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    TDQS

    B3.1/5.0

    Scored across 45 tools

    Disambiguation3/5

    Many tools have clear purposes, but multiple readability indices (ARI, Coleman-Liau, Flesch, etc.) and multiple sentiment tools (aspect, sentence, overall) overlap in function, creating confusion for agents.

    Naming Consistency4/5

    Most tools follow a verb_noun pattern (e.g., clean_lowercase, get_cosine_similarity), but some use different verbs like 'detect_text_encoding_type' vs 'check_is_english', with minor inconsistency.

    Tool Count3/5

    45 tools is on the high side for an NLP toolkit; many functionalities could be consolidated (e.g., several readability formulas into one tool). Still, each individual tool is specific.

    Completeness4/5

    The server covers a wide range of text analysis: cleaning, tokenization, readability, similarity, sentiment, keyword extraction, language detection. Missing lemmatization, but comprehensive overall.

    Maintenance

    ActivityMaintained
    ResponsivenessSyncing