TF-IDF Analyzer - Free Online SEO Text Tool | IconVault
Rank up to 8 documents by TF-IDF relevance to any query with a per-term score breakdown. Free, 100% in your browser, nothing uploaded.
TF-IDF Analyzer
Score the keywords that matter in any document with TF-IDF
Fill at least 2 documents, enter a query, and hit Rank documents
5 of 5 free analyses left - runs fully in your browser.
Client-side demo ranking: standard TF-IDF with natural-log IDF, tokenized on words, case-insensitive.
About this tool
IconVault's TF-IDF Analyzer ranks up to 8 documents by term frequency-inverse document frequency relevance to your query, with a full per-term score breakdown showing TF, DF, IDF and TF-IDF for every query term in every document. It is the classic information-retrieval measure behind keyword relevance scoring, explained visually instead of as a formula.
Everything runs fully in your browser in JavaScript, so your documents are never uploaded and the tool works offline once loaded. It is free with no signup. The honest note: TF-IDF is a bag-of-words measure, it ignores word order and synonyms, so use it to compare keyword relevance across drafts, not as a final SEO quality score.
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