#Text Analysis MCP Servers
Discover 39 MCP servers tagged with Text Analysis on the Vinkius App Catalog.
Cohere (Embed & Rerank) MCP
Empower RAG via Cohere. Generate high-quality text embeddings, rerank documents for better accuracy, and perform AI classification directly from any AI agent.
OOPSpam MCP
Block spam submissions on your forms and comments with an AI-powered filter that catches bots without annoying real users.
Lucidya MCP
Monitor social media, analyze sentiment, and manage customer data via the Lucidya API.
GPTZero MCP
Detect AI-generated text with confidence scores and highlight exactly which passages were likely written by a language model.
Winston AI MCP
Detect AI-generated content in essays, articles, and documents with high accuracy for educational institutions and publishers.
Deterministic Text Summarizer & Extractor MCP
Equip your AI with pure Term Frequency (TF) text analysis. Deterministically extract keywords, bigrams, and generate extractive summaries without external API calls.
Thesaurus API MCP
Search synonyms and antonyms. Audit linguistics via AI.
Text Readability Scorer MCP
Calculate mathematically accurate readability metrics (Flesch-Kincaid, Gunning Fog, SMOG) for any text. Stop relying on AI 'feelings'. Get exact US grade levels for SEO and compliance.
TF-IDF Vectorizer Engine MCP
Exact Term Frequency-Inverse Document Frequency scores. Stop LLMs from guessing keyword relevance across massive corpuses.
WhatsApp Chat Export Parser MCP
Turn messy WhatsApp chat exports into clean, structured JSON instantly. Let your AI search years of conversations, find lost addresses, and summarize long threads local.
LLM ROUGE & BLEU Evaluator MCP
Evaluate AI text generation quality. Compute exact mathematical BLEU and ROUGE scores comparing generated text to reference documents.
Deterministic Readability Scorer MCP
Equip your AI with strict linguistic math. Calculate Flesch-Kincaid, Gunning Fog indexes, and exact reading times deterministically.
Count Words for Agents MCP
Text analysis tool that counts words, characters, sentences, and paragraphs. Validates maximum length constraints so AI agents can generate text that strictly respects exact limits.
DeepOpinion (No-code NLP & Text AI API) MCP
Automate NLP and text analysis with DeepOpinion. List custom models, run single predictions, and process text batches directly from your AI agent.
MonkeyLearn MCP
Automate text analysis via MonkeyLearn. Classify sentiment, extract keywords, and run custom NLP pipelines directly from any AI agent.
NLP Cloud MCP
High-performance NLP API for text summarization, entity extraction, classification, sentiment analysis, ASR, and translation.
OneAI MCP
Analyze text and media with OneAI Language Skills. Summarize, extract entities, and transcribe audio directly through your AI agent.
TextRazor MCP
Advanced Natural Language Processing (NLP) to extract entities, topics, and relations from text or URLs.
Readability & SEO Scorer MCP
Audit text for SEO performance using Flesch-Kincaid, sentence density, and passive voice analysis.
Content Gap Identifier MCP
Identify missing keywords and topics by comparing your content against competitors using TF density analysis.
Keyword Density Analyzer MCP
Calculate keyword frequency, density percentage, and spatial distribution in text to optimize SEO content.
Keyword Extractor MCP
Extract and rank significant keywords from text using term frequency and density analysis.
Keyword Proximity Checker MCP
Analyze text to measure the word distance between keywords for SEO relevance.
LSI Keyword Finder MCP
Extract semantically related keywords using co-occurrence, synonyms, and morphological variations.
Long-Tail Extractor MCP
Identify recurring word sequences (n-grams) to discover potential long-tail keyword candidates within any text.
Regex from Examples MCP
Generate ranked regular expression candidates from input and extraction pairs.
Brand Voice Consistency Checker MCP
Audit copy samples against brand voice profiles for linguistic and stylistic alignment.
New Cognitive Load Scorer MCP
Quantify the mental effort required to process text by measuring linguistic complexity.
New Content Length Benchmark Analyzer MCP
Analyze copy length, density, and structural scannability against established copywriting benchmarks.
New Localization Readiness Checker MCP
Identify linguistic, cultural, and structural risks in your source text to ensure high-quality localization.
New Sentence Rhythm Analyzer MCP
Analyze prose rhythm, sentence length variance, and structural scannability.
New FAQ Clarity Analyzer MCP
Audit FAQ content for naturalness, complexity, and readability consistency.