diff --git a/.github/workflows/build-tests.yml b/.github/workflows/build-tests.yml
index 452ac0353..d6ed8f713 100644
--- a/.github/workflows/build-tests.yml
+++ b/.github/workflows/build-tests.yml
@@ -83,3 +83,34 @@ jobs:
           diff /tmp/functions.txt /tmp/version.txt || true
           comm -23 --check-order /tmp/functions.txt /tmp/version.txt > /tmp/diff.txt
           test ! -s /tmp/diff.txt
+
+  rpminspect:
+    name: RPMInspect
+    runs-on: ubuntu-latest
+    container: 'fedora:latest'
+    steps:
+    - name: Clone repository
+      uses: actions/checkout@v2
+
+    - name: Set up Java
+      uses: actions/setup-java@v3
+      with:
+        java-version: '17'
+        distribution: 'adopt'
+
+    - name: Install Fedora dependencies
+      run: |
+        dnf install -y dnf-plugins-core rpm-build maven
+        dnf builddep -y --spec jss.spec
+
+    - name: Build JSS RPMs with CMake
+      run: ./build.sh --work-dir=build rpm
+
+    - name: Install RPMInspect
+      run: |
+        dnf install -y dnf-plugins-core
+        dnf copr enable -y copr.fedorainfracloud.org/dcantrell/rpminspect
+        dnf install -y rpminspect rpminspect-data-fedora
+
+    - name: Run RPMInspect on SRPM and RPMs
+      run: ./tests/bin/rpminspect.sh
diff --git a/build.sh b/build.sh
index 136cfe852..9dba90422 100755
--- a/build.sh
+++ b/build.sh
@@ -127,6 +127,7 @@ generate_rpm_sources() {
         --transform "s,^./,$PREFIX/," \
         --exclude .git \
         --exclude bin \
+        --exclude build \
         -C "$SRC_DIR" \
         .
 }
diff --git a/tests/bin/rpminspect.sh b/tests/bin/rpminspect.sh
new file mode 100755
index 000000000..7017c0f09
--- /dev/null
+++ b/tests/bin/rpminspect.sh
@@ -0,0 +1,14 @@
+#!/bin/bash -e
+
+# Don't run metadata check as we can't know the build host subdomain
+# of CI runners in advance to add to an allow list
+
+echo "Running RPMInspect on SRPM"
+rpminspect-fedora -E metadata build/SRPMS/*.rpm
+
+# Run RPMInspect on RPMs
+for f in build/RPMS/*rpm; do
+  echo "::group::Running RPMInspect on $f"
+  rpminspect-fedora -E metadata,javabytecode "$f"
+  echo "::endgroup::"
+done