diff --git a/vllm/v1/worker/cp_utils.py b/vllm/v1/worker/cp_utils.py
index 2e3c93c4ca24a..7625b1b5f8951 100644
--- a/vllm/v1/worker/cp_utils.py
+++ b/vllm/v1/worker/cp_utils.py
@@ -34,10 +34,13 @@ def check_attention_cp_compatibility(vllm_config: VllmConfig) -> None:
                     f"current attention backend "
                     f"'{layer_impl.__class__.__name__}'.\n\n"
                     f"To resolve this issue, try one of the following:\n"
-                    f"  1. Use a different attention backend by specifying:\n"
-                    f"     --attention-backend <backend>\n"
-                    f"  2. Set cp_kv_cache_interleave_size to 1\n"
-                    f"  3. Disable speculative decoding"
+                    f"  1. Set cp_kv_cache_interleave_size to 1\n"
+                    f"  2. Disable speculative decoding\n\n"
+                    f"Note: No backends currently support MTP with "
+                    f"cp_kv_cache_interleave_size > 1.\n\n"
+                    f"For more information, see:\n"
+                    f"  https://docs.vllm.ai/en/latest/serving/"
+                    f"distributed_serving.html"
                 )
 
             if dcp_size > 1 and not layer_impl.need_to_return_lse_for_decode:
@@ -65,11 +68,10 @@ def check_attention_cp_compatibility(vllm_config: VllmConfig) -> None:
                     f"backend that supports PCP. The current backend "
                     f"'{layer_impl.__class__.__name__}' does not support this "
                     f"feature.\n\n"
-                    f"To resolve this issue, try one of the following:\n"
-                    f"  1. Use a compatible attention backend by specifying:\n"
-                    f"     --attention-backend <backend>\n"
-                    f"  2. Disable PCP by removing the "
+                    f"To resolve this issue:\n"
+                    f"  Disable PCP by removing the "
                     f"--prefill-context-parallel-size flag\n\n"
+                    f"Note: No backends currently support PCP.\n\n"
                     f"For more information, see:\n"
                     f"  https://docs.vllm.ai/en/latest/serving/"
                     f"distributed_serving.html"