diff --git a/CHANGELOG.md b/CHANGELOG.md
index 4a0484a..eceb602 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,14 +1,15 @@
-## 0.2.4 - 01.10.2025
+## 0.2.4 - 02.11.2025
 
 ### 🚀 Features
 
-- Added possibility to use subfields in show utils and added padding option to the YoloOnnxDetector
-- Added SignatureDetector
-- Updated ImageCropBoxes to support multiple boxes
-- Added LineOrientation detector model to the TesseractRecognizer
-- Added FaceDetector, SignatureDetector
-- Added PdfAssembler
+- Added [FaceDetector](https://scaledp.stabrise.com/en/latest/models/detectors/face_detector.html) transformer
+- Added [SignatureDetector](https://scaledp.stabrise.com/en/latest/models/detectors/signature_detector.html) transformers
+- Added [PdfAssembler](https://scaledp.stabrise.com/en/latest/pdf/pdf_assembler.html) transformer for assembling PDFs
+- Updated [ImageCropBoxes](https://scaledp.stabrise.com/en/latest/image/image_crop_boxes.html) to support multiple boxes
+- Added LineOrientation detector model to the [TesseractRecognizer](https://scaledp.stabrise.com/en/latest/models/recognizers/tesseract_recognizer.html)
+- Added possibility to use subfields in [Show Utils](https://scaledp.stabrise.com/en/latest/show_utils.html)
+- Added padding option to [YoloOnnxDetector](https://scaledp.stabrise.com/en/latest/models/detectors/yolo_onnx_detector.html)
 
 ### 🐛 Bug Fixes
 
-- Fixed borders in show utils
+- Fixed borders in [Show Utils](https://scaledp.stabrise.com/en/latest/show_utils.html)
diff --git a/README.md b/README.md
index 91dec48..a1ed653 100644
--- a/README.md
+++ b/README.md
@@ -14,17 +14,27 @@
     <a href="https://github.com/stabrise/spark-pdf/blob/main/LICENSE"><img alt="GitHub" src="https://img.shields.io/github/license/stabrise/spark-pdf.svg?color=blue"></a>
     <a href="https://stabrise.com"><img alt="StabRise" src="https://img.shields.io/badge/powered%20by-StabRise-orange.svg?style=flat&colorA=E1523D&colorB=007D8A"></a>
     <a href="https://app.codacy.com/gh/StabRise/ScaleDP/dashboard?utm_source=gh&utm_medium=referral&utm_content=&utm_campaign=Badge_grade">
-    <img src="https://app.codacy.com/project/badge/Grade/98570508281140c2a33e616a4f749c20" alt="Codacy Badge" />
-</a></p>
+      <img src="https://app.codacy.com/project/badge/Grade/98570508281140c2a33e616a4f749c20" alt="Codacy Badge" /></a>    
+    <a href="https://github.com/pre-commit/pre-commit"><img src="https://img.shields.io/badge/pre--commit-enabled-brightgreen?logo=pre-commit&logoColor=white" alt="pre-commit"></a>
+    <a href="https://python-poetry.org/"><img src="https://img.shields.io/endpoint?url=https://python-poetry.org/badge/v0.json" alt="Poetry"/></a>
+    <a href="https://github.com/psf/black"><img src="https://img.shields.io/badge/code%20style-black-000000.svg"alt="Code style: black"/></a>
+    <a href="https://scaledp.stabrise.com/en/latest/"><img src="https://app.readthedocs.org/projects/scaledp/badge/?version=latest" alt="Documentation Status"/></a>
+</p>
 
+   
 ---
 
+
 **Source Code**: <a href="https://github.com/StabRise/ScaleDP/" target="_blank">https://github.com/StabRise/ScaleDP</a>
 
 **Quickstart**: <a href="https://colab.research.google.com/github/StabRise/scaledp-tutorials/blob/master/1.QuickStart.ipynb" target="_blank">1.QuickStart.ipynb</a>
 
+**Documentations**: <a href="https://scaledp.stabrise.com/en/latest/" target="_blank">https://scaledp.stabrise.com</a>
+
 **Tutorials**: <a href="https://github.com/StabRise/ScaleDP-Tutorials/" target="_blank">https://github.com/StabRise/ScaleDP-Tutorials</a>
 
+[**Change Log**](CHANGELOG.md)
+
 ---
 
 # Welcome to the ScaleDP library
@@ -319,13 +329,13 @@ result.show_image("image_with_boxes")
 | [DocTR](https://github.com/mindee/doctr)       | word        | yes         | yes                                |                                       |                          |
 
 
-## Projects based on the ScaleDP
+## Projects used the ScaleDP
 
  - [PDF Redaction](https://pdf-redaction.com/) - Free AI-powered tool for redact PDF files (remove sensitive information) online.
-
-
-<a href="https://pdf-redaction.com/"><img alt="pdf-redaction" src="https://media.licdn.com/dms/image/v2/D4D22AQGhRpexOnAbyA/feedshare-shrink_800/B4DZVmbKWPHIAg-/0/1741180153002?e=1744243200&v=beta&t=lRQXyJ5nHYvdU4uF6LJuq69oKs72yPBs1xts2IrJgxc"/></a>
-
+ - [frontiersin.org](https://frontiersin.org/) - Reviewer Recommendation System for academic articles using ScaleDP and LLM models.
+ - [dayme.tech](https://dayme.tech/) - Data extraction from scanned receipts using ScaleDP and LLM models.
+ - [curie.is](https://curie.is/) - Curie used ScaleDP for document 
+   preprocessing and analysis data in documents.
 
 ## Disclaimer
 
diff --git a/docs/source/release_notes.md b/docs/source/release_notes.md
index 43b093d..98d3a5c 100644
--- a/docs/source/release_notes.md
+++ b/docs/source/release_notes.md
@@ -4,7 +4,7 @@ Release Notes
 This document outlines the release notes for the ScaledP project. It includes information about new features, bug fixes, and other changes made in each version.
 
 
-## 0.2.4 - 01.10.2025
+## 0.2.4 - 02.11.2025
 
 ### 🚀 Features