diff --git a/server/lib/formatters/push.ts b/server/lib/formatters/push.ts
index 57a8863..8615ca2 100644
--- a/server/lib/formatters/push.ts
+++ b/server/lib/formatters/push.ts
@@ -58,14 +58,6 @@ export function formatPush(
     descriptionParts.push(em("🆕") + t("events.push.branch_created"));
   }
 
-  descriptionParts.push(
-    t("events.push.commits_pushed", {
-      count,
-      s: count !== 1 ? "s" : "",
-      ref: isTagPush ? tagLink(baseUrl, rawRef, ref) : branchLink(baseUrl, rawRef, ref),
-    }),
-  );
-
   if (compareUrl) {
     descriptionParts.push(t("events.push.view_comparison", { url: compareUrl }));
   }
@@ -119,6 +111,7 @@ export function formatPush(
         count,
         s: count !== 1 ? "s" : "",
         repo: repo ?? t("common.repository"),
+        ref: isTagPush ? tagLink(baseUrl, rawRef, ref) : branchLink(baseUrl, rawRef, ref),
       }),
       url: compareUrl,
       color: GITHUB_COLORS.push,
diff --git a/server/lib/formatters/workflow.ts b/server/lib/formatters/workflow.ts
index d8fea43..64ec077 100644
--- a/server/lib/formatters/workflow.ts
+++ b/server/lib/formatters/workflow.ts
@@ -175,13 +175,16 @@ export function formatWorkflowRun(
     });
   }
 
+  const runLabel = workflow.html_url
+    ? `[${workflow.name ?? "Workflow"} — ${status}](${workflow.html_url})`
+    : `${workflow.name ?? "Workflow"} — ${status}`;
+
   return buildMessage(
     {
       author,
       title: t("events.workflow_run.title", {
         repo: repo ?? t("common.repository"),
-        name: workflow.name ?? "Workflow",
-        conclusion: status,
+        run: runLabel,
       }),
       url: workflow.html_url,
       color: GITHUB_COLORS[colorKey],
diff --git a/server/lib/lib/locales/en.ts b/server/lib/lib/locales/en.ts
index ba04883..ccf968f 100644
--- a/server/lib/lib/locales/en.ts
+++ b/server/lib/lib/locales/en.ts
@@ -88,12 +88,11 @@ export const en = {
     push: {
       force_push: "**Force push**",
       branch_created: "Branch created",
-      commits_pushed: "**{count}** commit{s} pushed to {ref}",
       view_comparison: "[View comparison]({url})",
       added: "+{count} added",
       removed: "-{count} removed",
       modified: "~{count} modified",
-      title: "{repo}: Pushed {count} commit{s}",
+      title: "{repo}: Pushed {count} commit{s} to {ref}",
     },
     pr: {
       action_pr: "{emoji}**{action}** pull request",
@@ -108,7 +107,7 @@ export const en = {
       action_comment: "{emoji}**{action}** comment",
     },
     workflow_run: {
-      title: "{repo}: {name} — {conclusion}",
+      title: "{repo}: {run}",
     },
     workflow_job: {
       title: "{repo}: Job {name} — {conclusion}",
diff --git a/server/lib/lib/locales/zh.ts b/server/lib/lib/locales/zh.ts
index 521e8ba..3130be0 100644
--- a/server/lib/lib/locales/zh.ts
+++ b/server/lib/lib/locales/zh.ts
@@ -108,7 +108,7 @@ export const zh = {
       action_comment: "{emoji}**{action}** 评论",
     },
     workflow_run: {
-      title: "{repo}: {name} — {conclusion}",
+      title: "{repo}: {run}",
     },
     workflow_job: {
       title: "{repo}: 作业 {name} — {conclusion}",
diff --git a/tests/formatter.test.ts b/tests/formatter.test.ts
index a402dca..87c353d 100644
--- a/tests/formatter.test.ts
+++ b/tests/formatter.test.ts
@@ -31,7 +31,10 @@ describe("message title spec", () => {
         sender,
       }),
     );
-    expect(msg.title).toBe("acme/widget: Pushed 1 commit");
+    expect(msg.title).toBe(
+      "acme/widget: Pushed 1 commit to [`main`](https://github.com/acme/widget/tree/main)",
+    );
+    expect(msg.description).toBe("[View comparison](https://github.com/acme/widget/compare/abc...def)");
   });
 
   it("pull_request title is repo#number: title", () => {
@@ -98,7 +101,7 @@ describe("message title spec", () => {
         sender,
       }),
     );
-    expect(msg.title).toBe("acme/widget: CI — success");
+    expect(msg.title).toBe("acme/widget: [CI — success](https://github.com/acme/widget/actions/runs/42)");
     expect(msg.fields![1].value).toBe("✅ build");
   });
 
@@ -119,7 +122,7 @@ describe("message title spec", () => {
         sender,
       }),
     );
-    expect(queued.title).toBe("acme/widget: CI — queued");
+    expect(queued.title).toBe("acme/widget: [CI — queued](https://github.com/acme/widget/actions/runs/42)");
     expect(queued.fields![0].value).toBe("⏳ queued");
 
     const running = formatEvent(
@@ -131,7 +134,7 @@ describe("message title spec", () => {
         sender,
       }),
     );
-    expect(running.title).toBe("acme/widget: CI — running");
+    expect(running.title).toBe("acme/widget: [CI — running](https://github.com/acme/widget/actions/runs/42)");
     expect(running.fields![0].value).toBe("🔄 running");
   });