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ClaudeChatGPTPerplexityGeminiMicrosoft CopilotRaycastMeta AIGrokZ.aiQwenKimi
DeepSeekMistralCursorVS CodeWindsurfJetBrainsClineLovableVercel AI SDKLangChain

Use MeaningCloud with your AI.

Connect your account once and let the AI you already use work with it, without building another integration. Advanced text analytics for sentiment analysis, topic extraction, language detection, and automatic summarization.

Included with plan

Ask AI about this Connector

Developed, maintained, and hosted by Vinkius.

MCP VERIFIED · PRODUCTION READY · VINKIUS GUARANTEED

Waiting for input…

Works with modern AI clients that support MCP, including ChatGPT, Claude, Cursor, and more.

ChatGPTClaudeCursorPerplexityGeminiMicrosoft CopilotRaycastMeta AI

Complete set · 6 capabilities

The complete MeaningCloud capability set.

These are the exact actions your AI can choose when you ask it to work with MeaningCloud.

Capability set01 / 02

01-03

3 capabilities in this set.

Part of 6 available through MeaningCloud.

  1. 01

    Detect language

    Identify the language of a text

  2. 02

    Summarize text

    Extract the most relevant sentences to create a summary

  3. 03

    Analyze sentiment

    Analyze the sentiment of a text

Capability set02 / 02

04-06

3 capabilities in this set.

Part of 6 available through MeaningCloud.

  1. 04

    Categorize text

    G., IAB_2.0_en, Business_en). Assign categories to a text based on a taxonomy

  2. 05

    Cluster text

    Group a collection of documents into clusters

  3. 06

    Extract topics

    Extract topics, entities, and concepts from text

Observed, not estimated

881ms average. Fast in production.

MeaningCloud is checked daily against the live service.

Daily averagePeak 1266ms
Aug 20Today
Fastest day
725ms
Slowest day
1266ms
14-day trend
Slowing+9%

Connect your client

One URL. Every client.

Activate the Connector, copy your link, and paste it into the client you already use. 6 capabilities arrive ready to run.

Preview access · not provider authentication

The vk_preview_* token belongs to Vinkius preview infrastructure. It lets Claude discover and display the capabilities of MeaningCloud, so you can see the experience inside your AI.

It does not authenticate your account with MeaningCloud. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.

MeaningCloud Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_ci7wUEXUooIV5O30n0FSRcWOY6xykLKoUj6B44uN/mcp

Claude Desktop

Follow the steps below to connect in seconds.

  1. 1In Claude Desktop, open Settings → Connectors.
  2. 2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
  3. 3Click Add and start a new chat — MeaningCloud capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "meaningcloud-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_ci7wUEXUooIV5O30n0FSRcWOY6xykLKoUj6B44uN/mcp"
    }
  }
}
  • Claude
  • ChatGPT
  • Cursor
  • VS Code
  • Windsurf
  • Claude Code
  • JetBrains
  • Cline

Step-by-step instructions for each client are in the guide. How to connect

FAQ

Questions MeaningCloud owners ask.

  • 01

    Can the AI detect if a customer is being ironic in their feedback?

    Yes. The analyze_sentiment capability identifies not only the polarity (positive/negative) but also the presence of irony and the degree of subjectivity in the text.

  • 02

    How do I extract specific entities like names or locations from a news article?

    Use the extract_topics capability. You can provide a URL or raw text, and it will return a structured list of entities (people, places, organizations) and concepts found.

  • 03

    Is it possible to summarize a long document into a specific number of sentences?

    Absolutely. The summarize_text capability allows you to specify the sentences parameter to control the length of the generated summary.

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