diff --git a/README.md b/README.md
index 27262326..0728bbce 100644
--- a/README.md
+++ b/README.md
@@ -24,25 +24,25 @@ CodiumAI `PR-Agent` is an open-source tool aiming to help developers review PRs
 
 <h3>Example results:</h2>
 </div>
-<h4>Describe:</h4>
+<h4>/describe:</h4>
 <div align="center">
 <p float="center">
 <img src="https://codium.ai/images/describe.gif" width="800">
 </p>
 </div>
-<h4>Review:</h4>
+<h4>/review:</h4>
 <div align="center">
 <p float="center">
 <img src="https://codium.ai/images/review.gif" width="800">
 </p>
 </div>
-<h4>Ask:</h4>
+<h4>/ask:</h4>
 <div align="center">
 <p float="center">
 <img src="https://codium.ai/images/ask.gif" width="800">
 </p>
 </div>
-<h4>Improve:</h4>
+<h4>/improve:</h4>
 <div align="center">
 <p float="center">
 <img src="https://codium.ai/images/improve.gif" width="800">
@@ -132,7 +132,7 @@ Here are several ways to install and run PR-Agent:
 
 ## How it works
 
-![PR-Agent Tools](https://codium.ai/images/pr_agent_overview.png)
+![PR-Agent Tools](https://www.codium.ai/wp-content/uploads/2023/07/pr-agent-schema-updated.png)
 
 Check out the [PR Compression strategy](./PR_COMPRESSION.md) page for more details on how we convert a code diff to a manageable LLM prompt
 
diff --git a/pr_agent/algo/utils.py b/pr_agent/algo/utils.py
index 1d85b1d6..0803f874 100644
--- a/pr_agent/algo/utils.py
+++ b/pr_agent/algo/utils.py
@@ -21,6 +21,7 @@ def convert_to_markdown(output_data: dict) -> str:
         "Focused PR": "✨",
         "Security concerns": "🔒",
         "General PR suggestions": "💡",
+        "Insights from user's answers": "📝",
         "Code suggestions": "🤖"
     }
 
diff --git a/pr_agent/git_providers/bitbucket_provider.py b/pr_agent/git_providers/bitbucket_provider.py
index 1f3f9d6e..1470ce78 100644
--- a/pr_agent/git_providers/bitbucket_provider.py
+++ b/pr_agent/git_providers/bitbucket_provider.py
@@ -27,7 +27,7 @@ class BitbucketProvider:
             self.set_pr(pr_url)
 
     def is_supported(self, capability: str) -> bool:
-        if capability == 'get_issue_comments':
+        if capability in ['get_issue_comments', 'create_inline_comment', 'publish_inline_comments']:
             return False
         return True
 
@@ -65,6 +65,12 @@ class BitbucketProvider:
     def publish_inline_comment(self, body: str, relevant_file: str, relevant_line_in_file: str):
         pass
 
+    def create_inline_comment(self, body: str, relevant_file: str, relevant_line_in_file: str):
+        raise NotImplementedError("Bitbucket provider does not support creating inline comments yet")
+
+    def publish_inline_comments(self, comments: list[dict]):
+        raise NotImplementedError("Bitbucket provider does not support publishing inline comments yet")
+
     def get_title(self):
         return self.pr.title
 
diff --git a/pr_agent/git_providers/git_provider.py b/pr_agent/git_providers/git_provider.py
index 55d2bf34..f7c7fa98 100644
--- a/pr_agent/git_providers/git_provider.py
+++ b/pr_agent/git_providers/git_provider.py
@@ -44,6 +44,14 @@ class GitProvider(ABC):
     def publish_inline_comment(self, body: str, relevant_file: str, relevant_line_in_file: str):
         pass
 
+    @abstractmethod
+    def create_inline_comment(self, body: str, relevant_file: str, relevant_line_in_file: str):
+        pass
+
+    @abstractmethod
+    def publish_inline_comments(self, comments: list[dict]):
+        pass
+
     @abstractmethod
     def publish_code_suggestion(self, body: str, relevant_file: str,
                                 relevant_lines_start: int, relevant_lines_end: int):
diff --git a/pr_agent/git_providers/github_provider.py b/pr_agent/git_providers/github_provider.py
index c125b2d3..415daa06 100644
--- a/pr_agent/git_providers/github_provider.py
+++ b/pr_agent/git_providers/github_provider.py
@@ -3,7 +3,7 @@ from datetime import datetime
 from typing import Optional, Tuple
 from urllib.parse import urlparse
 
-from github import AppAuthentication, Github
+from github import AppAuthentication, Github, Auth
 
 from pr_agent.config_loader import settings
 
@@ -103,6 +103,9 @@ class GithubProvider(GitProvider):
         self.pr.comments_list.append(response)
 
     def publish_inline_comment(self, body: str, relevant_file: str, relevant_line_in_file: str):
+        self.publish_inline_comments([self.create_inline_comment(body, relevant_file, relevant_line_in_file)])
+
+    def create_inline_comment(self, body: str, relevant_file: str, relevant_line_in_file: str):
         self.diff_files = self.diff_files if self.diff_files else self.get_diff_files()
         position = -1
         for file in self.diff_files:
@@ -121,9 +124,16 @@ class GithubProvider(GitProvider):
         if position == -1:
             if settings.config.verbosity_level >= 2:
                 logging.info(f"Could not find position for {relevant_file} {relevant_line_in_file}")
+            subject_type = "FILE"
         else:
-            path = relevant_file.strip()
-            self.pr.create_review_comment(body=body, commit_id=self.last_commit_id, path=path, position=position)
+            subject_type = "LINE"
+        path = relevant_file.strip()
+        # placeholder for future API support (already supported in single inline comment)
+        # return dict(body=body, path=path, position=position, subject_type=subject_type)
+        return dict(body=body, path=path, position=position) if subject_type == "LINE" else {}
+
+    def publish_inline_comments(self, comments: list[dict]):
+        self.pr.create_review(commit=self.last_commit_id, comments=comments)
 
     def publish_code_suggestion(self, body: str,
                                 relevant_file: str,
@@ -264,7 +274,7 @@ class GithubProvider(GitProvider):
                 raise ValueError(
                     "GitHub token is required when using user deployment. See: "
                     "https://github.com/Codium-ai/pr-agent#method-2-run-from-source") from e
-            return Github(token)
+            return Github(auth=Auth.Token(token))
 
     def _get_repo(self):
         return self.github_client.get_repo(self.repo)
diff --git a/pr_agent/git_providers/gitlab_provider.py b/pr_agent/git_providers/gitlab_provider.py
index 17927dd1..95246647 100644
--- a/pr_agent/git_providers/gitlab_provider.py
+++ b/pr_agent/git_providers/gitlab_provider.py
@@ -35,7 +35,7 @@ class GitLabProvider(GitProvider):
         self.incremental = incremental
 
     def is_supported(self, capability: str) -> bool:
-        if capability == 'get_issue_comments':
+        if capability in ['get_issue_comments', 'create_inline_comment', 'publish_inline_comments']:
             return False
         return True
 
@@ -109,6 +109,12 @@ class GitLabProvider(GitProvider):
         self.send_inline_comment(body, edit_type, found, relevant_file, relevant_line_in_file, source_line_no,
                                  target_file, target_line_no)
 
+    def create_inline_comment(self, body: str, relevant_file: str, relevant_line_in_file: str):
+        raise NotImplementedError("Gitlab provider does not support creating inline comments yet")
+
+    def create_inline_comment(self, comments: list[dict]):
+        raise NotImplementedError("Gitlab provider does not support publishing inline comments yet")
+
     def send_inline_comment(self, body, edit_type, found, relevant_file, relevant_line_in_file, source_line_no,
                             target_file, target_line_no):
         if not found:
diff --git a/pr_agent/tools/pr_reviewer.py b/pr_agent/tools/pr_reviewer.py
index 38f918b9..4e147ace 100644
--- a/pr_agent/tools/pr_reviewer.py
+++ b/pr_agent/tools/pr_reviewer.py
@@ -24,7 +24,7 @@ class PRReviewer:
         self.is_answer = is_answer
         if self.is_answer and not self.git_provider.is_supported("get_issue_comments"):
             raise Exception(f"Answer mode is not supported for {settings.config.git_provider} for now")
-        answer_str = question_str = self._get_user_answers()
+        answer_str, question_str = self._get_user_answers()
         self.ai_handler = AiHandler()
         self.patches_diff = None
         self.prediction = None
@@ -51,7 +51,7 @@ class PRReviewer:
     async def review(self):
         logging.info('Reviewing PR...')
         if settings.config.publish_output:
-                self.git_provider.publish_comment("Preparing review...", is_temporary=True)
+            self.git_provider.publish_comment("Preparing review...", is_temporary=True)
         logging.info('Getting PR diff...')
         self.patches_diff = get_pr_diff(self.git_provider, self.token_handler)
         logging.info('Getting AI prediction...')
@@ -99,7 +99,13 @@ class PRReviewer:
         if settings.config.git_provider != 'bitbucket' and \
                 settings.pr_reviewer.inline_code_comments and \
                 'Code suggestions' in data['PR Feedback']:
-            del data['PR Feedback']['Code suggestions']
+            # keeping only code suggestions that can't be submitted as inline comments
+            data['PR Feedback']['Code suggestions'] = [
+                d for d in data['PR Feedback']['Code suggestions']
+                if any(key not in d for key in ('relevant file', 'relevant line in file', 'suggestion content'))
+            ]
+            if not data['PR Feedback']['Code suggestions']:
+                del data['PR Feedback']['Code suggestions']
 
         markdown_text = convert_to_markdown(data)
         user = self.git_provider.get_user_id()
@@ -125,16 +131,24 @@ class PRReviewer:
         except json.decoder.JSONDecodeError:
             data = try_fix_json(review)
 
-        if settings.pr_reviewer.num_code_suggestions > 0:
-            try:
-                for d in data['PR Feedback']['Code suggestions']:
-                    relevant_file = d['relevant file'].strip()
-                    relevant_line_in_file = d['relevant line in file'].strip()
-                    content = d['suggestion content']
+        comments = []
+        for d in data['PR Feedback']['Code suggestions']:
+            relevant_file = d.get('relevant file', '').strip()
+            relevant_line_in_file = d.get('relevant line in file', '').strip()
+            content = d.get('suggestion content', '')
+            if not relevant_file or not relevant_line_in_file or not content:
+                logging.info("Skipping inline comment with missing file/line/content")
+                continue
 
-                    self.git_provider.publish_inline_comment(content, relevant_file, relevant_line_in_file)
-            except KeyError:
-                pass
+            if self.git_provider.is_supported("create_inline_comment"):
+                comment = self.git_provider.create_inline_comment(content, relevant_file, relevant_line_in_file)
+                if comment:
+                    comments.append(comment)
+            else:
+                self.git_provider.publish_inline_comment(content, relevant_file, relevant_line_in_file)
+
+        if comments:
+            self.git_provider.publish_inline_comments(comments)
 
     def _get_user_answers(self):
         answer_str = question_str = ""
diff --git a/requirements.txt b/requirements.txt
index 8695f709..399cd3ab 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,6 +1,6 @@
 dynaconf==3.1.12
 fastapi==0.99.0
-PyGithub==1.58.2
+PyGithub==1.59.*
 retry==0.9.2
 openai==0.27.8
 Jinja2==3.1.2