diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 8423d4ec5..68570f65f 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -6,6 +6,9 @@ on:
       - "main"
   workflow_dispatch:
 
+env:
+  CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
+
 jobs:
   spec:
     strategy:
@@ -26,6 +29,7 @@ jobs:
     uses: "puppetlabs/cat-github-actions/.github/workflows/gem_ci.yml@main"
     secrets: "inherit"
     with:
+      rake_task: "spec:coverage"
       ruby_version: ${{ matrix.ruby_version }}
       puppet_gem_version: ${{ matrix.puppet_gem_version }}
       runs_on: ${{ matrix.runs_on }}
diff --git a/Rakefile b/Rakefile
index 22d4fd938..a99a212a7 100644
--- a/Rakefile
+++ b/Rakefile
@@ -94,3 +94,11 @@ end
 RuboCop::RakeTask.new(:rubocop) do |task|
   task.options = %w[-D -S -E]
 end
+
+namespace :spec do
+  desc 'Run RSpec code examples with coverage collection'
+  task :coverage do
+      ENV['COVERAGE'] = 'yes'
+      Rake::Task['test'].invoke
+  end
+end
diff --git a/spec/spec_helper.rb b/spec/spec_helper.rb
index 3cc73c581..a77a24f23 100644
--- a/spec/spec_helper.rb
+++ b/spec/spec_helper.rb
@@ -1,14 +1,29 @@
 # frozen_string_literal: true
 
 if ENV['COVERAGE']
-  require 'simplecov'
-  require 'coveralls'
-
-  SimpleCov.formatter = Coveralls::SimpleCov::Formatter if ENV['COVERAGE'] == 'yes'
-
-  SimpleCov.start do
-    add_filter %r{^/spec/}
-    add_filter %r{^/vendor/}
+  begin
+    require 'simplecov'
+    require 'simplecov-console'
+
+    SimpleCov.formatters = [
+      SimpleCov::Formatter::HTMLFormatter,
+      SimpleCov::Formatter::Console
+    ]
+
+    if ENV['CI'] == 'true'
+      require 'codecov'
+      SimpleCov.formatters << SimpleCov::Formatter::Codecov
+    end
+
+    SimpleCov.start do
+      add_filter %r{^/spec/}
+      add_filter %r{^/vendor/}
+
+      add_filter '/docs'
+      add_filter 'lib/rspec-puppet/version.rb'
+    end
+  rescue LoadError
+    raise 'Add the simplecov, simplecov-console, codecov gems to Gemfile to enable this task'
   end
 end
 
diff --git a/spec/spec_helper_unit.rb b/spec/spec_helper_unit.rb
index 2be7d12e2..9a1ba3b80 100644
--- a/spec/spec_helper_unit.rb
+++ b/spec/spec_helper_unit.rb
@@ -1,14 +1,29 @@
 # frozen_string_literal: true
 
 if ENV['COVERAGE']
-  require 'coveralls'
-  require 'simplecov'
+  begin
+    require 'simplecov'
+    require 'simplecov-console'
 
-  SimpleCov.formatter = Coveralls::SimpleCov::Formatter if ENV['COVERAGE'] == 'yes'
+    SimpleCov.formatters = [
+      SimpleCov::Formatter::HTMLFormatter,
+      SimpleCov::Formatter::Console
+    ]
 
-  SimpleCov.start do
-    add_filter %r{^/spec/}
-    add_filter %r{^/vendor/}
+    if ENV['CI'] == 'true'
+      require 'codecov'
+      SimpleCov.formatters << SimpleCov::Formatter::Codecov
+    end
+
+    SimpleCov.start do
+      add_filter %r{^/spec/}
+      add_filter %r{^/vendor/}
+
+      add_filter '/docs'
+      add_filter 'lib/rspec-puppet/version.rb'
+    end
+  rescue LoadError
+    raise 'Add the simplecov, simplecov-console, codecov gems to Gemfile to enable this task'
   end
 end