diff --git a/dist/index.js b/dist/index.js
index 8c9fc9c..a317d4e 100644
--- a/dist/index.js
+++ b/dist/index.js
@@ -1804,22 +1804,30 @@ const TARGET_FILE = core.getInput("TARGET_FILE");
 
 const capitalize = (str) => str.slice(0, 1).toUpperCase() + str.slice(1);
 
-const urlPrefix = "https://github.com";
-
 /**
  * Returns a URL in markdown format for PR's and issues
  * @param {Object | String} item - holds information concerning the issue/PR
  *
  * @returns {String}
  */
-
 const toUrlFormat = (item) => {
-  if (typeof item === "object") {
-    return Object.hasOwnProperty.call(item.payload, "issue")
-      ? `[#${item.payload.issue.number}](${urlPrefix}/${item.repo.name}/issues/${item.payload.issue.number})`
-      : `[#${item.payload.pull_request.number}](${urlPrefix}/${item.repo.name}/pull/${item.payload.pull_request.number})`;
+  if (typeof item !== "object") {
+    return `[${item}](https://github.com/${item})`;
+  }
+  if (Object.hasOwnProperty.call(item.payload, "comment")) {
+    return `[#${item.payload.issue.number}](${item.payload.comment.html_url})`;
+  }
+  if (Object.hasOwnProperty.call(item.payload, "issue")) {
+    return `[#${item.payload.issue.number}](${item.payload.issue.html_url})`;
+  }
+  if (Object.hasOwnProperty.call(item.payload, "pull_request")) {
+    return `[#${item.payload.pull_request.number}](${item.payload.pull_request.html_url})`;
+  }
+
+  if (Object.hasOwnProperty.call(item.payload, "release")) {
+    const release = item.payload.release.name || item.payload.release.tag_name;
+    return `[${release}](${item.payload.release.html_url})`;
   }
-  return `[${item}](${urlPrefix}/${item})`;
 };
 
 /**
@@ -1883,9 +1891,7 @@ const serializers = {
   },
   ReleaseEvent: (item) => {
     return `🚀 ${capitalize(item.payload.action)} release ${toUrlFormat(
-      item.payload.release.name
-        ? item.payload.release.name
-        : item.payload.release.tag_name
+      item
     )} in ${toUrlFormat(item.repo.name)}`;
   },
 };
diff --git a/index.js b/index.js
index 6b63690..8b23245 100644
--- a/index.js
+++ b/index.js
@@ -21,22 +21,30 @@ const TARGET_FILE = core.getInput("TARGET_FILE");
 
 const capitalize = (str) => str.slice(0, 1).toUpperCase() + str.slice(1);
 
-const urlPrefix = "https://github.com";
-
 /**
  * Returns a URL in markdown format for PR's and issues
  * @param {Object | String} item - holds information concerning the issue/PR
  *
  * @returns {String}
  */
-
 const toUrlFormat = (item) => {
-  if (typeof item === "object") {
-    return Object.hasOwnProperty.call(item.payload, "issue")
-      ? `[#${item.payload.issue.number}](${urlPrefix}/${item.repo.name}/issues/${item.payload.issue.number})`
-      : `[#${item.payload.pull_request.number}](${urlPrefix}/${item.repo.name}/pull/${item.payload.pull_request.number})`;
+  if (typeof item !== "object") {
+    return `[${item}](https://github.com/${item})`;
+  }
+  if (Object.hasOwnProperty.call(item.payload, "comment")) {
+    return `[#${item.payload.issue.number}](${item.payload.comment.html_url})`;
+  }
+  if (Object.hasOwnProperty.call(item.payload, "issue")) {
+    return `[#${item.payload.issue.number}](${item.payload.issue.html_url})`;
+  }
+  if (Object.hasOwnProperty.call(item.payload, "pull_request")) {
+    return `[#${item.payload.pull_request.number}](${item.payload.pull_request.html_url})`;
+  }
+
+  if (Object.hasOwnProperty.call(item.payload, "release")) {
+    const release = item.payload.release.name || item.payload.release.tag_name;
+    return `[${release}](${item.payload.release.html_url})`;
   }
-  return `[${item}](${urlPrefix}/${item})`;
 };
 
 /**
@@ -100,9 +108,7 @@ const serializers = {
   },
   ReleaseEvent: (item) => {
     return `🚀 ${capitalize(item.payload.action)} release ${toUrlFormat(
-      item.payload.release.name
-        ? item.payload.release.name
-        : item.payload.release.tag_name
+      item
     )} in ${toUrlFormat(item.repo.name)}`;
   },
 };
diff --git a/package-lock.json b/package-lock.json
index c1e3038..36a4688 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -1,12 +1,12 @@
 {
   "name": "github-activity-readme",
-  "version": "0.4.0",
+  "version": "0.4.1",
   "lockfileVersion": 2,
   "requires": true,
   "packages": {
     "": {
       "name": "github-activity-readme",
-      "version": "0.4.0",
+      "version": "0.4.1",
       "license": "MIT",
       "dependencies": {
         "@actions/core": "^1.2.6",
diff --git a/package.json b/package.json
index 2c05738..b5d8dcd 100644
--- a/package.json
+++ b/package.json
@@ -1,6 +1,6 @@
 {
   "name": "github-activity-readme",
-  "version": "0.4.0",
+  "version": "0.4.1",
   "description": "Updates README with the recent GitHub activity of a user",
   "main": "index.js",
   "keywords": [],