diff --git a/README.md b/README.md
index 80fa3e1..38f130a 100644
--- a/README.md
+++ b/README.md
@@ -1,14 +1,16 @@
 ![Logo](https://github.com/lucasimi/tda-mapper-python/raw/main/docs/source/logos/tda-mapper-logo-horizontal.png)
 
+[![pyOpenSci Peer-Reviewed](https://pyopensci.org/badges/peer-reviewed.svg)](https://github.com/pyOpenSci/software-review/issues/222)
+[![DOI](https://img.shields.io/badge/DOI-10.5281/zenodo.10642381-blue?logo=doi&logoColor=silver)](https://doi.org/10.5281/zenodo.10642381)
 [![Project Status: Active – The project has reached a stable, usable state and is being actively developed.](https://www.repostatus.org/badges/latest/active.svg)](https://www.repostatus.org/#active)
 
 [![PyPI version](https://img.shields.io/pypi/v/tda-mapper?logo=python&logoColor=silver)](https://pypi.python.org/pypi/tda-mapper)
 [![downloads](https://img.shields.io/pypi/dm/tda-mapper?logo=python&logoColor=silver)](https://pypi.python.org/pypi/tda-mapper)
-[![codecov](https://img.shields.io/codecov/c/github/lucasimi/tda-mapper-python?logo=codecov&logoColor=silver)](https://codecov.io/github/lucasimi/tda-mapper-python)
+
 [![test](https://img.shields.io/github/actions/workflow/status/lucasimi/tda-mapper-python/test-unit.yml?logo=github&logoColor=silver&branch=main&label=test)](https://github.com/lucasimi/tda-mapper-python/actions/workflows/test-unit.yml)
-[![publish](https://img.shields.io/github/actions/workflow/status/lucasimi/tda-mapper-python/publish-pypi.yml?logo=github&logoColor=silver&label=publish)](https://github.com/lucasimi/tda-mapper-python/actions/workflows/publish-pypi.yml)
+[![codecov](https://img.shields.io/codecov/c/github/lucasimi/tda-mapper-python?logo=codecov&logoColor=silver)](https://codecov.io/github/lucasimi/tda-mapper-python)
 [![docs](https://img.shields.io/readthedocs/tda-mapper/main?logo=readthedocs&logoColor=silver)](https://tda-mapper.readthedocs.io/en/main/)
-[![DOI](https://img.shields.io/badge/DOI-10.5281/zenodo.10642381-blue?logo=doi&logoColor=silver)](https://doi.org/10.5281/zenodo.10642381)
+[![publish](https://img.shields.io/github/actions/workflow/status/lucasimi/tda-mapper-python/publish-pypi.yml?logo=github&logoColor=silver&label=publish)](https://github.com/lucasimi/tda-mapper-python/actions/workflows/publish-pypi.yml)
 
 # tda-mapper
  
diff --git a/docs/source/index.rst b/docs/source/index.rst
index dd10d3f..83324be 100644
--- a/docs/source/index.rst
+++ b/docs/source/index.rst
@@ -17,6 +17,9 @@
    :target: https://codecov.io/github/lucasimi/tda-mapper-python
 .. |DOI| image:: https://img.shields.io/badge/DOI-10.5281/zenodo.10642381-blue?logo=doi&logoColor=silver
    :target: https://doi.org/10.5281/zenodo.10642381
+.. |PyOpenSci| image:: https://pyopensci.org/badges/peer-reviewed.svg
+   :target: https://github.com/pyOpenSci/software-review/issues/222
+   :alt: pyOpenSci Peer-Reviewed
 .. |Step 1| image:: https://github.com/lucasimi/tda-mapper-python/raw/main/resources/mapper_1.png
 .. |Step 2| image:: https://github.com/lucasimi/tda-mapper-python/raw/main/resources/mapper_2.png
 .. |Step 3| image:: https://github.com/lucasimi/tda-mapper-python/raw/main/resources/mapper_3.png
@@ -26,10 +29,13 @@
    https://github.com/lucasimi/tda-mapper-python/raw/main/docs/source/logos/tda-mapper-logo-horizontal.png
    :alt: Logo
 
-|Repo Status| |Source Code|
+|Source Code|
 
-|PyPI version| |downloads| |codecov| |test| |publish| |docs|  |DOI|
+|PyOpenSci| |DOI| |Repo Status| 
 
+|PyPI version| |downloads| 
+
+|test| |codecov| |docs| |publish|
 
 tda-mapper
 ==========