diff --git a/README.md b/README.md
index 20a1e9e..af7eb5d 100644
--- a/README.md
+++ b/README.md
@@ -104,6 +104,10 @@ canonical split manifest, and an export manifest containing file hashes. The
 command does not upload anything. The dataset card is maintained under
 [`huggingface/README.md`](huggingface/README.md).
 
+## Try it
+
+ShellRisk-Bench is maintained by Kontext Security. To see Kestrel evaluating the cyber risk of agent tool calls as part of Kontext, visit [kontext.security](https://kontext.security).
+
 ## Safety
 
 This repository processes potentially destructive commands as inert text. Nothing in the build or evaluation path executes benchmark commands. Do not pipe dataset contents into a shell.
diff --git a/huggingface/README.md b/huggingface/README.md
index e175197..3df9a6c 100644
--- a/huggingface/README.md
+++ b/huggingface/README.md
@@ -108,6 +108,12 @@ on unseen command strings drawn from known source distributions; it is not
 evidence of transfer to a novel command dialect. Keep the `source` field when
 performing source-grouped or leave-one-source-out analysis.
 
+## Try it
+
+ShellRisk-Bench is maintained by Kontext Security. To see Kestrel evaluating
+the cyber risk of agent tool calls as part of Kontext, visit
+[kontext.security](https://kontext.security).
+
 ## Licensing
 
 There is no single blanket license for the data. The benchmark code and
@@ -116,6 +122,3 @@ The pinned sources currently declare MIT, Apache-2.0, MIT, MIT, GPL-3.0, and no
 license file, respectively. Consult the source-specific links and notes in
 [DATASETS.md](https://github.com/kontext-security/shellrisk-bench/blob/main/DATASETS.md)
 before using or redistributing the data.
-
-The dataset is provided for security research and defensive evaluation. No
-Kestrel implementation, model weights, or training artifacts are included.