
Machine Learning Antispam Security & Risk Analysis
wordpress.org/plugins/machine-learning-antispamThe Machine Learning Antispam Plugin uses Machine Learning to detect spam and adult content comments and mark them as spam.
Is Machine Learning Antispam Safe to Use in 2026?
Generally Safe
Score 85/100Machine Learning Antispam has no known CVEs and is actively maintained. It's a solid choice for most WordPress installations.
The "machine-learning-antispam" plugin v1.0 presents a mixed security posture. On the positive side, the static analysis reveals no immediate critical vulnerabilities such as dangerous functions, SQL injection risks due to 100% prepared statement usage, file operations, or known CVEs. The absence of AJAX handlers, REST API routes, shortcodes, and cron events significantly limits the potential attack surface. However, a significant concern arises from the complete lack of output escaping, meaning all 9 identified output points are vulnerable to cross-site scripting (XSS) attacks. Furthermore, the plugin makes external HTTP requests, which could potentially be exploited if not handled securely. The plugin also lacks any nonce or capability checks, leaving it open to various forms of unauthorized actions if an attack vector is discovered. The absence of vulnerability history is a positive indicator, suggesting responsible development or a lack of past exploitable issues. Nevertheless, the critical finding of unescaped output, combined with the lack of authentication checks for potential future entry points, requires immediate attention.
Key Concerns
- No output escaping detected
- No nonce checks
- No capability checks
- External HTTP requests without clear handling
Machine Learning Antispam Security Vulnerabilities
Machine Learning Antispam Code Analysis
Output Escaping
Machine Learning Antispam Attack Surface
WordPress Hooks 6
Maintenance & Trust
Machine Learning Antispam Maintenance & Trust
Maintenance Signals
Community Trust
Machine Learning Antispam Alternatives
Akismet Anti-spam: Spam Protection
akismet
The best anti-spam protection to block spam comments and spam in a contact form. The most trusted antispam solution for WordPress and WooCommerce.
Disable Comments – Remove Comments & Stop Spam [Multi-Site Support]
disable-comments
Allows administrators to globally disable comments on their site. Comments can be disabled according to post type. Multisite friendly.
Antispam Bee
antispam-bee
Sophisticated antispam plugin for effective daily comment and trackback spam-fighting. Built with data protection and privacy in mind.
Spam protection, Honeypot, Anti-Spam by CleanTalk
cleantalk-spam-protect
Blocks spam comments, fake users, contact form spam and more. No impact on SEO. Privacy focused. CAPTCHA free, premium Antispam plugin.
Captcha Code
captcha-code-authentication
GDPR compatible captcha anti-spam protection for login form, comments form, registration form & lost password form. Eliminate spam with captcha.
Machine Learning Antispam Developer Profile
1 plugin · 10 total installs
How We Detect Machine Learning Antispam
Patterns used to identify this plugin on WordPress sites during automated security audits and web crawling.