diff --git a/.github/workflows/deploy_branch.yml b/.github/workflows/deploy_branch.yml
index 73294286a1..82d1452d37 100644
--- a/.github/workflows/deploy_branch.yml
+++ b/.github/workflows/deploy_branch.yml
@@ -1,5 +1,5 @@
 name: Deploy Branch
-on: [push, merge_group, workflow_dispatch]
+on: [push, pull_request, merge_group, workflow_dispatch]
 
 jobs:
   sdist:
diff --git a/.github/workflows/test_install.yml b/.github/workflows/test_install.yml
index be74cfa4c6..166616b434 100644
--- a/.github/workflows/test_install.yml
+++ b/.github/workflows/test_install.yml
@@ -1,5 +1,5 @@
 name: Installation
-on: [push, merge_group, workflow_dispatch]
+on: [push, pull_request, merge_group, workflow_dispatch]
 
 jobs:
   archive:
diff --git a/.github/workflows/test_petab_test_suite.yml b/.github/workflows/test_petab_test_suite.yml
index d5c4dc4fe8..df188e7abe 100644
--- a/.github/workflows/test_petab_test_suite.yml
+++ b/.github/workflows/test_petab_test_suite.yml
@@ -85,6 +85,7 @@ jobs:
             tests/petab_test_suite/
 
       - name: Codecov
+        if: github.event_name == 'pull_request' || github.repository_owner == 'AMICI-dev'
         uses: codecov/codecov-action@v3.1.0
         with:
           token: ${{ secrets.CODECOV_TOKEN }}
diff --git a/.github/workflows/test_python_cplusplus.yml b/.github/workflows/test_python_cplusplus.yml
index a531d2db2c..496779c6ec 100644
--- a/.github/workflows/test_python_cplusplus.yml
+++ b/.github/workflows/test_python_cplusplus.yml
@@ -6,6 +6,7 @@ on:
   pull_request:
     branches:
       - master
+      - develop
 
 jobs:
   ubuntu-cpp-python-tests:
@@ -65,6 +66,7 @@ jobs:
           ${AMICI_DIR}/python/tests/test_splines.py
 
     - name: Codecov Python
+      if: github.event_name == 'pull_request' || github.repository_owner == 'AMICI-dev'
       uses: codecov/codecov-action@v3.1.0
       with:
         token: ${{ secrets.CODECOV_TOKEN }}
@@ -84,6 +86,7 @@ jobs:
         && lcov -a coverage_cpp.info -a coverage_py.info -o coverage.info
 
     - name: Codecov CPP
+      if: github.event_name == 'pull_request' || github.repository_owner == 'AMICI-dev'
       uses: codecov/codecov-action@v3.1.0
       with:
         token: ${{ secrets.CODECOV_TOKEN }}
@@ -92,6 +95,7 @@ jobs:
         fail_ci_if_error: true
 
     - name: Run sonar-scanner
+      if: ${{ env.SONAR_TOKEN != '' }}
       env:
         GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
         SONAR_TOKEN: ${{ secrets.SONAR_TOKEN }}
@@ -137,6 +141,7 @@ jobs:
           ${AMICI_DIR}/python/tests/test_splines_short.py
 
     - name: Codecov Python
+      if: github.event_name == 'pull_request' || github.repository_owner == 'AMICI-dev'
       uses: codecov/codecov-action@v3.1.0
       with:
         token: ${{ secrets.CODECOV_TOKEN }}
@@ -156,6 +161,7 @@ jobs:
         && lcov -a coverage_cpp.info -a coverage_py.info -o coverage.info
 
     - name: Codecov CPP
+      if: github.event_name == 'pull_request' || github.repository_owner == 'AMICI-dev'
       uses: codecov/codecov-action@v3.1.0
       with:
         token: ${{ secrets.CODECOV_TOKEN }}
@@ -164,6 +170,7 @@ jobs:
         fail_ci_if_error: true
 
     - name: Run sonar-scanner
+      if: ${{ env.SONAR_TOKEN != '' }}
       env:
         GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
         SONAR_TOKEN: ${{ secrets.SONAR_TOKEN }}
diff --git a/.github/workflows/test_sbml_semantic_test_suite.yml b/.github/workflows/test_sbml_semantic_test_suite.yml
index 0fde56b8f9..2af34d3762 100644
--- a/.github/workflows/test_sbml_semantic_test_suite.yml
+++ b/.github/workflows/test_sbml_semantic_test_suite.yml
@@ -54,6 +54,7 @@ jobs:
         path: tests/amici-semantic-results
 
     - name: Codecov SBMLSuite
+      if: github.event_name == 'pull_request' || github.repository_owner == 'AMICI-dev'
       uses: codecov/codecov-action@v3.1.0
       with:
         token: ${{ secrets.CODECOV_TOKEN }}
diff --git a/.github/workflows/test_windows.yml b/.github/workflows/test_windows.yml
index 53834c3000..9dc13efbea 100644
--- a/.github/workflows/test_windows.yml
+++ b/.github/workflows/test_windows.yml
@@ -7,6 +7,7 @@ on:
     - cron:  '48 4 * * *'
   pull_request:
     branches:
+      - develop
       - master
 
 jobs: