TextRazor

TextRazor MCP Connector for Claude

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Advanced Natural Language Processing (NLP) to extract entities, topics, and relations from text or URLs.

11 tools Official Updated Jun 28, 2026 Official Vinkius Partner

Connect TextRazor to your AI agent to unlock state-of-the-art text analysis capabilities. This server allows your agent to perform deep semantic analysis on raw text or live web content, identifying thousands of entity types and complex relationships.

What you can do

  • Deep Text Analysis — Extract entities, topics, relations, and dependency trees from any text input or public URL.
  • Custom Dictionaries — Create and manage your own dictionaries to identify domain-specific terminology or proprietary entities.
  • Content Categorization — Automatically classify content into thousands of topics and categories for better organization.
  • Entity Disambiguation — Link extracted entities to knowledge bases like DBPedia and Freebase for rich context.
  • Cleanup & Extraction — Automatically strip HTML tags or use metadata to improve analysis accuracy on web pages.

How it works

  1. Subscribe to this server
  2. Enter your TextRazor API Key
  3. Start analyzing documents and websites directly from your AI assistant

Who is this for?

  • Data Scientists — automate the extraction of structured data from massive amounts of unstructured text
  • Content Managers — automatically tag and categorize articles or blog posts for SEO and discovery
  • Market Researchers — monitor news and social media by extracting key entities and relations in real-time
nlpentity-extractiontext-analysissemantic-webtopic-tagging

11 tools expose this connector's capabilities to your AI agent.

add_dictionary_entries

Add entries to a custom dictionary

analyze_text

Provide either text or url, and a comma-separated list of extractors. Analyze text or URL to extract entities, topics, relations, etc

create_category

Create or update a custom classifier/category

create_dictionary

Create a new custom dictionary

delete_category

Delete a custom classifier

delete_dictionary

Delete a custom dictionary and its entries

get_account

Get account details, usage, and limits

get_dictionary

Get details of a specific custom dictionary

list_categories

List all categories in a custom classifier

list_dictionary_entries

List all entries in a custom dictionary

list_dictionaries

List all custom dictionaries

See how to talk to your AI agent using TextRazor.

Analyze this text for entities and topics: 'TextRazor is a startup based in London specializing in NLP.'

I've analyzed the text. I found entities like 'TextRazor' (Company) and 'London' (Place), and identified topics related to 'Natural Language Processing' and 'Technology startups'.

Extract relations and dependency trees from the URL https://www.textrazor.com/

I've processed the content from the URL. I've mapped out the grammatical dependency trees and extracted key relations between the entities mentioned on the page.

Create a new dictionary called 'MedicalTerms' for specialized analysis.

I have successfully created the 'MedicalTerms' dictionary. You can now start adding entries to it using the add_dictionary_entries tool.

Use the `analyze_text` tool and provide the target link in the `url` parameter. TextRazor will fetch the content and process it based on your requested extractors.

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