diff --git a/Usage.md b/Usage.md
index 7eb3d212..51f5f9f7 100644
--- a/Usage.md
+++ b/Usage.md
@@ -249,8 +249,12 @@ org = "https://dev.azure.com/YOUR_ORGANIZATION/"
 pat = "YOUR_PAT_TOKEN"
 ```
 
-#### Similar issue tool (/similar_issue)
-To enable usage of the 'similar issue' tool, you need to set the following keys in `.secrets.toml` (or in the relevant environment variables):
+#### Similar issue tool
+
+Example usage:
+<img src=./pics/similar_issue_tool.png width="768">
+
+To enable usage of the '**similar issue**' tool, you need to set the following keys in `.secrets.toml` (or in the relevant environment variables):
 ```
 [pinecone]
 api_key = "..."
@@ -258,11 +262,10 @@ environment = "..."
 ```
 These parameters can be obtained by registering to [Pinecone](https://app.pinecone.io/?sessionType=signup/).
 
-To invoke the similar issue tool from **CLI**, run:
-`--issue_url=... similar_issue`
+- To invoke the 'similar issue' tool from **CLI**, run:
+`python3 cli.py --issue_url=... similar_issue`
 
-To invoke the similar issue tool via online usage, [comment](https://github.com/Codium-ai/pr-agent/issues/178#issuecomment-1716934893) on a PR:
+- To invoke the 'similar' issue tool via online usage, [comment](https://github.com/Codium-ai/pr-agent/issues/178#issuecomment-1716934893) on a PR:
 `/similar_issue`
 
-You can also enable the 'similar issue' tool to run automatically when a new issue is opened, by adding it to the [`pr_commands` list in the `github_app` section](https://github.com/Codium-ai/pr-agent/blob/main/pr_agent/settings/configuration.toml#L66).
-```
\ No newline at end of file
+- You can also enable the 'similar issue' tool to run automatically when a new issue is opened, by adding it to the [pr_commands list in the github_app section](https://github.com/Codium-ai/pr-agent/blob/main/pr_agent/settings/configuration.toml#L66)
\ No newline at end of file
diff --git a/pics/debugger.png b/pics/debugger.png
deleted file mode 100644
index 7d8f201f..00000000
Binary files a/pics/debugger.png and /dev/null differ
diff --git a/pics/similar_issue_tool.png b/pics/similar_issue_tool.png
new file mode 100644
index 00000000..4ec51c81
Binary files /dev/null and b/pics/similar_issue_tool.png differ
diff --git a/pr_agent/tools/pr_similar_issue.py b/pr_agent/tools/pr_similar_issue.py
index 1042c3ea..d7b6a799 100644
--- a/pr_agent/tools/pr_similar_issue.py
+++ b/pr_agent/tools/pr_similar_issue.py
@@ -114,21 +114,30 @@ class PRSimilarIssue:
                                    filter={"repo": self.repo_name_for_index},
                                    include_metadata=True).to_dict()
         relevant_issues_number_list = []
+        relevant_comment_number_list = []
+        score_list = []
         for r in res['matches']:
             issue_number = int(r["id"].split('.')[0].split('_')[-1])
             if original_issue_number == issue_number:
                 continue
             if issue_number not in relevant_issues_number_list:
                 relevant_issues_number_list.append(issue_number)
+            if 'comment' in r["id"]:
+                relevant_comment_number_list.append(int(r["id"].split('.')[1].split('_')[-1]))
+            else:
+                relevant_comment_number_list.append(-1)
+            score_list.append(str("{:.2f}".format(r['score'])))
         logging.info('Done')
 
         logging.info('Publishing response...')
-        similar_issues_str = "Similar Issues:\n\n"
+        similar_issues_str = "### Similar Issues\n___\n\n"
         for i, issue_number_similar in enumerate(relevant_issues_number_list):
             issue = self.git_provider.repo_obj.get_issue(issue_number_similar)
             title = issue.title
             url = issue.html_url
-            similar_issues_str += f"{i + 1}. [{title}]({url})\n\n"
+            if relevant_comment_number_list[i] != -1:
+                url = list(issue.get_comments())[relevant_comment_number_list[i]].html_url
+            similar_issues_str += f"{i + 1}. **[{title}]({url})** (score={score_list[i]})\n\n"
         if get_settings().config.publish_output:
             response = issue_main.create_comment(similar_issues_str)
         logging.info(similar_issues_str)