diff --git a/changelog.d/15331.feature b/changelog.d/15331.feature
new file mode 100644
index 000000000..b4c2eddc4
--- /dev/null
+++ b/changelog.d/15331.feature
@@ -0,0 +1 @@
+Allow loading `/password_policy` endpoint on workers.
\ No newline at end of file
diff --git a/docker/configure_workers_and_start.py b/docker/configure_workers_and_start.py
index 3f2f5c2da..2a50ee1e4 100755
--- a/docker/configure_workers_and_start.py
+++ b/docker/configure_workers_and_start.py
@@ -172,6 +172,7 @@ WORKERS_CONFIG: Dict[str, Dict[str, Any]] = {
             "^/_matrix/client/v1/rooms/.*/timestamp_to_event$",
             "^/_matrix/client/(api/v1|r0|v3|unstable)/search",
             "^/_matrix/client/(r0|v3|unstable)/user/.*/filter(/|$)",
+            "^/_matrix/client/(r0|v3|unstable)/password_policy$",
         ],
         "shared_extra_conf": {},
         "worker_extra_conf": "",
diff --git a/docs/workers.md b/docs/workers.md
index bf7690f5a..e9a477d32 100644
--- a/docs/workers.md
+++ b/docs/workers.md
@@ -247,6 +247,7 @@ information.
     ^/_matrix/client/(r0|v3|unstable)/register$
     ^/_matrix/client/(r0|v3|unstable)/register/available$
     ^/_matrix/client/v1/register/m.login.registration_token/validity$
+    ^/_matrix/client/(r0|v3|unstable)/password_policy$
 
     # Event sending requests
     ^/_matrix/client/(api/v1|r0|v3|unstable)/rooms/.*/redact
diff --git a/synapse/rest/__init__.py b/synapse/rest/__init__.py
index 55b448adf..1d7c11b42 100644
--- a/synapse/rest/__init__.py
+++ b/synapse/rest/__init__.py
@@ -138,8 +138,7 @@ class ClientRestResource(JsonResource):
             capabilities.register_servlets(hs, client_resource)
             account_validity.register_servlets(hs, client_resource)
         relations.register_servlets(hs, client_resource)
-        if is_main_process:
-            password_policy.register_servlets(hs, client_resource)
+        password_policy.register_servlets(hs, client_resource)
         knock.register_servlets(hs, client_resource)
         appservice_ping.register_servlets(hs, client_resource)
 
diff --git a/synapse/rest/client/password_policy.py b/synapse/rest/client/password_policy.py
index 9f1908004..0ee4f9da1 100644
--- a/synapse/rest/client/password_policy.py
+++ b/synapse/rest/client/password_policy.py
@@ -31,6 +31,7 @@ logger = logging.getLogger(__name__)
 
 class PasswordPolicyServlet(RestServlet):
     PATTERNS = client_patterns("/password_policy$")
+    CATEGORY = "Registration/login requests"
 
     def __init__(self, hs: "HomeServer"):
         super().__init__()