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  1. How to get the matching passages instead of rea...

    Let an AI agent quote the passages that answer a question — with a few words of context — instead of reading whole documents into its context, locally over MCP....document search: which files match (JSON) context grows with the corpus...

    docs.groupdocs.com/search/mcp/use-cases/quote-m...
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  2. How to search documents with AI agents using MC...

    Search a folder of PDF, Word, Excel and email files with an AI agent over MCP, locally: index once, find the matching documents, and quote the passages....returns the matching documents as JSON. Quote the passages — returns...

    docs.groupdocs.com/search/mcp/use-cases/search-...
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  3. Search for embedded object with custom serializ...

     This article explains how to search for embedded electronic signatures with custom serialization in document metadata. This topic contains example of custom serialization, class definition and search for serialized objects in the document metadata with GroupDocs.Signature....default Signature uses embedded json format serialization but allows...

    docs.groupdocs.com/signature/java/search-for-em...
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  4. Archive

    archives...min Tables out of PDFs, into JSON, without an LLM guessing the...Igor Zubarev · 5 min Compare JSON Files in C#, Java, and Node...

    blog.groupdocs.com/archives/
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  5. Quote Passages from Documents with AI | GroupDo...

    Get answers from your own files that quote the passage they rest on, locally: Claude, Cursor or Copilot read matching fragments, not whole documents....document search: which files match (JSON) context grows with the corpus...

    blog.groupdocs.com/search/grounded-answers-quot...
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  6. Running in Docker | GroupDocs

    Learn how to run GroupDocs.Viewer for Node.js via Java inside Docker containers with examples, dependencies, and troubleshooting....json # Node.js project file ├── 📄...process . exit ( 0 ); package.json { "name" : "GroupDocs.Viewer...

    docs.groupdocs.com/viewer/nodejs-java/running-i...
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  7. Working with Groupdocs Signature API from Ruby

    Today we will find out how to use GroupDocs’ Ruby SDK. We will create a GroupDocs Signature envelope sample with the Sinatra framework. GroupDocs Signature envelopes are used to prepare documents for digital signature and managing the signature process. Setting Up First, create the application folders structure: your_app/public – for CSS files. your_app/samples – for sample files. your_app/views – for view files, we will use Haml for these. Also we need to create a Gemfile in our project’s root directory with the following content: https://gist....callback is application/json data = JSON.parse(request.body.read)...'/envelope-sample/sign-and-download' do data = JSON.parse(request.body.read) begin...

    blog.groupdocs.com/signature/working-with-group...
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  8. GroupDocs.Metadata for Python 26.9 – CLI, New A...

    GroupDocs.Metadata for Python 26.9 adds a command‑line tool, support for Apple Archive, GZIP, BZ2, XZ and Zstandard, restores PowerPoint handling, upgrades the engine to 26.8 and removes the libgdiplus dependency....json # json, csv, xlsx, xls or xml groupdocs-metadata...

    blog.groupdocs.com/metadata/groupdocs-metadata-...
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  9. Introducing GroupDocs.Assembly for Java | Group...

    Introduction to GroupDocs.Assembly for Java GroupDocs.Assembly for Java is a Java API engine designed to generate documents based on templates. In essence, the engine accepts a template document and some data, assembles data with the template document as per syntax defined by the template document and then, generates the output document in the template’s format or in the specified output format. Since GroupDocs.Assembly for Java can generate documents based on a data source, essentially it serves two purposes: Document Automation and Report Generation....sources: Database XML OData JSON Custom Java Objects Furthermore...

    docs.groupdocs.com/assembly/java/introducing-gr...
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  10. basic-example.zip

    basic-example/.dockerignore node_modules groupdocs.comparison/node_modules npm-debug.log* yarn-debug.log* pnpm-debug.log* .git .env .DS_Store logs *.log basic-example/.gitignore node_modules/ npm-d......json ./ # Install dependencies RUN...["--help"] basic-example/package.json { "name": "GroupDocs.Comparison...

    docs.groupdocs.com/comparison/nodejs-java/_samp...
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