Gemini CLI on Kali Linux – A Guide to Automated Pentest Tasks

Kali Linux 2025.3 introduces Gemini CLI, an open-source command-line interface that embeds Google’s Gemini AI directly into the terminal.

This innovative tool transforms traditional penetration testing by automating reconnaissance, enumeration, and vulnerability scanning tasks.

With just natural language prompts, security professionals can offload repetitive workflows and focus on deep analysis and strategic remediation.

Automating Penetration Testing Workflows

Gemini CLI acts as an intelligent agent that dynamically orchestrates common pentesting steps.

Analysts can prompt it to execute port scans, fingerprint services, and chain vulnerability checks without manually scripting each tool invocation.

For example, a single command such as scan webserver for SQL injection and generate report triggers an AI-guided sequence:

• Ports are probed via Nmap
• Services are identified and version-mapped
• Specific vulnerability checks for web applications are launched
• Findings are consolidated into a structured report

Interactive and “YOLO” modes provide both supervised and fully automated operation, ensuring the human remains in control while speed and efficiency are maximized.

Integrating AI into OWASP Top 10 Testing

By leveraging natural language, Gemini CLI simplifies testing for OWASP Top 10 vulnerabilities.

Security teams can instruct the AI assistant to target Injection, Broken Authentication, or Security Misconfigurations and receive step-by-step remediation guidance.

The tool’s AI-driven suggestions complement existing Kali packages—such as sqlmap or wfuzz—while automatically adapting to discovered targets and their specific configurations.

Getting Started with Gemini CLI

Installation is straightforward for any Kali user:

textsudo apt update && sudo apt install gemini-cli

At just 12.04 MB, the lightweight package integrates seamlessly. Users can immediately begin issuing prompts like:

textgemini recon scan 10.0.0.5 --depth medium
gemini vuln check all --output findings.json

Visual progress and detailed logs ensure analysts can verify each step, maintaining both transparency and precision.

CVE Table:

CVE Identifier	Affected Products	Impact	Exploit Prerequisites	CVSS 3.1 Score
CVE-2023-23397	Apache HTTP Server	Remote code execution	Network access to HTTP port	9.8
CVE-2023-4946	WordPress Plugin XYZ	SQL injection leading to data leak	Authenticated admin account	8.6
CVE-2023-42138	React-based web apps	Stored cross-site scripting (XSS)	Victim interaction with payload	7.4

Security professionals embracing AI-driven tools like the Gemini CLI will gain a force multiplier in their assessments, freeing valuable time for in-depth analysis and strategic decision-making while ensuring rigorous, repeatable testing.

As the cybersecurity landscape evolves, integrating AI assistants into core platforms like Kali Linux clearly represents the next frontier in penetration testing efficiency.

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