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docs: Enhanced README with visual branding, badges, SDK docs, and MCP integration guide#1028

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edwinjosechittilappilly merged 6 commits into
langflow-ai:mainfrom
SonicDMG:flashy_readme_clean
Feb 26, 2026
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docs: Enhanced README with visual branding, badges, SDK docs, and MCP integration guide#1028
edwinjosechittilappilly merged 6 commits into
langflow-ai:mainfrom
SonicDMG:flashy_readme_clean

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  • Added OpenRAG logo and animated demo GIF
  • Added workflow diagram and quick start screenshots
  • Enhanced badge system with for-the-badge style and social metrics
  • Added Highlight Features section
  • Added SDK documentation for Python and TypeScript/JavaScript
  • Added MCP integration guide
  • Improved structure with emojis and better organization

…ration guide

- Added OpenRAG logo and animated demo GIF
- Added workflow diagram and quick start screenshots
- Enhanced badge system with for-the-badge style and social metrics
- Added Highlight Features section
- Added SDK documentation for Python and TypeScript/JavaScript
- Added MCP integration guide
- Improved structure with emojis and better organization
Copilot AI review requested due to automatic review settings February 25, 2026 21:56
@github-actions github-actions Bot added documentation 📘 Improvements or additions to documentation community and removed documentation 📘 Improvements or additions to documentation labels Feb 25, 2026
@github-actions github-actions Bot added documentation 📘 Improvements or additions to documentation and removed documentation 📘 Improvements or additions to documentation labels Feb 25, 2026

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Pull request overview

This PR updates the project’s top-level documentation and visual assets to improve README branding and onboarding, including workflow visuals and quick-start screenshots, plus sections for SDKs and MCP usage.

Changes:

  • Revamps README.md with logo, badges, highlight features, workflow diagram, quick-start screenshots, SDK snippets, and MCP configuration.
  • Adds new documentation images (logo SVG, workflow diagram SVG, and screenshots) under docs/static/img/.
  • Embeds the new visual assets into the README to provide a more guided “first run” experience.

Reviewed changes

Copilot reviewed 1 out of 7 changed files in this pull request and generated 3 comments.

Show a summary per file
File Description
docs/static/img/workflow-diagram.svg Adds a workflow diagram asset used in the README.
docs/static/img/uv_run_openrag.png Adds a quick-start “launch” screenshot used in the README.
docs/static/img/openrag-logo-dog.svg Adds the OpenRAG logo used at the top of the README.
docs/static/img/add_knowledge_openrag.png Adds a quick-start “add knowledge” screenshot used in the README.
README.md Major README restructure: branding, badges, workflow/how-it-works, quick start, SDK & MCP sections.

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Comment thread README.md
Comment on lines +13 to +31

[![Langflow](https://img.shields.io/badge/Langflow-1C1C1E?style=for-the-badge&logo=langflow)](https://github.com/langflow-ai/langflow)
[![OpenSearch](https://img.shields.io/badge/OpenSearch-005EB8?style=for-the-badge&logo=opensearch&logoColor=white)](https://github.com/opensearch-project/OpenSearch)
[![Docling](https://img.shields.io/badge/Docling-000000?style=for-the-badge)](https://github.com/docling-project/docling)

</p>

<p align="center">

[![YouTube Channel](https://img.shields.io/youtube/channel/subscribers/UCn2bInQrjdDYKEEmbpwblLQ?label=Subscribe&style=social)](https://www.youtube.com/@OpenRAG/)
[![GitHub stars](https://img.shields.io/github/stars/langflow-ai/openrag?style=social)](https://github.com/langflow-ai/openrag/stargazers)
[![GitHub forks](https://img.shields.io/github/forks/langflow-ai/openrag?style=social)](https://github.com/langflow-ai/openrag/network/members)

</p>

<p align="center">

[![Ask DeepWiki](https://deepwiki.com/badge.svg)](https://deepwiki.com/langflow-ai/openrag)

Copilot AI Feb 25, 2026

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The badges are written using Markdown link/image syntax inside an HTML block (<p align="center">...</p>). GitHub does not render Markdown inside HTML blocks, so these will show up as literal text instead of badges. Use pure HTML for the badges (e.g., <a><img/></a>) or remove the surrounding HTML so the Markdown is parsed.

Suggested change
[![Langflow](https://img.shields.io/badge/Langflow-1C1C1E?style=for-the-badge&logo=langflow)](https://github.com/langflow-ai/langflow)
[![OpenSearch](https://img.shields.io/badge/OpenSearch-005EB8?style=for-the-badge&logo=opensearch&logoColor=white)](https://github.com/opensearch-project/OpenSearch)
[![Docling](https://img.shields.io/badge/Docling-000000?style=for-the-badge)](https://github.com/docling-project/docling)
</p>
<p align="center">
[![YouTube Channel](https://img.shields.io/youtube/channel/subscribers/UCn2bInQrjdDYKEEmbpwblLQ?label=Subscribe&style=social)](https://www.youtube.com/@OpenRAG/)
[![GitHub stars](https://img.shields.io/github/stars/langflow-ai/openrag?style=social)](https://github.com/langflow-ai/openrag/stargazers)
[![GitHub forks](https://img.shields.io/github/forks/langflow-ai/openrag?style=social)](https://github.com/langflow-ai/openrag/network/members)
</p>
<p align="center">
[![Ask DeepWiki](https://deepwiki.com/badge.svg)](https://deepwiki.com/langflow-ai/openrag)
<a href="https://github.com/langflow-ai/langflow">
<img src="https://img.shields.io/badge/Langflow-1C1C1E?style=for-the-badge&logo=langflow" alt="Langflow" />
</a>
<a href="https://github.com/opensearch-project/OpenSearch">
<img src="https://img.shields.io/badge/OpenSearch-005EB8?style=for-the-badge&logo=opensearch&logoColor=white" alt="OpenSearch" />
</a>
<a href="https://github.com/docling-project/docling">
<img src="https://img.shields.io/badge/Docling-000000?style=for-the-badge" alt="Docling" />
</a>
</p>
<p align="center">
<a href="https://www.youtube.com/@OpenRAG/">
<img src="https://img.shields.io/youtube/channel/subscribers/UCn2bInQrjdDYKEEmbpwblLQ?label=Subscribe&style=social" alt="YouTube Channel - Subscribe to OpenRAG" />
</a>
<a href="https://github.com/langflow-ai/openrag/stargazers">
<img src="https://img.shields.io/github/stars/langflow-ai/openrag?style=social" alt="GitHub stars: langflow-ai/openrag" />
</a>
<a href="https://github.com/langflow-ai/openrag/network/members">
<img src="https://img.shields.io/github/forks/langflow-ai/openrag?style=social" alt="GitHub forks: langflow-ai/openrag" />
</a>
</p>
<p align="center">
<a href="https://deepwiki.com/langflow-ai/openrag">
<img src="https://deepwiki.com/badge.svg" alt="Ask DeepWiki about langflow-ai/openrag" />
</a>

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@copilot if I give you the updated code, can you apply it here?

Comment thread README.md
&nbsp;&nbsp;
<a href="https://github.com/docling-project/docling"><img src="https://img.shields.io/badge/Docling-000000?style=flat" alt="Langflow"></a>
&nbsp;&nbsp;
<img src="./docs/static/img/openrag_readme_downsized.gif" alt="OpenRAG Demo" width="100%"/>

Copilot AI Feb 25, 2026

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The demo GIF is referenced with width="100%", but the HTML img width attribute is a pixel value (percent is invalid in HTML5 and may be ignored). Also, the referenced openrag_readme_downsized.gif is currently ~17MB in docs/static/img, which will significantly bloat repo clones and make the README heavy to load. Consider using a smaller asset (optimize further, convert to MP4/WebM + linked thumbnail, or host the demo externally) and use CSS (e.g. style="width:100%") if you want responsive sizing.

Suggested change
<img src="./docs/static/img/openrag_readme_downsized.gif" alt="OpenRAG Demo" width="100%"/>
<img src="./docs/static/img/openrag_readme_downsized.gif" alt="OpenRAG Demo" style="width: 100%; max-width: 900px; height: auto;"/>

Copilot uses AI. Check for mistakes.
Comment thread README.md Outdated
@github-actions github-actions Bot added documentation 📘 Improvements or additions to documentation and removed documentation 📘 Improvements or additions to documentation labels Feb 25, 2026
@github-actions github-actions Bot added documentation 📘 Improvements or additions to documentation and removed documentation 📘 Improvements or additions to documentation labels Feb 26, 2026
@github-actions github-actions Bot added documentation 📘 Improvements or additions to documentation and removed documentation 📘 Improvements or additions to documentation labels Feb 26, 2026
@github-actions github-actions Bot added documentation 📘 Improvements or additions to documentation and removed documentation 📘 Improvements or additions to documentation labels Feb 26, 2026
@edwinjosechittilappilly edwinjosechittilappilly merged commit eb11bf2 into langflow-ai:main Feb 26, 2026
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4 participants