diff --git a/.github/workflows/mr_ci_text_spotting.yml b/.github/workflows/mr_ci_text_spotting.yml
index b67a8d2f..d321d7bc 100644
--- a/.github/workflows/mr_ci_text_spotting.yml
+++ b/.github/workflows/mr_ci_text_spotting.yml
@@ -71,7 +71,7 @@ jobs:
           python -m pytest --cov=./ --cov-report=xml ./tests
 
       - name: Upload coverage to Codecov
-        uses: codecov/codecov-action@v4
+        uses: codecov/codecov-action@v5
         with:
           token: ${{ secrets.CODECOV_TOKEN }}
           directory: ./coverage/reports/
diff --git a/README.md b/README.md
index 8daa34da..0a3a8e3a 100644
--- a/README.md
+++ b/README.md
@@ -2,12 +2,13 @@
 
 <!-- ALL-CONTRIBUTORS-BADGE:START - Do not remove or modify this section -->
 [![All Contributors](https://img.shields.io/badge/all_contributors-8-orange.svg?style=flat-square)](#contributors)
-![PyPI](https://img.shields.io/pypi/v/MapReader)
+[![PyPI](https://img.shields.io/pypi/v/MapReader)](https://pypi.org/project/mapreader/)
+[![](https://readthedocs.org/projects/mapreader/badge/?version=latest)](https://mapreader.readthedocs.io/en/latest)
 ![License](https://img.shields.io/badge/License-MIT-yellow.svg)
 ![Integration Tests badge](https://github.com/Living-with-machines/MapReader/actions/workflows/mr_ci.yml/badge.svg)
-![DOI](https://zenodo.org/badge/430661738.svg)
-![CodeCov](https://codecov.io/github/Living-with-machines/MapReader/graph/badge.svg?token=38GQ3O1GB5)
-[![DOI](https://joss.theoj.org/papers/10.21105/joss.06434/status.svg)](https://doi.org/10.21105/joss.06434)
+[![DOI](https://zenodo.org/badge/DOI/10.5281/zenodo.13643609.svg)](https://zenodo.org/records/13643609)
+[![CodeCov](https://codecov.io/gh/maps-as-data/MapReader/graph/badge.svg?token=38GQ3O1GB5)](https://codecov.io/gh/maps-as-data/MapReader)
+[![JOSS Paper](https://joss.theoj.org/papers/10.21105/joss.06434/status.svg)](https://doi.org/10.21105/joss.06434)
 
 ## Table of Contents
 
diff --git a/docs/source/getting-started/installation-instructions/2-install-mapreader.rst b/docs/source/getting-started/installation-instructions/2-install-mapreader.rst
index a84c10d1..8804697c 100644
--- a/docs/source/getting-started/installation-instructions/2-install-mapreader.rst
+++ b/docs/source/getting-started/installation-instructions/2-install-mapreader.rst
@@ -40,7 +40,7 @@ Clone the ``mapreader`` source code from the `MapReader GitHub repository <https
 
 .. code-block:: bash
 
-   git clone https://github.com/Living-with-machines/MapReader.git
+   git clone https://github.com/maps-as-data/MapReader.git
 
 Then, to install ``mapreader`` without the text spotting dependencies: