Deterministic Text Summarizer & ExtrをAIに接続

• 01 / 03キーワードとビグラムを抽出する
• 02 / 03テキストの事前処理方法
• 03 / 03ドキュメントの要約方法

最速日

664ms

最遅日

1212ms

14日間の傾向

改善傾向-25%

Deterministic Text Summarizer & Extractor Connector

準備完了です。MCPクライアントを選択し、セットアップ手順に従ってください。

コネクタリンクhttps://edge.vinkius.com/vk_preview_x32zMiM6lRsYu5lv1NDLGVRYYFMM8douF0KY03eU/mcpコピー

Claude Desktop

以下の手順で数秒で接続できます。

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 — Deterministic Text Summarizer & Extractor capabilities are ready to use.

設定 · claude_desktop_config.jsonコピー

{
  "mcpServers": {
    "deterministic-text-summarizer-extractor-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_x32zMiM6lRsYu5lv1NDLGVRYYFMM8douF0KY03eU/mcp"
    }
  }
}

• Claude
• ChatGPT
• Cursor
• VS Code
• Windsurf
• Claude Code
• JetBrains
• Cline

各クライアントの手順ガイドはこちらです。 接続方法

Claude向けのガイド付きセットアップ？ Deterministic Text Summarizer & ExtractorをClaudeや他のAIに設定する

このConnectorが対応するすべてのAIクライアントを見る ↑

• 01

  データサイエンティスト

  LLMの前処理として、正確なテキスト統計量やキーワード抽出が必要な専門家。

• 02

  SEOスペシャリスト

  コンテンツ内のトピックモデリングや、頻出フレーズの分析を行うマーケター。

• 03

  コンテンツアナリスト

  大量の文書から、情報の改変なしに重要な箇所を特定したい調査員。

• 01

  How is this different from a standard AI summary?

  Standard AI summaries are abstractive, meaning the AI rewrites the text. This MCP is extractive, meaning it pulls the original, unmodified sentences based on mathematical importance.

• 02

  Does this MCP require an external API key?

  No. This MCP uses a zero-dependency Javascript runtime to perform calculations locally without calling external NLP APIs.

• 03

  Which languages are supported?

  The keyword extraction capability includes built-in stop word filtering for English, Spanish, and Portuguese.

• 04

  Will this help reduce my token costs?

  Yes. By using extractive summarization to shorten text before your agent reads it, you use fewer tokens than if the agent had to process the entire document.

• 05

  Can I use this with Claude or Cursor?

  Yes. This MCP is compatible with any MCP-compatible client, including Claude, Cursor, and Windsurf.

• 06

  What is the difference between Extractive and Abstractive summarization?

  Abstractive summarization (what ChatGPT does) writes a completely new text based on its understanding. Extractive summarization (what this capability does) selects the most mathematically important sentences directly from the original text without changing a single word. It guarantees 100% factual accuracy.

• 07

  Does the keyword extraction ignore simple connection words?

  Yes. It has a built-in cross-language 'Stop Words' dictionary (supporting English, Portuguese, and Spanish) to ensure words like 'the', 'and', 'for', 'uma' are completely ignored during Term Frequency calculations.

• 08

  Why use this capability instead of just asking an AI to summarize?

  If you have a massive 50-page document, passing the entire text into an AI context window is extremely expensive and slow. Running an algorithmic extraction first condenses the text dramatically while retaining all key facts.

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