diff --git a/src/diffusers/pipelines/flux/pipeline_flux_control.py b/src/diffusers/pipelines/flux/pipeline_flux_control.py
index b4f77cf0194e..ea49821adc65 100644
--- a/src/diffusers/pipelines/flux/pipeline_flux_control.py
+++ b/src/diffusers/pipelines/flux/pipeline_flux_control.py
@@ -163,9 +163,9 @@ class FluxControlPipeline(
     TextualInversionLoaderMixin,
 ):
     r"""
-    The Flux pipeline for controllable text-to-image generation.
+    The Flux pipeline for controllable text-to-image generation with image conditions.
 
-    Reference: https://blackforestlabs.ai/announcing-black-forest-labs/
+    Reference: https://bfl.ai/flux-1-tools
 
     Args:
         transformer ([`FluxTransformer2DModel`]):
diff --git a/src/diffusers/pipelines/flux/pipeline_flux_kontext.py b/src/diffusers/pipelines/flux/pipeline_flux_kontext.py
index 07b9b895a466..94901ee0b635 100644
--- a/src/diffusers/pipelines/flux/pipeline_flux_kontext.py
+++ b/src/diffusers/pipelines/flux/pipeline_flux_kontext.py
@@ -195,9 +195,9 @@ class FluxKontextPipeline(
     FluxIPAdapterMixin,
 ):
     r"""
-    The Flux Kontext pipeline for text-to-image generation.
+    The Flux Kontext pipeline for image-to-image and text-to-image generation.
 
-    Reference: https://blackforestlabs.ai/announcing-black-forest-labs/
+    Reference: https://bfl.ai/announcements/flux-1-kontext-dev
 
     Args:
         transformer ([`FluxTransformer2DModel`]):