The SentinelOne Annual Threat Report - A Defenders Guide from the FrontlinesThe SentinelOne Annual Threat ReportGet the Report
Experiencing a Breach?Blog
Get StartedContact Us
SentinelOne
  • Platform
    Platform Overview
    • Singularity Platform
      Welcome to Integrated Enterprise Security
    • AI for Security
      Leading the Way in AI-Powered Security Solutions
    • Securing AI
      Accelerate AI Adoption with Secure AI Tools, Apps, and Agents.
    • How It Works
      The Singularity XDR Difference
    • Singularity Marketplace
      One-Click Integrations to Unlock the Power of XDR
    • Pricing & Packaging
      Comparisons and Guidance at a Glance
    Data & AI
    • Purple AI
      Accelerate SecOps with Generative AI
    • Singularity Hyperautomation
      Easily Automate Security Processes
    • AI-SIEM
      The AI SIEM for the Autonomous SOC
    • AI Data Pipelines
      Security Data Pipeline for AI SIEM and Data Optimization
    • Singularity Data Lake
      AI-Powered, Unified Data Lake
    • Singularity Data Lake for Log Analytics
      Seamlessly Ingest Data from On-Prem, Cloud or Hybrid Environments
    Endpoint Security
    • Singularity Endpoint
      Autonomous Prevention, Detection, and Response
    • Singularity XDR
      Native & Open Protection, Detection, and Response
    • Singularity RemoteOps Forensics
      Orchestrate Forensics at Scale
    • Singularity Threat Intelligence
      Comprehensive Adversary Intelligence
    • Singularity Vulnerability Management
      Application & OS Vulnerability Management
    • Singularity Identity
      Identity Threat Detection and Response
    Cloud Security
    • Singularity Cloud Security
      Block Attacks with an AI-Powered CNAPP
    • Singularity Cloud Native Security
      Secure Cloud and Development Resources
    • Singularity Cloud Workload Security
      Real-Time Cloud Workload Protection Platform
    • Singularity Cloud Data Security
      AI-Powered Threat Detection for Cloud Storage
    • Singularity Cloud Security Posture Management
      Detect and Remediate Cloud Misconfigurations
    Securing AI
    • Prompt Security
      Secure AI Tools Across Your Enterprise
  • Why SentinelOne?
    Why SentinelOne?
    • Why SentinelOne?
      Cybersecurity Built for What’s Next
    • Our Customers
      Trusted by the World’s Leading Enterprises
    • Industry Recognition
      Tested and Proven by the Experts
    • About Us
      The Industry Leader in Autonomous Cybersecurity
    Compare SentinelOne
    • Arctic Wolf
    • Broadcom
    • CrowdStrike
    • Cybereason
    • Microsoft
    • Palo Alto Networks
    • Sophos
    • Splunk
    • Trellix
    • Trend Micro
    • Wiz
    Verticals
    • Energy
    • Federal Government
    • Finance
    • Healthcare
    • Higher Education
    • K-12 Education
    • Manufacturing
    • Retail
    • State and Local Government
  • Services
    Managed Services
    • Managed Services Overview
      Wayfinder Threat Detection & Response
    • Threat Hunting
      World-Class Expertise and Threat Intelligence
    • Managed Detection & Response
      24/7/365 Expert MDR Across Your Entire Environment
    • Incident Readiness & Response
      DFIR, Breach Readiness, & Compromise Assessments
    Support, Deployment, & Health
    • Technical Account Management
      Customer Success with Personalized Service
    • SentinelOne GO
      Guided Onboarding & Deployment Advisory
    • SentinelOne University
      Live and On-Demand Training
    • Services Overview
      Comprehensive Solutions for Seamless Security Operations
    • SentinelOne Community
      Community Login
  • Partners
    Our Network
    • MSSP Partners
      Succeed Faster with SentinelOne
    • Singularity Marketplace
      Extend the Power of S1 Technology
    • Cyber Risk Partners
      Enlist Pro Response and Advisory Teams
    • Technology Alliances
      Integrated, Enterprise-Scale Solutions
    • SentinelOne for AWS
      Hosted in AWS Regions Around the World
    • Channel Partners
      Deliver the Right Solutions, Together
    • SentinelOne for Google Cloud
      Unified, Autonomous Security Giving Defenders the Advantage at Global Scale
    • Partner Locator
      Your Go-to Source for Our Top Partners in Your Region
    Partner Portal→
  • Resources
    Resource Center
    • Case Studies
    • Data Sheets
    • eBooks
    • Reports
    • Videos
    • Webinars
    • Whitepapers
    • Events
    View All Resources→
    Blog
    • Feature Spotlight
    • For CISO/CIO
    • From the Front Lines
    • Identity
    • Cloud
    • macOS
    • SentinelOne Blog
    Blog→
    Tech Resources
    • SentinelLABS
    • Ransomware Anthology
    • Cybersecurity 101
  • About
    About SentinelOne
    • About SentinelOne
      The Industry Leader in Cybersecurity
    • Investor Relations
      Financial Information & Events
    • SentinelLABS
      Threat Research for the Modern Threat Hunter
    • Careers
      The Latest Job Opportunities
    • Press & News
      Company Announcements
    • Cybersecurity Blog
      The Latest Cybersecurity Threats, News, & More
    • FAQ
      Get Answers to Our Most Frequently Asked Questions
    • DataSet
      The Live Data Platform
    • S Foundation
      Securing a Safer Future for All
    • S Ventures
      Investing in the Next Generation of Security, Data and AI
  • Pricing
Get StartedContact Us
CVE Vulnerability Database
Vulnerability Database/CVE-2026-31244

CVE-2026-31244: Mem0 Authentication Bypass Vulnerability

CVE-2026-31244 is an authentication bypass vulnerability in Mem0 that allows attackers to delete memory records without authorization. This article covers technical details, affected versions, impact, and mitigation.

Published: May 17, 2026

CVE-2026-31244 Overview

CVE-2026-31244 affects mem0 version 1.0.0, an open-source memory layer for AI applications. The vulnerability stems from missing authentication on the DELETE /memories/{memory_id} API endpoint. Remote attackers can send unauthenticated DELETE requests to remove arbitrary memory records from the database. The flaw maps to [CWE-306] Missing Authentication for Critical Function. Successful exploitation results in unauthorized data loss and potential denial of service against AI applications relying on mem0 for persistent memory storage.

Critical Impact

Unauthenticated remote attackers can delete arbitrary memory records via the DELETE API, causing data loss and degrading AI application functionality.

Affected Products

  • mem0 1.0.0 server component
  • AI applications integrating mem0 as a memory backend
  • Deployments exposing the mem0 REST API to untrusted networks

Discovery Timeline

  • 2026-05-12 - CVE-2026-31244 published to NVD
  • 2026-05-14 - Last updated in NVD database

Technical Details for CVE-2026-31244

Vulnerability Analysis

The mem0 1.0.0 server exposes a REST API for managing memory records used by AI agents. The DELETE /memories/{memory_id} endpoint accepts requests without verifying caller identity or permissions. Any client with network access to the server can remove any memory entry by referencing its identifier.

The issue is a broken access control flaw [CWE-306]. The endpoint handler does not invoke an authentication middleware or validate session tokens before executing the deletion. Memory identifiers are commonly sequential or guessable, which amplifies the impact. Attackers who enumerate identifiers can wipe entire memory stores belonging to other tenants or users.

Impact is limited to integrity and availability. Confidentiality is not directly affected because the endpoint deletes rather than discloses data. However, AI agents that depend on retained context can fail or produce degraded output after their memory records are removed.

Root Cause

The root cause is the absence of an authentication and authorization layer in front of the memory deletion route. The server treats the endpoint as publicly accessible. No API key, bearer token, or session check gates the operation. Multi-tenant deployments lack isolation between users, so any identifier can be targeted regardless of ownership.

Attack Vector

Exploitation requires only network reachability to the mem0 server. An attacker issues an HTTP DELETE request to /memories/{memory_id} with a target identifier. The server processes the request and removes the record. Identifier enumeration through sequential or brute-force requests enables mass deletion. No credentials, user interaction, or prior compromise is required.

No verified public exploit code is currently available. See the mem0 GitHub repository and the vendor advisory for technical context.

Detection Methods for CVE-2026-31244

Indicators of Compromise

  • Unexpected DELETE requests to /memories/{memory_id} in mem0 server access logs
  • Sequential or high-volume DELETE requests from a single source IP indicating identifier enumeration
  • Sudden reduction in memory record counts in the mem0 backing database
  • AI agent errors or context loss correlating with unauthorized DELETE activity

Detection Strategies

  • Enable verbose HTTP access logging on the mem0 server and forward logs to a centralized analytics platform
  • Alert on any DELETE request to /memories/ paths originating from outside trusted application service accounts
  • Baseline normal memory deletion volume and trigger alerts on statistical deviations
  • Correlate API access logs with database row-count changes to identify unauthorized deletions

Monitoring Recommendations

  • Monitor inbound traffic to the mem0 API port for requests lacking expected authentication headers
  • Track per-source-IP request rates to the deletion endpoint and rate-limit anomalous clients
  • Audit the mem0 database for unexpected drops in record counts on a scheduled basis
  • Forward web server and reverse proxy logs to a SIEM for retention and correlation

How to Mitigate CVE-2026-31244

Immediate Actions Required

  • Restrict network access to the mem0 server using firewall rules or private network segmentation
  • Place the mem0 API behind an authenticating reverse proxy that validates API keys or bearer tokens
  • Remove direct internet exposure of the mem0 server until a patched release is deployed
  • Review access logs for prior unauthorized DELETE activity and restore deleted records from backups where possible

Patch Information

No fixed version is referenced in the published advisory at the time of writing. Monitor the mem0 GitHub repository for releases addressing the missing authentication on the deletion endpoint. Upgrade as soon as a patched version becomes available.

Workarounds

  • Deploy a reverse proxy such as NGINX or Envoy in front of mem0 and require authentication for all /memories/* routes
  • Apply network access control lists that permit only trusted application servers to reach the mem0 API
  • Enable database-level backups and snapshots so deleted memory records can be restored
  • Implement application-layer authorization that verifies memory ownership before forwarding requests to mem0
bash
# Example NGINX reverse proxy configuration enforcing API key auth
server {
    listen 443 ssl;
    server_name mem0.internal.example.com;

    location /memories/ {
        if ($http_x_api_key != "REPLACE_WITH_STRONG_SECRET") {
            return 401;
        }
        proxy_pass http://127.0.0.1:8000;
        proxy_set_header Host $host;
    }
}

Disclaimer: This content was generated using AI. While we strive for accuracy, please verify critical information with official sources.

  • Vulnerability Details
  • TypeAuth Bypass

  • Vendor/TechMem0

  • SeverityMEDIUM

  • CVSS Score6.5

  • EPSS Probability0.10%

  • Known ExploitedNo
  • CVSS Vector
  • CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:L/A:L
  • Impact Assessment
  • ConfidentialityLow
  • IntegrityNone
  • AvailabilityLow
  • CWE References
  • CWE-306
  • Technical References
  • GitHub Project Repository
  • Vendor Resources
  • Notion CVE-2026-31244 Summary
  • Related CVEs
  • CVE-2026-31240: mem0 Authentication Bypass Vulnerability

  • CVE-2026-31245: Mem0 Authentication Bypass Vulnerability

  • CVE-2026-31243: Mem0 Authentication Bypass Vulnerability

  • CVE-2026-31242: Mem0 Authentication Bypass Vulnerability
Default Legacy - Prefooter | Experience the World’s Most Advanced Cybersecurity Platform

Experience the Most Advanced Cybersecurity Platform

See how the world’s most intelligent, autonomous cybersecurity platform can protect your organization today and into the future.

Try SentinelOne
  • Get Started
  • Get a Demo
  • Product Tour
  • Why SentinelOne
  • Pricing & Packaging
  • FAQ
  • Contact
  • Contact Us
  • Customer Support
  • SentinelOne Status
  • Language
  • Platform
  • Singularity Platform
  • Singularity Endpoint
  • Singularity Cloud
  • Singularity AI-SIEM
  • Singularity Identity
  • Singularity Marketplace
  • Purple AI
  • Services
  • Wayfinder TDR
  • SentinelOne GO
  • Technical Account Management
  • Support Services
  • Verticals
  • Energy
  • Federal Government
  • Finance
  • Healthcare
  • Higher Education
  • K-12 Education
  • Manufacturing
  • Retail
  • State and Local Government
  • Cybersecurity for SMB
  • Resources
  • Blog
  • Labs
  • Case Studies
  • Videos
  • Product Tours
  • Events
  • Cybersecurity 101
  • eBooks
  • Webinars
  • Whitepapers
  • Press
  • News
  • Ransomware Anthology
  • Company
  • About Us
  • Our Customers
  • Careers
  • Partners
  • Legal & Compliance
  • Security & Compliance
  • Investor Relations
  • S Foundation
  • S Ventures

©2026 SentinelOne, All Rights Reserved.

Privacy Notice Terms of Use

English