diff --git a/scripts/release/steps/show-instructions-after-npm-publish.js b/scripts/release/steps/show-instructions-after-npm-publish.js
index d5663095f..a90f54fef 100644
--- a/scripts/release/steps/show-instructions-after-npm-publish.js
+++ b/scripts/release/steps/show-instructions-after-npm-publish.js
@@ -11,10 +11,11 @@ const RELEASE_URL_BASE = "https://github.com/prettier/prettier/releases/new?";
 export function getReleaseUrl(version, previousVersion) {
   const semverDiff = semver.diff(version, previousVersion);
   const isPatch = semverDiff === "patch";
+  const tag = version;
   let body;
   if (isPatch) {
     const urlToChangelog =
-      "https://github.com/prettier/prettier/blob/main/CHANGELOG.md#" +
+      `https://github.com/prettier/prettier/blob/${tag}/CHANGELOG.md#` +
       version.split(".").join("");
     body = `🔗 [Changelog](${urlToChangelog})`;
   } else {
@@ -25,11 +26,7 @@ export function getReleaseUrl(version, previousVersion) {
       body: `🔗 [Release note](https://prettier.io/${blogPostInfo.path})`,
     });
   }
-  const parameters = new URLSearchParams({
-    tag: version,
-    title: version,
-    body,
-  });
+  const parameters = new URLSearchParams({ tag, title: version, body });
   return `${RELEASE_URL_BASE}${parameters}`;
 }
 
diff --git a/scripts/release/tests/publish-to-npm.test.js b/scripts/release/tests/publish-to-npm.test.js
index 6f03106ce..b3260e268 100644
--- a/scripts/release/tests/publish-to-npm.test.js
+++ b/scripts/release/tests/publish-to-npm.test.js
@@ -24,7 +24,7 @@ describe("publish-to-npm", () => {
         getExpectedReleaseUrl({
           tag: "2.3.1",
           title: "2.3.1",
-          body: "🔗 [Changelog](https://github.com/prettier/prettier/blob/main/CHANGELOG.md#231)",
+          body: "🔗 [Changelog](https://github.com/prettier/prettier/blob/2.3.1/CHANGELOG.md#231)",
         }),
       );
     });