diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
new file mode 100644
index 0000000..dbb5d67
--- /dev/null
+++ b/.github/workflows/ci.yml
@@ -0,0 +1,29 @@
+name: test
+run-name: ${{ github.actor }} runs test
+on:
+  pull_request:
+    types: [opened]
+jobs:
+  check-bats-version:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+      - name: Set up Python
+        uses: actions/setup-python@v4
+        with:
+          python-version: '3.12.x'
+      - name: Install dependencies
+        run: |
+          python -m pip install --upgrade pip
+          pip install poetry
+          poetry install
+      - name: Run review
+        env:
+          GIT_API_TOKEN: ${{ secrets.GIT_API_TOKEN }}
+          GOOGLE_API_KEY: ${{ secrets.GOOGLE_API_KEY }}
+          PULL_REQUEST_NUMBER: ${{ github.event.pull_request.number }}
+          COMMIT_ID: ${{ github.event.pull_request.head.sha }}
+          PR_REPO_NAME: ${{ github.event.pull_request.head.repo.full_name }}
+          PR_BRANCH_NAME: ${{ github.event.pull_request.head.ref }}
+          BASE_BRANCH_NAME: ${{ github.event.pull_request.base.ref }}
+        run: poetry run python create_pr_comments.py
diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..2eea525
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1 @@
+.env
\ No newline at end of file
diff --git a/create_pr_comments.py b/create_pr_comments.py
new file mode 100644
index 0000000..e2bcc4c
--- /dev/null
+++ b/create_pr_comments.py
@@ -0,0 +1,87 @@
+import requests
+import json
+import os
+import logging
+from dotenv import load_dotenv
+from run_gemini import get_review
+
+logger = logging.getLogger(__name__)
+logging.basicConfig(encoding="utf-8", level=logging.DEBUG)
+
+load_dotenv(override=True)
+
+
+def create_pull_request_comment(
+    repository, pull_number, github_api_token, body, commit_id, path, line, side
+):
+
+    pr_url = f"https://api.github.com/repos/{repository}/pulls/{pull_number}/comments"
+    headers = {
+        "Accept": "application/json",
+        "Authorization": f"Bearer {github_api_token}",
+        "X-GitHub-Api-Version": "2022-11-28",
+    }
+    data = {
+        "body": body,
+        "commit_id": commit_id,
+        "path": path,
+        "line": int(line),
+        "side": side,
+    }
+
+    logger.debug(data)
+
+    response = requests.post(pr_url, headers=headers, json=data)
+    try:
+        response.raise_for_status()
+    except:
+        logger.exception(response)
+
+    return response.json()
+
+
+def parse_comments(text):
+    comments = []
+    lines = text.splitlines()
+    for line in lines:
+        if line[0] == "{" and line[-1] == "}":
+            try:
+                comment = json.loads(line)
+                if not all(key in comment for key in ["body", "path", "line", "side"]):
+                    raise ValueError("Invalid format: Required key does not exist.")
+                comments.append(comment)
+            except json.JSONDecodeError:
+                raise ValueError(f"Invalid format: {line}")
+    return comments
+
+
+if __name__ == "__main__":
+    git_api_token = os.environ["GIT_API_TOKEN"]
+    pr_number = os.environ["PULL_REQUEST_NUMBER"]
+    commit_id = os.environ["COMMIT_ID"]
+    pr_repository = os.environ["PR_REPO_NAME"]
+    pr_branch_name = os.environ["PR_BRANCH_NAME"]
+    base_branch_name = os.environ["BASE_BRANCH_NAME"]
+    google_api_key = os.environ["GOOGLE_API_KEY"]
+
+    raw_review = get_review(
+        google_api_key, pr_branch_name, f"{base_branch_name}", logger
+    )
+    review_comments = parse_comments(raw_review)
+
+    for comment in review_comments:
+
+        try:
+            comment_data = create_pull_request_comment(
+                pr_repository,
+                pr_number,
+                git_api_token,
+                comment["body"],
+                commit_id,
+                comment["path"],
+                comment["line"],
+                comment["side"],
+            )
+            logger.info(comment_data)
+        except:
+            logger.exception(comment)
diff --git a/poetry.lock b/poetry.lock
new file mode 100644
index 0000000..92e5fd7
--- /dev/null
+++ b/poetry.lock
@@ -0,0 +1,680 @@
+# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
+
+[[package]]
+name = "annotated-types"
+version = "0.7.0"
+description = "Reusable constraint types to use with typing.Annotated"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53"},
+    {file = "annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89"},
+]
+
+[[package]]
+name = "cachetools"
+version = "5.3.3"
+description = "Extensible memoizing collections and decorators"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "cachetools-5.3.3-py3-none-any.whl", hash = "sha256:0abad1021d3f8325b2fc1d2e9c8b9c9d57b04c3932657a72465447332c24d945"},
+    {file = "cachetools-5.3.3.tar.gz", hash = "sha256:ba29e2dfa0b8b556606f097407ed1aa62080ee108ab0dc5ec9d6a723a007d105"},
+]
+
+[[package]]
+name = "certifi"
+version = "2024.2.2"
+description = "Python package for providing Mozilla's CA Bundle."
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "certifi-2024.2.2-py3-none-any.whl", hash = "sha256:dc383c07b76109f368f6106eee2b593b04a011ea4d55f652c6ca24a754d1cdd1"},
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+]
+
+[[package]]
+name = "charset-normalizer"
+version = "3.3.2"
+description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
+optional = false
+python-versions = ">=3.7.0"
+files = [
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+optional = false
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+description = "Read key-value pairs from a .env file and set them as environment variables"
+optional = false
+python-versions = ">=3.8"
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+description = "Python HTTP for Humans."
+optional = false
+python-versions = ">=3.8"
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+
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+use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
+
+[[package]]
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+version = "4.9"
+description = "Pure-Python RSA implementation"
+optional = false
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+description = "Fast, Extensible Progress Meter"
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+notebook = ["ipywidgets (>=6)"]
+slack = ["slack-sdk"]
+telegram = ["requests"]
+
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+version = "4.12.0"
+description = "Backported and Experimental Type Hints for Python 3.8+"
+optional = false
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+version = "4.1.1"
+description = "Implementation of RFC 6570 URI Templates"
+optional = false
+python-versions = ">=3.6"
+files = [
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+version = "2.2.1"
+description = "HTTP library with thread-safe connection pooling, file post, and more."
+optional = false
+python-versions = ">=3.8"
+files = [
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+    {file = "urllib3-2.2.1.tar.gz", hash = "sha256:d0570876c61ab9e520d776c38acbbb5b05a776d3f9ff98a5c8fd5162a444cf19"},
+]
+
+[package.extras]
+brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)"]
+h2 = ["h2 (>=4,<5)"]
+socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
+zstd = ["zstandard (>=0.18.0)"]
+
+[metadata]
+lock-version = "2.0"
+python-versions = "^3.12"
+content-hash = "dffcf9c81663368a1c673ceab81f9f97a026ae39df4a620c5cfa797baf23b646"
diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 0000000..53f71a5
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,16 @@
+[tool.poetry]
+name = "auto-reviewer"
+version = "0.1.0"
+description = ""
+authors = ["agis09"]
+readme = "README.md"
+
+[tool.poetry.dependencies]
+python = "^3.12"
+google-generativeai = "^0.5.4"
+python-dotenv = "^1.0.1"
+
+
+[build-system]
+requires = ["poetry-core"]
+build-backend = "poetry.core.masonry.api"
diff --git a/run_gemini.py b/run_gemini.py
new file mode 100644
index 0000000..4f0a653
--- /dev/null
+++ b/run_gemini.py
@@ -0,0 +1,67 @@
+import google.generativeai as genai
+import os
+import subprocess
+import logging
+from dotenv import load_dotenv
+
+
+def get_review(api_key, commit_branch, main_branch, logger):
+    subprocess.run(
+        f"git fetch origin {main_branch} && git fetch origin {commit_branch} && git checkout {commit_branch}",
+        shell=True,
+        check=True,
+    )
+    git_diff = subprocess.run(
+        f"git diff origin/{main_branch}..origin/{commit_branch}",
+        shell=True,
+        stdout=subprocess.PIPE,
+        stderr=subprocess.PIPE,
+        check=True,
+    )
+    if git_diff.stderr != b"":
+        logger.error(f"stderr:{git_diff.stderr}")
+
+    genai.configure(api_key=api_key)
+    safety_settings = [
+        {"category": "HARM_CATEGORY_HARASSMENT", "threshold": "BLOCK_NONE"},
+        {"category": "HARM_CATEGORY_HATE_SPEECH", "threshold": "BLOCK_NONE"},
+        {"category": "HARM_CATEGORY_SEXUALLY_EXPLICIT", "threshold": "BLOCK_NONE"},
+        {"category": "HARM_CATEGORY_DANGEROUS_CONTENT", "threshold": "BLOCK_NONE"},
+    ]
+    model = genai.GenerativeModel(
+        "gemini-1.5-flash-latest", safety_settings=safety_settings
+    )
+
+    content = f"""
+    You are a highly skilled software engineer. Please review the provided code diff based on the following `git diff main..HEAD` results. 
+    - Your review should identify areas that need correction, explaining what needs to be changed and why.
+    - Include the following in your review:
+    - **Interpretation:** How you understand the code.
+    - **Reasoning:** Why the code is inappropriate or problematic.
+    - **Suggestions:** Examples of how the code should be corrected.
+    - Output your review results in the following JSONL (JSON Lines) format. Ensure each value is non-null and uses UTF-8 encoding:
+
+    ```json
+    {{“body”:“review comments”,“path”:“target filename”,“line”:“target line number (int)”,“side”:“whether comments are for deletions or additions (LEFT for comments on deleted sources, RIGHT for comments on added sources)”}}
+    {{“body”:“review comments”,“path”:“target filename”,“line”:“target line number (int)”,“side”:“whether comments are for deletions or additions (LEFT for comments on deleted sources, RIGHT for comments on added sources)”}}
+    ...
+    ```
+    Code diff:
+    ```
+    {git_diff.stdout}
+    ```
+    Please provide your review in the specified JSONL format. No additional text is required.
+    """
+    chat = model.start_chat()
+    res = chat.send_message(content=content)
+
+    return res.text
+
+
+if __name__ == "__main__":
+    load_dotenv(override=True)
+    google_api_key = os.environ["GOOGLE_API_KEY"]
+    logger = logging.getLogger(__name__)
+    logging.basicConfig(encoding="utf-8", level=logging.DEBUG)
+    res = get_review(google_api_key, "dev", "main", logger)
+    logger.debug(res)