Internal linking that doesn't bleed credits.

How it works

TF-IDF first. LLMs only when you ask for them.

A two-pass JSONL tokenizer streams your corpus through a memory-bounded indexer, computing TF-IDF vectors and cosine similarities entirely in PHP. The result: relevant suggestions in milliseconds, even on shared hosting.

• Indexing runs in the background via Action Scheduler — never inline on save_post.
• Suggestions cache as transients keyed on post_id + post_modified_gmt with a 6-hour TTL.
• Optional LLM re-ranking hands the top-N candidates to OpenAI or Anthropic — your key, your spend, your control.
• Hooks everywhere — automatic_linker_tokenizer, automatic_linker_score_adjustment, automatic_linker_rule_replacement, and more.

// wp-config.php
define( 'AUTOMATIC_LINKER_LICENSORPRO_API_URL',
        'https://api.jnkplugins.com' );

// In any plugin or theme
add_filter( 'automatic_linker_score_adjustment',
    function( $score, $source, $target ) {
        // Boost links from cornerstone content.
        if ( has_term( 'cornerstone', 'post_tag', $source ) ) {
            return $score * 1.4;
        }
        return $score;
    }, 10, 3 );