diff --git a/scripts/create-gitea-release.js b/scripts/create-gitea-release.js
index 3f1ef70..d16e821 100644
--- a/scripts/create-gitea-release.js
+++ b/scripts/create-gitea-release.js
@@ -9,6 +9,7 @@ import path from "path";
 import { spawnSync } from "child_process";
 import { fileURLToPath } from "url";
 import fetch from "node-fetch";
+import conventionalChangelog from "conventional-changelog";
 import dotenv from "dotenv";
 dotenv.config({ path: "./.env" });
 
@@ -60,12 +61,20 @@ if (result.status !== 0) {
     process.exit(1);
 }
 
-// Step 2: Read changelog content for current version
-const changelog = await fs.readFile("CHANGELOG.md", "utf8");
-const regex = new RegExp(`## \\[${version}\\][\\s\\S]*?(?=## \\[|$)`, "m");
-const releaseNotes = changelog.match(regex)?.[0] || changelog;
+const getLatestChangelog = async () => {
+    const changelogStream = conventionalChangelog({
+        preset: "conventionalcommits",
+        releaseCount: 1,
+    });
 
-console.log(`Release notes for v${version} saved.`);
+    let changelog = "";
+    for await (const chunk of changelogStream) {
+        changelog += chunk;
+    }
+    return changelog;
+};
+
+const releaseNotes = await getLatestChangelog();
 
 // Step 3: Create or update Gitea release
 const createOrUpdateRelease = async () => {