diff --git a/.ats/main.yaml b/.ats/main.yaml
index eba5785..ca1905b 100644
--- a/.ats/main.yaml
+++ b/.ats/main.yaml
@@ -21,6 +21,31 @@
 app-tests-app-config-file: tests/test-values.yaml
 app-tests-deploy-namespace: agentic-platform
 
+# EXPERIMENT (do not merge): run all three scenarios under live Flux and Argo CD
+# engines on kind, using the new ats GitOps bundle testing. For each engine ats
+# installs it, deploys the bundle into agentic-platform-<engine> (stacking
+# ci/gitops-values-<engine>.yaml to switch the render layer), and waits for every
+# HelmRelease/OCIRepository (Flux) or Application (Argo) to become ready. Short
+# bundle-ready timeout so a non-converging render fails fast instead of hanging the
+# job. The tests in tests/ats (bundle component readiness) are the keep-worthy
+# change; this engine/upgrade config is experiment-only.
 smoke-tests-cluster-type: kind
+functional-tests-cluster-type: kind
+upgrade-tests-cluster-type: kind
 
-skip-steps: [smoke,functional,upgrade]
+smoke-tests-gitops-engines: flux,argo
+functional-tests-gitops-engines: flux,argo
+upgrade-tests-gitops-engines: flux,argo
+
+smoke-tests-gitops-bundle-ready-timeout: 5m
+functional-tests-gitops-bundle-ready-timeout: 5m
+upgrade-tests-gitops-bundle-ready-timeout: 5m
+
+# Upgrade from the latest published stable, deployed with the same trimmed
+# values as the candidate so the stable release also renders the 2-component
+# bundle (without this the stable deploy renders the full meta-package and can't
+# converge on kind).
+upgrade-tests-app-catalog-url: https://giantswarm.github.io/giantswarm-catalog
+upgrade-tests-app-version: stable
+upgrade-tests-app-config-file: tests/test-values.yaml
+upgrade-tests-save-metadata: false
diff --git a/.circleci/workflows.yml b/.circleci/workflows.yml
index b498829..3c25e7c 100644
--- a/.circleci/workflows.yml
+++ b/.circleci/workflows.yml
@@ -37,6 +37,10 @@ workflows:
     # push avoids an ImagePullBackOff race.
     - architect/run-tests-with-ats:
         name: execute-chart-tests
+        # EXPERIMENT (do not merge): pin the ats dev build carrying the GitOps
+        # bundle testing feature incl. the Argo CD engine (app-test-suite
+        # #664-#667 + #672).
+        app-test-suite_container_tag: "0.15.1-dev.gitops-argo-runner.2026-07-07.11-26-29.hd1d1d56"
         requires:
         - build-chart
         filters:
diff --git a/ci/gitops-values-argo.yaml b/ci/gitops-values-argo.yaml
new file mode 100644
index 0000000..f15123e
--- /dev/null
+++ b/ci/gitops-values-argo.yaml
@@ -0,0 +1,6 @@
+# Stacked by app-test-suite on the Argo engine leg. Selects the meta-package's
+# Argo render layer; project and destination server default to the permissive
+# `default` AppProject and in-cluster API server that ats provisions on the test
+# cluster, so no further overrides are needed here.
+gitops:
+  engine: argo
diff --git a/ci/gitops-values-flux.yaml b/ci/gitops-values-flux.yaml
new file mode 100644
index 0000000..6cb5df2
--- /dev/null
+++ b/ci/gitops-values-flux.yaml
@@ -0,0 +1,5 @@
+# Stacked by app-test-suite on the Flux engine leg (auto-discovered as
+# ci/gitops-values-<engine>.yaml and merged onto tests/test-values.yaml).
+# Selects the meta-package's Flux render layer.
+gitops:
+  engine: flux
diff --git a/tests/ats/Pipfile b/tests/ats/Pipfile
deleted file mode 100644
index da8a727..0000000
--- a/tests/ats/Pipfile
+++ /dev/null
@@ -1,21 +0,0 @@
-# DO NOT EDIT. The canonical app-test-suite (ATS) test dependencies are owned
-# centrally in giantswarm/devctl and generated into tests/ats/Pipfile for
-# chart/app repos by `devctl gen circleci`. The stack is bumped by a single
-# Renovate PR against the embedded source in giantswarm/devctl (pipenv manager)
-# and propagated to every repo by the align-files regeneration. Per-repo
-# Renovate updates of this file are disabled via
-# github>giantswarm/renovate-presets:tests-ats.json5.
-#
-# Pins are exact == and chosen to resolve together: pytest is held below 9 so it
-# stays compatible with pytest-helm-charts (which requires pytest<9).
-[[source]]
-name = "pypi"
-url = "https://pypi.org/simple"
-verify_ssl = true
-
-[packages]
-pytest-helm-charts = "==1.3.4"
-pytest = "==8.4.2"
-pykube-ng = "==23.6.0"
-pytest-rerunfailures = "==16.3"
-requests = "==2.34.2"
diff --git a/tests/ats/pyproject.toml b/tests/ats/pyproject.toml
new file mode 100644
index 0000000..b760fe1
--- /dev/null
+++ b/tests/ats/pyproject.toml
@@ -0,0 +1,20 @@
+# ats test dependencies as a uv project. Mirrors the pins previously carried in
+# the devctl-generated Pipfile; ats runs `uv sync` (pipenv is gone in the new ats).
+[project]
+name = "agentic-platform-ats-tests"
+version = "0.1.0"
+requires-python = ">=3.12"
+dependencies = [
+    "pytest-helm-charts==1.3.4",
+    "pytest==8.4.2",
+    "pykube-ng==23.6.0",
+    "pytest-rerunfailures==16.3",
+    "requests==2.34.2",
+]
+
+[tool.pytest.ini_options]
+markers = [
+    "smoke: fast sanity checks run first",
+    "functional: full feature tests",
+    "upgrade: run during upgrade scenario (before and after helm upgrade)",
+]
diff --git a/tests/ats/pytest.ini b/tests/ats/pytest.ini
deleted file mode 100644
index 44023a2..0000000
--- a/tests/ats/pytest.ini
+++ /dev/null
@@ -1,5 +0,0 @@
-[pytest]
-markers =
-    smoke
-    functional
-    upgrade
diff --git a/tests/ats/test_basic_cluster.py b/tests/ats/test_basic_cluster.py
index b84f4d8..39af5d4 100644
--- a/tests/ats/test_basic_cluster.py
+++ b/tests/ats/test_basic_cluster.py
@@ -1,21 +1,150 @@
+import json
 import logging
+import os
+import subprocess
+import time
 
 import pykube
-from pytest_helm_charts.clusters import Cluster
 import pytest
+from pytest_helm_charts.clusters import Cluster
 
 logger = logging.getLogger(__name__)
 
+# The bundle deploys into the ats release namespace; on a GitOps engine leg ats
+# suffixes it with the engine (e.g. agentic-platform-flux).
+NAMESPACE = os.environ.get("ATS_RELEASE_NAMESPACE", "agentic-platform")
 
-@pytest.mark.smoke
-def test_api_working(kube_cluster: Cluster) -> None:
-    """Placeholder smoke test.
+# Components the meta-package renders as Flux HelmReleases under the trimmed
+# tests/test-values.yaml. Kept in sync with `make verify-meta`.
+EXPECTED_COMPONENTS = {"muster", "agentic-platform-connectivity"}
+
+# Which GitOps engine leg ats is running this scenario under (set from
+# ATS_EXTRA_GITOPS_ENGINE), or None on a plain Helm run.
+ENGINE = os.environ.get("ATS_EXTRA_GITOPS_ENGINE")
+
+# The bundle assertions only make sense on a GitOps engine leg, where ats has
+# installed the engine and reconciled the rendered CRs. On a plain Helm run there
+# are no GitOps CRs, so skip rather than fail. Some assertions are engine-specific
+# (Flux OCIRepository sources have no Argo equivalent); those gate on the engine.
+gitops_leg_only = pytest.mark.skipif(
+    ENGINE not in ("flux", "argo"),
+    reason="bundle assertions apply only on a GitOps engine leg",
+)
+flux_leg_only = pytest.mark.skipif(
+    ENGINE != "flux",
+    reason="assertion applies only on the Flux GitOps engine leg",
+)
+
+
+def _kubectl_get(resource: str) -> list:
+    result = subprocess.run(
+        ["kubectl", f"--kubeconfig={os.environ['KUBECONFIG']}", "get", resource, "-n", NAMESPACE, "-o", "json"],
+        check=True,
+        capture_output=True,
+        text=True,
+    )
+    return json.loads(result.stdout).get("items", [])
+
+
+def _is_ready(obj: dict) -> bool:
+    conditions = obj.get("status", {}).get("conditions", [])
+    return any(c.get("type") == "Ready" and c.get("status") == "True" for c in conditions)
 
-    The smoke step is skipped via .ats/main.yaml because the agentic-platform
-    umbrella is an app-of-apps meta-package that cannot install on a bare kind
-    cluster without ~9 external CRD families. This test only asserts the cluster
-    API is reachable, and exists so the tests/ats directory is present if the
-    smoke step is ever re-enabled.
+
+def _is_app_healthy(obj: dict) -> bool:
+    status = obj.get("status", {})
+    return status.get("health", {}).get("status") == "Healthy" and status.get("sync", {}).get("status") == "Synced"
+
+
+def _component_crs() -> tuple[list, str]:
+    """Return the bundle's component CRs and a not-ready predicate label for the active engine.
+
+    Flux renders each component as a HelmRelease; Argo renders it as an Application. The
+    component names are identical across engines, so the presence/readiness checks are shared.
     """
+    if ENGINE == "argo":
+        return _kubectl_get("applications.argoproj.io"), "Application"
+    return _kubectl_get("helmreleases.helm.toolkit.fluxcd.io"), "HelmRelease"
+
+
+def _wait_for_ready_deployments(kube_client: pykube.HTTPClient, selector: dict, timeout_sec: int = 180) -> list:
+    """Wait until every Deployment matching the label selector has all replicas ready."""
+    deadline = time.monotonic() + timeout_sec
+    while True:
+        deployments = list(pykube.Deployment.objects(kube_client).filter(namespace=NAMESPACE).filter(selector=selector))
+        if deployments and all((d.obj.get("status", {}).get("readyReplicas", 0) or 0) >= 1 for d in deployments):
+            return deployments
+        if time.monotonic() >= deadline:
+            status = {d.name: d.obj.get("status", {}) for d in deployments}
+            raise AssertionError(f"Deployments {selector} in '{NAMESPACE}' not ready after {timeout_sec}s: {status}")
+        time.sleep(3)
+
+
+@pytest.mark.smoke
+@pytest.mark.functional
+@pytest.mark.upgrade
+def test_api_working(kube_cluster: Cluster) -> None:
+    """The test cluster is reachable and has at least one node."""
     assert kube_cluster.kube_client is not None
     assert len(pykube.Node.objects(kube_cluster.kube_client)) >= 1
+
+
+@gitops_leg_only
+@pytest.mark.smoke
+@pytest.mark.functional
+@pytest.mark.upgrade
+def test_bundle_components_present_and_ready() -> None:
+    """The meta-package rendered the expected component CRs and the engine reconciled them.
+
+    Flux renders each component as a HelmRelease, Argo as an Application; both report their own
+    readiness (HelmRelease `Ready`; Application `Healthy` + `Synced`). Runs in the upgrade
+    scenario too, so it asserts the bundle is healthy both before and after the helm upgrade
+    (the stable-to-candidate CR-set transition).
+    """
+    crs, kind = _component_crs()
+    names = {cr["metadata"]["name"] for cr in crs}
+    missing = EXPECTED_COMPONENTS - names
+    assert not missing, f"expected component {kind}s missing from '{NAMESPACE}': {missing} (found {names})"
+
+    ready = _is_app_healthy if ENGINE == "argo" else _is_ready
+    not_ready = [cr["metadata"]["name"] for cr in crs if not ready(cr)]
+    assert not not_ready, f"{kind}s not ready in '{NAMESPACE}': {not_ready}"
+
+
+@flux_leg_only
+@pytest.mark.functional
+def test_bundle_sources_ready() -> None:
+    """Every OCIRepository source the bundle points its components at is Ready.
+
+    Flux-only: an Argo Application embeds its source in the CR, with no separate source object.
+    """
+    sources = _kubectl_get("ocirepositories.source.toolkit.fluxcd.io")
+    assert sources, f"no OCIRepository sources found in '{NAMESPACE}'"
+
+    not_ready = [s["metadata"]["name"] for s in sources if not _is_ready(s)]
+    assert not not_ready, f"OCIRepository sources not Ready in '{NAMESPACE}': {not_ready}"
+
+
+@gitops_leg_only
+@pytest.mark.smoke
+@pytest.mark.functional
+@pytest.mark.upgrade
+@pytest.mark.flaky(reruns=1, reruns_delay=15)
+def test_muster_component_running(kube_cluster: Cluster) -> None:
+    """The muster component the bundle deploys is actually running, not just reconciled.
+
+    The engine reporting the component ready means the child chart installed; this asserts the
+    workload it produced (the muster Deployment) has all replicas ready, regardless of engine.
+    Runs in the upgrade scenario too, so the workload is verified before and after the upgrade.
+    """
+    deployments = _wait_for_ready_deployments(kube_cluster.kube_client, {"app.kubernetes.io/name": "muster"})
+    for deployment in deployments:
+        assert int(deployment.obj["status"]["readyReplicas"]) == int(deployment.obj["spec"]["replicas"])
+
+
+@gitops_leg_only
+@pytest.mark.functional
+def test_connectivity_httproute_present() -> None:
+    """The connectivity component rendered its Gateway API wiring (an HTTPRoute)."""
+    routes = _kubectl_get("httproutes.gateway.networking.k8s.io")
+    assert routes, f"connectivity did not create an HTTPRoute in '{NAMESPACE}'"
diff --git a/tests/ats/uv.lock b/tests/ats/uv.lock
new file mode 100644
index 0000000..952b6b6
--- /dev/null
+++ b/tests/ats/uv.lock
@@ -0,0 +1,351 @@
+version = 1
+revision = 3
+requires-python = ">=3.12"
+
+[[package]]
+name = "agentic-platform-ats-tests"
+version = "0.1.0"
+source = { virtual = "." }
+dependencies = [
+    { name = "pykube-ng" },
+    { name = "pytest" },
+    { name = "pytest-helm-charts" },
+    { name = "pytest-rerunfailures" },
+    { name = "requests" },
+]
+
+[package.metadata]
+requires-dist = [
+    { name = "pykube-ng", specifier = "==23.6.0" },
+    { name = "pytest", specifier = "==8.4.2" },
+    { name = "pytest-helm-charts", specifier = "==1.3.4" },
+    { name = "pytest-rerunfailures", specifier = "==16.3" },
+    { name = "requests", specifier = "==2.34.2" },
+]
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+[[package]]
+name = "certifi"
+version = "2026.6.17"
+source = { registry = "https://pypi.org/simple" }
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+[[package]]
+name = "charset-normalizer"
+version = "3.4.8"
+source = { registry = "https://pypi.org/simple" }
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