Keyword Frequency Analyzer

Keyword density as a metric is dead, Google hasn't cared about exact keyword counts since 2012. But topical coverage isn't. The pages that rank best for any query share a common vocabulary, semantic neighbours of the primary keyword that signal topical depth.

This tool extracts every 1-gram, 2-gram, and 3-gram from any URL or pasted text. The competitor mode lets you compare your page against the top 3 ranking pages for any query, it shows the n-grams competitors use that you don't. That gap is your content backlog.

1. Pick a query you want to rank better for. Pull the top 3 ranking URLs from a Google search.

2. Paste each competitor URL into the analyser. Generate the n-gram report for each.

3. Paste your own URL. Generate its n-gram report.

4. Compare. Look for high-frequency n-grams in competitor reports that don't appear (or appear rarely) in yours.

5. Add those n-grams to your content as natural sub-sections, examples, or supporting paragraphs. Don't keyword-stuff, write actual content around the topic each n-gram represents.

6. Re-publish. Wait 4-8 weeks. Re-check rankings.

Keyword density tools have a long history of being misused. Some clarifications:

• Don't target a specific density percentage. There is no magic number, Google doesn't care about percentages.

• Don't add words just to "increase density". Add words because they make the content more useful. Density follows naturally.

• Don't obsess over single-word frequency. 2-grams and 3-grams matter more, they capture topic coverage, not keyword count.

• Don't use this for thin content rescue. If your content is genuinely shallow, no amount of keyword frequency tweaking will save it. Add depth first.