diff --git a/src/components/labs/LabContent.test.tsx b/src/components/labs/LabContent.test.tsx
index 795e36b..9cc77ac 100644
--- a/src/components/labs/LabContent.test.tsx
+++ b/src/components/labs/LabContent.test.tsx
@@ -118,10 +118,12 @@ describe("LabContent", () => {
     );
 
     const link = await screen.findByRole("link", {
-      name: "http://localhost:8080/",
+      name: "Open WebUI on port 8080",
     });
 
     expect(link).toHaveAttribute("href", "http://localhost:8080/");
+    expect(link).toHaveAttribute("title", "http://localhost:8080/");
+    expect(link).toHaveClass("lab-service-pill");
   });
 
   it("renders inline service URL tokens inside code as plain text", async () => {
@@ -193,8 +195,14 @@ describe("LabContent", () => {
     );
 
     expect(
-      await screen.findByRole("link", { name: "https://lab.example/openwebui" }),
+      await screen.findByRole("link", { name: "Open WebUI" }),
     ).toHaveAttribute("href", "https://lab.example/openwebui");
+    expect(
+      screen.getByRole("link", { name: "Open WebUI" }),
+    ).toHaveClass("lab-service-pill");
+    expect(
+      screen.getByRole("link", { name: "Open WebUI" }),
+    ).toHaveAttribute("title", "https://lab.example/openwebui");
     const apiMatches = await screen.findAllByText("https://lab.example/openwebui/api");
     expect(apiMatches.some((node) => node.tagName === "CODE")).toBe(true);
     expect(
diff --git a/src/components/labs/LabContent.tsx b/src/components/labs/LabContent.tsx
index 1fbe9ed..e606f88 100644
--- a/src/components/labs/LabContent.tsx
+++ b/src/components/labs/LabContent.tsx
@@ -53,6 +53,14 @@ const lab1NetronToken = "<div data-lab1-netron-panel></div>";
 const tokenizerPlaygroundToken = "<div data-tokenizer-playground></div>";
 const serviceTokenPattern =
   /\{\{service-(url|address):([a-z0-9-]+)(?::([^}]+))?\}\}/g;
+const serviceLabels: Record<string, string> = {
+  "chunkviz": "ChunkViz",
+  "embedding-atlas": "Embedding Atlas",
+  "open-webui": "Open WebUI",
+  "promptfoo": "Promptfoo",
+  "ssh": "SSH",
+  "unsloth": "Unsloth",
+};
 
 function looksLikeCliCommand(commandText: string, className: string) {
   if (cliLanguagePattern.test(className)) return true;
@@ -380,10 +388,25 @@ function replaceServiceTokens(
 
       if (tokenType === "url") {
         const link = document.createElement("a");
+        const serviceLabel = serviceLabels[serviceId] ?? replacement;
+        let visibleLabel = serviceLabel;
+
+        try {
+          const resolvedUrl = new URL(replacement);
+          if (resolvedUrl.port) {
+            visibleLabel = `${serviceLabel} on port ${resolvedUrl.port}`;
+          }
+        } catch {
+          visibleLabel = serviceLabel;
+        }
+
+        link.className = "lab-service-pill";
+        link.dataset.serviceId = serviceId;
         link.href = replacement;
         link.rel = "noreferrer";
         link.target = "_blank";
-        link.textContent = replacement;
+        link.title = replacement;
+        link.textContent = visibleLabel;
         fragment.append(link);
       } else {
         fragment.append(replacement);
diff --git a/src/styles/globals.css b/src/styles/globals.css
index c781d94..453af41 100644
--- a/src/styles/globals.css
+++ b/src/styles/globals.css
@@ -2051,6 +2051,46 @@ ol {
   box-shadow: 0 12px 28px -22px rgba(15, 92, 139, 0.85);
 }
 
+.lab-content a.lab-service-pill {
+  display: inline-flex;
+  align-items: center;
+  gap: 0.45rem;
+  margin: 0.1rem 0.15rem;
+  border-radius: 999px;
+  border: 1px solid #0f5c8b;
+  background: #0f5c8b;
+  color: #fff;
+  font-size: 0.88rem;
+  font-weight: 600;
+  line-height: 1.2;
+  padding: 0.48rem 0.9rem;
+  text-decoration: none;
+  vertical-align: middle;
+  transition:
+    transform 120ms ease,
+    box-shadow 120ms ease,
+    background-color 120ms ease;
+}
+
+.lab-content a.lab-service-pill::before {
+  content: "Open";
+  display: inline-flex;
+  align-items: center;
+  justify-content: center;
+  border-radius: 999px;
+  background: rgba(255, 255, 255, 0.14);
+  padding: 0.16rem 0.48rem;
+  font-size: 0.68rem;
+  font-weight: 800;
+  letter-spacing: 0.06em;
+  text-transform: uppercase;
+}
+
+.lab-content a.lab-service-pill:hover {
+  transform: translateY(-1px);
+  box-shadow: 0 12px 28px -22px rgba(15, 92, 139, 0.85);
+}
+
 .lab1-netron-panel__note,
 .lab-iframe-embed__status,
 .lab-iframe-embed__fallback {