diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index fa283a4..fa07099 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -26,8 +26,8 @@ jobs:
       with:
         path: ${{ env.pythonLocation }}
         key: ${{ matrix.os }}-${{ env.pythonLocation }}-${{ hashFiles('**/requirements.txt', '**/requirements-dev.txt') }}
-    - name: Install tox and tox-gh-actions
-      run: pip install tox==3.21.3 tox-gh-actions==2.4.0
+    - name: Install tox, tox-gh-actions and coveralls
+      run: pip install tox==3.21.3 tox-gh-actions==2.4.0 coveralls==3.0.0
     - name: Lint using flake8
       if: ${{ matrix.os == 'ubuntu-latest' && matrix.python-version == '3.6' && matrix.pytorch-version == '1.8' }}
       run: tox -e flake8
@@ -45,8 +45,8 @@ jobs:
         name: tox-gh-actions-coverage
         path: coverage.xml
         if-no-files-found: error
-    #- name: Upload coverage.xml to codecov
-    #  if: ${{ matrix.os == 'ubuntu-latest' && matrix.python-version == '3.9' && matrix.pytorch-version == '1.8' }}
-    #  uses: codecov/codecov-action@v1
-    #  with:
-    #    fail_ci_if_error: true
+    - name: Coveralls
+      if: ${{ matrix.os == 'ubuntu-latest' && matrix.python-version == '3.9' && matrix.pytorch-version == '1.8' }}
+      run: coveralls --service=github
+      env:
+        GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
diff --git a/README.md b/README.md
index 8506537..98af428 100644
--- a/README.md
+++ b/README.md
@@ -4,7 +4,7 @@
 [![PyPI - Python Version](https://img.shields.io/pypi/pyversions/entity-embed)](https://pypi.org/project/entity-embed/)
 [![CI](https://github.com/vintasoftware/entity-embed/actions/workflows/ci.yml/badge.svg)](https://github.com/vintasoftware/entity-embed/actions/workflows/ci.yml)
 [![Documentation Status](https://readthedocs.org/projects/entity-embed/badge/?version=latest)](https://entity-embed.readthedocs.io/en/latest/?badge=latest)
-[![codecov](https://codecov.io/gh/vintasoftware/entity-embed/branch/main/graph/badge.svg?token=4BW63JN071)](https://codecov.io/gh/vintasoftware/entity-embed)
+[![Coverage Status](https://coveralls.io/repos/github/vintasoftware/entity-embed/badge.svg?branch=main)](https://coveralls.io/github/vintasoftware/entity-embed?branch=main)
 [![License: MIT](https://img.shields.io/github/license/vintasoftware/django-react-boilerplate.svg)](LICENSE.txt)
 
 Entity Embed allows you to transform entities like companies, products, etc. into vectors to support **scalable Record Linkage / Entity Resolution using Approximate Nearest Neighbors**.