diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml
index f334580a1..d50639f71 100644
--- a/.github/workflows/tests.yml
+++ b/.github/workflows/tests.yml
@@ -43,5 +43,5 @@ jobs:
 
     - name: Run RSpec tests
       run: bundle exec rspec
-      env:
-        CODECOV_TOKEN: d8abdd06-9193-47d3-9da9-b4b25064e49b
+      
+    - uses: codecov/codecov-action@967e2b38a85a62bd61be5529ada27ebc109948c2
diff --git a/Gemfile b/Gemfile
index 3376a3491..d85caabe1 100644
--- a/Gemfile
+++ b/Gemfile
@@ -4,7 +4,7 @@ source "https://rubygems.org"
 
 group :test do
   gem "activesupport"
-  gem "codecov", require: false
   gem "rspec"
-  gem "simplecov"
+  gem "simplecov", require: false
+  gem "simplecov-cobertura", require: false
 end
diff --git a/Gemfile.lock b/Gemfile.lock
index 535cbc086..ca8978fa0 100644
--- a/Gemfile.lock
+++ b/Gemfile.lock
@@ -7,8 +7,6 @@ GEM
       minitest (>= 5.1)
       tzinfo (~> 2.0)
       zeitwerk (~> 2.3)
-    codecov (0.5.1)
-      simplecov (>= 0.15, < 0.22)
     concurrent-ruby (1.1.8)
     diff-lcs (1.4.4)
     docile (1.3.5)
@@ -32,6 +30,8 @@ GEM
       docile (~> 1.1)
       simplecov-html (~> 0.11)
       simplecov_json_formatter (~> 0.1)
+    simplecov-cobertura (1.4.2)
+      simplecov (~> 0.8)
     simplecov-html (0.12.3)
     simplecov_json_formatter (0.1.2)
     tzinfo (2.0.4)
@@ -43,9 +43,9 @@ PLATFORMS
 
 DEPENDENCIES
   activesupport
-  codecov
   rspec
   simplecov
+  simplecov-cobertura
 
 BUNDLED WITH
    1.17.3
diff --git a/spec/spec_helper.rb b/spec/spec_helper.rb
index ee4987c21..55006e2d7 100644
--- a/spec/spec_helper.rb
+++ b/spec/spec_helper.rb
@@ -9,14 +9,33 @@ def linux?
 end
 
 require "simplecov"
+require "simplecov-cobertura"
+
 SimpleCov.start do
   add_filter "/spec/stub/"
   add_filter "/vendor/"
+
+  formatters = [
+    SimpleCov::Formatter::HTMLFormatter,
+    SimpleCov::Formatter::CoberturaFormatter,
+  ]
+  formatter SimpleCov::Formatter::MultiFormatter.new(formatters)
+
   if macos?
     minimum_coverage 100
   else
     minimum_coverage 97
   end
+
+  command_name "Job #{ENV["TEST_ENV_NUMBER"]}" if ENV["TEST_ENV_NUMBER"]
+end
+
+# may be unnecessary for homebrew-bundle, is present in brew spec_helper
+if macos? && ENV["TEST_ENV_NUMBER"]
+  SimpleCov.at_exit do
+    result = SimpleCov.result
+    result.format! if ParallelTests.number_of_running_processes <= 1
+  end
 end
 
 PROJECT_ROOT = File.expand_path("..", __dir__).freeze
@@ -37,16 +56,6 @@ def linux?
   require file
 end
 
-formatters = [SimpleCov::Formatter::HTMLFormatter]
-
-if macos? && ENV["CODECOV_TOKEN"]
-  require "codecov"
-
-  formatters << SimpleCov::Formatter::Codecov
-end
-
-SimpleCov.formatters = SimpleCov::Formatter::MultiFormatter.new(formatters)
-
 require "bundler"
 require "rspec/support/object_formatter"