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  1. Search Documents with an AI Agent | GroupDocs.S...

    Ask Claude, Cursor or Copilot questions about a folder of PDF, Word and email files, locally: a full-text index and three MCP calls, no vector database.... No OCR: scanned PDFs without a text...

    blog.groupdocs.com/search/do-you-need-vector-da...
  2. About Search Engines | GroupDocs

    This page is about the classification of search engines and what place GroupDocs.Search API occupies in this classification. There are a large number of ways to classify search engines. Here are the main ones...engine (reverse image search, OCR). In addition, the API can also...

    docs.groupdocs.com/search/java/about-search-eng...
  3. Claude Code Search PDF and DOCX | GroupDocs.Sea...

    Let Claude Code, Cursor or Copilot search the PDF datasheets and Word specs in your repo, locally: an MCP full-text index for the files grep cannot read.... No OCR: a scanned datasheet without...

    blog.groupdocs.com/search/grep-cant-read-pdf-co...
  4. llms.txt

    # GroupDocs > Central documentation index for GroupDocs on-premise document processing SDKs. Explore developer documentation and guides for all product families. GroupDocs provides on-premise docum......md)) - [Convert Image using OCR](https://docs.groupdocs.com/...com/conversion/net/convert-image-using-ocr/) ([md](https://docs.groupdocs...

    docs.groupdocs.com/llms.txt
  5. GroupDocs.Markdown for Python via .NET — Export...

    Convert PDF, Word, Excel, EPUB, and more to Markdown directly from Python. A self-contained PyPI wheel with a pythonic API, async support, and LLM-friendly output....earlier post covers the problem (OCR flattens structure, LLMs need...

    blog.groupdocs.com/markdown/groupdocs-markdown-...
  6. Agents and LLM Integration | GroupDocs

    GroupDocs.Viewer for Python via .NET is AI agent and LLM friendly — machine-readable documentation, an MCP server, AGENTS.md shipped inside the pip package, and runnable code examples for AI-driven document pipelines.... Render to PDF for OCR and page-level routing — with..."staging/incoming_ {0} .html" )) # PDF for OCR / page routing v . view ( PdfViewOptions...

    docs.groupdocs.com/viewer/python-net/agents-and...
  7. RAM usage - Free Support Forum - groupdocs.com

    Hello, We are experimenting with “big data” and GroupDocs.Search. Putting 10k files into the index works, putting 100k files into it works too (because of the recent ArithmeticOverflow fix), but indexing 1 million real…... UseStopWords , and whether OCR or image indexing is enabled...set (no in-index text storage) OCR / image indexing: not used at...

    forum.groupdocs.com/t/ram-usage/17742
  8. AI agents and LLM integration | GroupDocs

    Use GroupDocs.Redaction for Python via .NET with AI coding assistants and LLMs — the bundled AGENTS.md reference, the GroupDocs MCP server, and machine-readable documentation...., ocr_connector=...)` | Inject a logger...an `IRedactionCallback` , or OCR. | | `MetadataFilters` | `AUTHOR`...

    docs.groupdocs.com/redaction/python-net/agents-...
  9. Indexes with over 33%, sometimes even ~100% of ...

    Hello, We have observed in the past the indexes can get very large. Most people would probably expect the index to be 10% to maybe 30% of the total size of the original files. Unfortunately, we have observed values over…...it’s hex, base64, GUIDs and OCR noise. Making digits and +/=...

    forum.groupdocs.com/t/indexes-with-over-33-some...
  10. GroupDocs.Markdown for .NET — Export Documents ...

    Export PDF, Word, Excel, HTML, and more to Markdown with an on‑premises .NET API. First public release is published....documents (for example, using OCR that treats every page as a flat...become inaccurate or noisy. OCR can help for scanned documents...

    blog.groupdocs.com/markdown/groupdocs-markdown-...