in file upload endpoints historically attracts exploitation. Not listed in CISA KEV and no public exploit identified at time of analysis, reducing immediate urgency. However, the combination of authentication bypass, resource exhaustion potential, and publicly disclosed fix commit creates a narrow window before widespread scanning. SSVC prioritization: exploitation status is POC-ready given code-level details in commit; automatable (yes); technical impact moderate (DoS, potential info leak). Priority should be HIGH for internet-facing lollms deployments, MEDIUM for internal instances with network exposure. |
| Exploit ScenarioDerived | An unauthenticated remote attacker identifies an internet-facing lollms instance (via Shodan, certificate transparency logs, or targeted reconnaissance) and sends crafted HTTP POST requests to the |
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Alert meAnalysisAIv1 – Mar 29, 2026
Unauthenticated file upload in parisneo/lollms versions ≤2.2.0 enables remote attackers to submit arbitrary files for text extraction without authentication via the /api/files/extract-text endpoint. The vulnerability (CWE-287: Improper Authentication) allows resource exhaustion DoS attacks and potential information disclosure, with CVSS 7.5 (High) reflecting network-accessible attack surface requiring no privileges. EPSS data not available; no public exploit identified at time of analysis, though the simplicity (AC:L, PR:N) suggests trivial exploitation once endpoint details are known.
RemediationAI
Upstream fix available via GitHub commit a6625dc83786ff21d109b0d545ca61b770607ef3, which adds the missing authentication dependency to the vulnerable endpoint. Users should upgrade to the patched version available from the parisneo/lollms repository following this commit. If immediate upgrade is not feasible, implement network-level access controls to restrict the /api/files/extract-text endpoint to authenticated internal networks only, using reverse proxy rules or firewall policies. For production deployments, verify that authentication is enforced by testing the endpoint with unauthenticated HTTP requests and confirming 401/403 responses. Review application logs for unauthorized access attempts to this endpoint prior to patching. Full vendor advisory and technical details available at https://huntr.com/bounties/0a722001-89ce-4c91-b6a6-a55ee5ba2113 and the referenced GitHub commit. Prioritize patching for internet-facing instances within 48-72 hours given the low exploitation complexity.
Affected VersionsENISA
Affected Packages
Source: OSV (Open Source Vulnerabilities)
Affects your stack
Affects 2 packages in pypi, euvd
Checking this CVE against your own stacks and servers is part of the Basic plan and up.
Technical ContextAI · show details
The lollms framework (Large Language Model System) is a Python-based application for managing LLM interactions and file processing. The vulnerability stems from missing authentication dependency injection on the /api/files/extract-text API endpoint. While other file-handling endpoints in the application implement the Depends(get_current_active_user) FastAPI dependency to enforce user authentication, this specific endpoint was deployed without the security guard. The root cause maps to CWE-287 (Improper Authentication), where authentication mechanisms exist in the codebase but are inconsistently applied across the API surface. This creates an authentication bypass allowing unauthenticated HTTP clients to invoke file extraction functionality designed for authenticated users only, violating the application's documented security model and enabling abuse of server-side file processing resources.
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Severity by source
AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H
Primary rating from NVD · only source for this CVE.
CVSS VectorNVD
Lifecycle Timeline
3DescriptionCVE.org
A vulnerability in parisneo/lollms, up to and including version 2.2.0, allows unauthenticated users to upload and process files through the /api/files/extract-text endpoint. This endpoint does not enforce authentication, unlike other file-related endpoints, and lacks the Depends(get_current_active_user) dependency. This issue can lead to denial of service (DoS) through resource exhaustion, information disclosure, and violation of the application's documented security policies.
Executive ViewAI
Parisneo LOLLMS versions 2.2.0 and earlier contain an unauthenticated file upload vulnerability in the text extraction API endpoint that could allow attackers to exhaust system resources or access sensitive information without credentials. Organizations running LOLLMS should prioritize immediate patching to prevent denial-of-service attacks and potential data exposure through this easily exploitable network-accessible flaw.
Apply vendor patch. Until patching is complete: (1) Implement network-level access controls restricting the /api/files/extract-text endpoint to authenticated users or specific trusted IP ranges; (2) Deploy API gateway rate limiting to mitigate resource exhaustion attacks; (3) Monitor file upload activity and system resource consumption for anomalies.
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
Authentication bypass attacks exploit flaws in the verification mechanisms that control access to systems and applications.
Information disclosure occurs when an application unintentionally exposes sensitive data that aids attackers in reconnaissance or directly compromises security.
Denial of Service attacks render applications or systems unavailable by overwhelming resources or triggering failure conditions.
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EUVD-2026-17035
NVD
CVE.org
EPSS
Vulnrichment
GitHub
VulDB
Exploit-DB