diff --git a/.wordlist.txt b/.wordlist.txt
index b558fae2..7d016eec 100644
--- a/.wordlist.txt
+++ b/.wordlist.txt
@@ -72,3 +72,6 @@ DGS
 DeepSeek
 DriveNets
 minimap
+FFI
+Slurm's
+WireGuard
diff --git a/docs/sphinx/_toc.yml.in b/docs/sphinx/_toc.yml.in
index 54af3be5..1e77ac93 100644
--- a/docs/sphinx/_toc.yml.in
+++ b/docs/sphinx/_toc.yml.in
@@ -87,6 +87,8 @@ subtrees:
             title: Device Metrics Exporter
           - url: https://instinct.docs.amd.com/projects/container-toolkit/en/latest/
             title: AMD Container Toolkit
+          - url: https://instinct.docs.amd.com/projects/spur/en/latest/
+            title: Spur
     - file: system-admin/cluster.md
       title: Cluster
       subtrees:
diff --git a/docs/system-admin/co-tools.md b/docs/system-admin/co-tools.md
index 035b2b69..8337e0f7 100644
--- a/docs/system-admin/co-tools.md
+++ b/docs/system-admin/co-tools.md
@@ -67,4 +67,17 @@
 <p class="paragraph">The AMD Container Toolkit enables seamless integration of AMD Instinct GPUs with Docker, offering streamlined GPU access, enhanced container runtime support, and optimized performance for ML and HPC workloads.</p>
 :::
 
+:::{grid-item-card}
+:padding: 1
+:img-top: ./images/telemetry.jpg
+:class-img-top: small-sd-card-img-top
+:class-body: small-sd-card
+:class: small-sd-card
++++
+<a href="https://instinct.docs.amd.com/projects/spur/en/latest/" class="card-header-link">
+  <h2 class="card-header">Spur</h2>
+</a>
+<p class="paragraph">An AI-native job scheduler written in Rust. Drop-in compatible with Slurm's CLI, REST API, and C FFI — with WireGuard mesh networking, GPU-first scheduling, and Raft-based state that survives restarts.</p>
+:::
+
 ::::