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-2026-41497

CVE-2026-41497: Praison Praisonai RCE Vulnerability

CVE-2026-41497 is a remote code execution flaw in Praison Praisonai that allows arbitrary command execution through MCP command handling. This post explains its technical details, affected versions, impact, and mitigation.

Published: May 18, 2026

CVE-2026-41497 Overview

CVE-2026-41497 is a command injection vulnerability in PraisonAI, a multi-agent teams system. Versions prior to 4.6.9 fail to enforce a command allowlist or argument validation inside the parse_mcp_command() function. Attackers can pass arbitrary executables such as bash, python, or /bin/sh with inline code execution flags directly to subprocess execution. The flaw is tracked under CWE-77: Improper Neutralization of Special Elements used in a Command. Maintainers patched the issue in version 4.6.9.

Critical Impact

Network-accessible attackers can achieve arbitrary code execution on hosts running vulnerable PraisonAI deployments without authentication or user interaction.

Affected Products

  • PraisonAI versions prior to 4.6.9
  • Deployments using MCP (Model Context Protocol) command handling via parse_mcp_command()
  • Multi-agent systems built on the affected praison:praisonai component

Discovery Timeline

  • 2026-05-08 - CVE-2026-41497 published to NVD
  • 2026-05-08 - Last updated in NVD database

Technical Details for CVE-2026-41497

Vulnerability Analysis

PraisonAI exposes a Model Context Protocol (MCP) integration that parses command strings before handing them to subprocess execution. A prior fix attempted to constrain command handling, but the parse_mcp_command() function does not implement an allowlist of permitted executables or validate command arguments. As a result, requests containing shells and interpreters such as bash -c, python -c, or /bin/sh -c flow through to subprocess invocation with their inline code flags intact.

The vulnerability is exploitable over the network without authentication or user interaction. Successful exploitation grants the attacker the privileges of the PraisonAI process, which typically has access to agent context, API keys, and host resources.

Root Cause

The root cause is missing input neutralization in parse_mcp_command() [CWE-77]. The parser tokenizes input but does not verify that the resulting executable belongs to a permitted set, nor does it reject argument patterns associated with inline code execution. Any caller able to reach the MCP command handler can specify an arbitrary binary and arguments.

Attack Vector

An attacker submits a crafted MCP command referencing a shell or scripting interpreter with an inline execution flag. The parser splits the string and forwards it to subprocess, which executes the requested interpreter and the attacker-controlled payload. Because the network attack vector requires no privileges, any exposure of the MCP endpoint to untrusted networks is sufficient for exploitation. Refer to the GitHub Security Advisory GHSA-9qhq-v63v-fv3j for additional technical context.

Detection Methods for CVE-2026-41497

Indicators of Compromise

  • Process telemetry showing the PraisonAI process spawning bash, sh, python, or python3 with -c arguments
  • Outbound network connections from PraisonAI host processes to unexpected destinations following MCP requests
  • New or modified files in agent working directories that were not produced by legitimate workflows

Detection Strategies

  • Inspect application logs for MCP command strings containing shell metacharacters, interpreter names, or -c/-e flags
  • Correlate child process creation events under the PraisonAI parent process against a baseline of expected MCP tool binaries
  • Hunt for subprocess invocations whose argv includes inline script payloads originating from MCP request handlers

Monitoring Recommendations

  • Enable command-line auditing on hosts running PraisonAI and forward events to a centralized logging or SIEM platform
  • Alert on any execution of interpreter binaries by the PraisonAI service account that was not present in pre-deployment baselines
  • Monitor the PraisonAI GitHub repository for additional advisories and verify deployed versions remain current

How to Mitigate CVE-2026-41497

Immediate Actions Required

  • Upgrade PraisonAI to version 4.6.9 or later, which adds the missing allowlist and argument validation in parse_mcp_command()
  • Restrict network access to the MCP endpoint so that only trusted clients can submit commands
  • Rotate any credentials, API keys, or tokens accessible to the PraisonAI process if exploitation cannot be ruled out

Patch Information

The issue is fixed in PraisonAI 4.6.9. Review the upstream fix in the GitHub commit 47bff65 and the GHSA-9qhq-v63v-fv3j advisory before deploying.

Workarounds

  • Place the PraisonAI service behind authenticated reverse proxies and network ACLs that block untrusted callers
  • Run the PraisonAI process under a dedicated low-privilege account with no shell access where feasible
  • Apply container or system-level execution policies that block the PraisonAI process from spawning interpreter binaries
bash
# Configuration example: upgrade to the patched release
pip install --upgrade 'praisonai>=4.6.9'
praisonai --version

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

  • Vulnerability Details
  • TypeRCE

  • Vendor/TechPraison

  • SeverityCRITICAL

  • CVSS Score9.8

  • EPSS Probability0.10%

  • Known ExploitedNo
  • CVSS Vector
  • CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H
  • Impact Assessment
  • ConfidentialityLow
  • IntegrityNone
  • AvailabilityHigh
  • CWE References
  • CWE-77
  • Vendor Resources
  • GitHub Commit Details

  • GitHub Security Advisory GHSA-9qhq-v63v-fv3j
  • Related CVEs
  • CVE-2026-44336: Praison Praisonai RCE Vulnerability

  • CVE-2026-44339: Praison PraisonAI RCE Vulnerability

  • CVE-2026-34955: Praison Praisonai RCE Vulnerability

  • CVE-2026-41496: Praison Praisonai SQLi 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