diff --git a/.dockerignore b/.dockerignore
index 5d1c887..3bab72b 100644
--- a/.dockerignore
+++ b/.dockerignore
@@ -33,6 +33,8 @@ __pycache__/
 .venv
 venv
 
+.env
+
 .DS_Store
 .AppleDouble
 .LSOverride
diff --git a/Makefile b/Makefile
index 7824276..393c205 100644
--- a/Makefile
+++ b/Makefile
@@ -130,6 +130,7 @@ lint: test check-safety check-style
 docker:
 	@echo Building docker $(IMAGE):$(VERSION) ...
 	docker build \
+		--platform=linux/amd64 \
 		-t $(IMAGE):$(VERSION) . \
 		-f ./docker/Dockerfile
 
diff --git a/docker/Dockerfile b/docker/Dockerfile
index 3712d0e..61a65a3 100644
--- a/docker/Dockerfile
+++ b/docker/Dockerfile
@@ -1,4 +1,4 @@
-FROM python:3.9-slim-buster
+FROM --platform=linux/amd64 python:3.9-slim-buster 
 
 ENV LANG=C.UTF-8 \
   LC_ALL=C.UTF-8
diff --git a/github_tests_validator_app/bin/github_event_process.py b/github_tests_validator_app/bin/github_event_process.py
index aa958a7..c5e2dae 100644
--- a/github_tests_validator_app/bin/github_event_process.py
+++ b/github_tests_validator_app/bin/github_event_process.py
@@ -54,8 +54,10 @@ def run(payload: Dict[str, Any]) -> None:
         return
 
     sql_client = SQLAlchemyConnector()
-
-    sql_client.add_new_user(user_data)
+    try:
+        sql_client.add_new_user(user_data)
+    except Exception as e:
+        logging.error(f"[ERROR]: {e}")
 
     # Check valid repo
     user_github_connector = get_user_github_connector(user_data, payload)
diff --git a/github_tests_validator_app/bin/github_repo_validation.py b/github_tests_validator_app/bin/github_repo_validation.py
index da8f96c..40b1afc 100644
--- a/github_tests_validator_app/bin/github_repo_validation.py
+++ b/github_tests_validator_app/bin/github_repo_validation.py
@@ -11,6 +11,7 @@
     commit_ref_path,
     default_message,
 )
+from github_tests_validator_app.lib.utils import pull_requested_test_results
 from github_tests_validator_app.lib.connectors.github_client import GitHubConnector
 from github_tests_validator_app.lib.connectors.sqlalchemy_client import SQLAlchemyConnector, User
 
@@ -25,10 +26,6 @@ def get_event(payload: Dict[str, Any]) -> str:
 def get_user_branch(payload: Dict[str, Any], trigger: Union[str, None] = None) -> Any:
     trigger = get_event(payload) if not trigger else trigger
     if not trigger:
-        # Log error
-        # FIXME
-        # Archive the payload
-        # FIXME
         logging.error("Couldn't find the user branch, maybe the trigger is not managed")
         return None
 
@@ -66,6 +63,7 @@ def compare_folder(
     user_github: GitHubConnector, solution_repo: GitHubConnector, folder: str
 ) -> Any:
 
+    logging.info(f"BRANCH NAME: {user_github.BRANCH_NAME}")
     user_contents = user_github.repo.get_contents(folder, ref=user_github.BRANCH_NAME)
 
     if isinstance(user_contents, ContentFile.ContentFile) and user_contents.type == "submodule":
@@ -75,6 +73,8 @@ def compare_folder(
 
     user_hash = user_github.get_hash(folder)
     solution_hash = solution_repo.get_hash(folder)
+    logging.info(f"user_hash = {user_hash}")
+    logging.info(f"solution_hash = {solution_hash}")
     return user_hash == solution_hash
 
 
@@ -85,25 +85,31 @@ def validate_github_repo(
     event: str,
 ) -> None:
 
-    logging.info(f"Connecting to repo : {GH_TESTS_REPO_NAME}")
+    logging.info(f"Connecting to TESTS repo : {GH_TESTS_REPO_NAME}")
 
+    if user_github_connector.repo.parent:
+        original_repo_name = user_github_connector.repo.parent.full_name
+        logging.info(f"Connecting to ORIGINAL repo : {original_repo_name}")
+    else:
+        original_repo_name = user_github_connector.repo.full_name
+        logging.info(f"Repository '{original_repo_name}' is not a fork, connecting to the same repository.")
+        
     tests_github_connector = GitHubConnector(
         user_data=user_github_connector.user_data,
         repo_name=GH_TESTS_REPO_NAME
         if GH_TESTS_REPO_NAME
-        else user_github_connector.repo.parent.full_name,
-        branch_name="main",
+        else original_repo_name,
+        branch_name="feat/ci_workflow",
         access_token=GH_PAT,
     )
-
-    logging.info(f"Connecting to repo : {user_github_connector.repo.parent.full_name}")
-
+    
     original_github_connector = GitHubConnector(
         user_data=user_github_connector.user_data,
-        repo_name=user_github_connector.repo.parent.full_name,
-        branch_name="main",
+        repo_name=original_repo_name,
+        branch_name="feat/ci_workflow",
         access_token=GH_PAT,
     )
+    
     if not tests_github_connector:
         sql_client.add_new_repository_validation(
             user_github_connector.user_data,
@@ -114,6 +120,7 @@ def validate_github_repo(
         )
         logging.error("[ERROR]: cannot get the tests github repository.")
         return
+    
     if not original_github_connector:
         sql_client.add_new_repository_validation(
             user_github_connector.user_data,
@@ -128,11 +135,40 @@ def validate_github_repo(
     workflows_havent_changed = compare_folder(
         user_github_connector, original_github_connector, GH_WORKFLOWS_FOLDER_NAME
     )
+
     tests_havent_changed = compare_folder(
         user_github_connector, tests_github_connector, GH_TESTS_FOLDER_NAME
     )
 
-    # Add valid repo result on Google Sheet
+    tests_conclusion = "success" if tests_havent_changed else "failure"
+    tests_message = default_message["valid_repository"]["tests"][str(tests_havent_changed)]
+
+    workflows_conclusion = "success" if workflows_havent_changed else "failure"
+    workflows_message = default_message["valid_repository"]["workflows"][
+        str(workflows_havent_changed)
+    ]
+
+    # Fetch the test results JSON from GitHub Actions artifact
+    pytests_results_json = user_github_connector.get_tests_results_json()
+
+    if pytests_results_json is None:
+        logging.error("Validation failed due to missing or invalid test results artifact.")
+        pytest_result_message = "No test results found."
+        pytest_result_conclusion = "faillure"
+    else:
+        failed_tests = pull_requested_test_results(
+            tests_results_json=pytests_results_json,
+            payload=payload,
+            github_event=event,
+            user_github_connector=user_github_connector
+        )
+        logging.info(f"failed_test : {failed_tests[1]}")
+        pytest_result_conclusion = "failure" if failed_tests[1] > 0 else "success"
+        logging.info(f"pytest_result_conclusion 01 = {pytest_result_conclusion}")
+    
+    logging.info(f"pytest_result_conclusion = {pytest_result_conclusion}")
+
+
     sql_client.add_new_repository_validation(
         user_github_connector.user_data,
         workflows_havent_changed,
@@ -140,6 +176,7 @@ def validate_github_repo(
         event,
         default_message["valid_repository"]["workflows"][str(workflows_havent_changed)],
     )
+    
     sql_client.add_new_repository_validation(
         user_github_connector.user_data,
         tests_havent_changed,
@@ -148,39 +185,89 @@ def validate_github_repo(
         default_message["valid_repository"]["tests"][str(tests_havent_changed)],
     )
 
-    tests_conclusion = "success" if tests_havent_changed else "failure"
-    tests_message = default_message["valid_repository"]["tests"][str(tests_havent_changed)]
-    workflows_conclusion = "success" if workflows_havent_changed else "failure"
-    workflows_message = default_message["valid_repository"]["workflows"][
-        str(workflows_havent_changed)
-    ]
-
     if event == "pull_request":
-        issue = user_github_connector.repo.get_issue(number=payload["pull_request"]["number"])
-        issue.create_comment(tests_message)
+        # Create a Check Run with detailed test results in case of failure
         user_github_connector.repo.create_check_run(
-            name=tests_message,
+            name="[Integrity] Test Folder Validation",
             head_sha=payload["pull_request"]["head"]["sha"],
             status="completed",
             conclusion=tests_conclusion,
+            output={
+                "title": "Test Folder Validation Result",
+                "summary": tests_message,
+            }
         )
         user_github_connector.repo.create_check_run(
-            name=workflows_message,
+            name="[Integrity] Workflow Folder Validation",
             head_sha=payload["pull_request"]["head"]["sha"],
             status="completed",
             conclusion=workflows_conclusion,
+            output={
+                "title": "Workflow Folder Validation Result",
+                "summary": workflows_message,
+            }
+        )
+        pytest_result_message = pull_requested_test_results(
+            tests_results_json=pytests_results_json,
+            payload=payload,
+            github_event=event,
+            user_github_connector=user_github_connector
+        )
+        user_github_connector.repo.create_check_run(
+            name="[Pytest] Pytest Result Validation",
+            head_sha=payload["pull_request"]["head"]["sha"],
+            status="completed",
+            conclusion=pytest_result_conclusion,
+            output={
+                "title": "Pytest Validation Result",
+                "summary": pytest_result_message[0],
+            }
         )
-        issue.create_comment(workflows_message)
     elif event == "pusher":
+        # Check if there is already an open PR
+        gh_branch = payload["ref"].replace("refs/heads/", "")
+        gh_prs = user_github_connector.repo.get_pulls(
+            state="open",
+            head=f"{user_github_connector.repo.owner.login}:{gh_branch}"
+        )
+        if gh_prs.totalCount > 0:
+            gh_pr = gh_prs[0] # Get first matching PR
+            if gh_pr.head.sha == payload["after"]:
+                return
+            
         user_github_connector.repo.create_check_run(
-            name=tests_message,
+            name="[Integrity] Test Folder Validation",
             head_sha=payload["after"],
             status="completed",
             conclusion=tests_conclusion,
+            output={
+                "title": "Test Folder Validation Result",
+                "summary": tests_message,
+            }
         )
         user_github_connector.repo.create_check_run(
-            name=workflows_message,
+            name="[Integrity] Workflow Folder Validation",
             head_sha=payload["after"],
             status="completed",
             conclusion=workflows_conclusion,
+            output={
+                "title": "Workflow Folder Validation Result",
+                "summary": workflows_message,
+            }
+        )
+        pytest_result_message = pull_requested_test_results(
+            tests_results_json=pytests_results_json,
+            payload=payload,
+            github_event=event,
+            user_github_connector=user_github_connector
+        )
+        user_github_connector.repo.create_check_run(
+            name="[Pytest] Pytest Result Validation",
+            head_sha=payload["after"],
+            status="completed",
+            conclusion=pytest_result_conclusion,
+            output={
+                "title": "Pytest Validation Result",
+                "summary": pytest_result_message[0],
+            }
         )
diff --git a/github_tests_validator_app/bin/user_pytest_summaries_validation.py b/github_tests_validator_app/bin/user_pytest_summaries_validation.py
index 883fcbf..5cec09d 100644
--- a/github_tests_validator_app/bin/user_pytest_summaries_validation.py
+++ b/github_tests_validator_app/bin/user_pytest_summaries_validation.py
@@ -107,7 +107,9 @@ def send_user_pytest_summaries(
 
     # Get user artifact
     artifact = get_user_artifact(user_github_connector, sql_client, all_user_artifact, payload)
+    logging.info(f"User artifact: {artifact}")
     if not artifact:
+        logging.info("[ERROR]: Cannot get user artifact.")
         return
 
     # Send summary user results to Google Sheet
@@ -122,7 +124,8 @@ def send_user_pytest_summaries(
 
     # Parsing artifact / challenge results
     pytest_summaries = parsing_pytest_summaries(artifact["tests"])
-    # Send new detail results to Google Sheet
+    logging.info(f'Tests user artifact: {artifact["tests"]}')
+    # Send new results to Google Sheet
     sql_client.add_new_pytest_detail(
         repository=user_github_connector.REPO_NAME,
         branch=user_github_connector.BRANCH_NAME,
diff --git a/github_tests_validator_app/config.py b/github_tests_validator_app/config.py
index de7c73b..b699976 100644
--- a/github_tests_validator_app/config.py
+++ b/github_tests_validator_app/config.py
@@ -35,11 +35,12 @@
 GH_APP_ID = cast(str, os.getenv("GH_APP_ID", "")).replace("\r\n", "").replace("\r", "")
 GH_APP_KEY = cast(str, os.getenv("GH_APP_KEY", ""))
 GH_PAT = cast(str, os.getenv("GH_PAT", "")).replace("\r\n", "").replace("\r", "")
-SQLALCHEMY_URI = cast(str, os.getenv("SQLALCHEMY_URI", "")).replace("\r\n", "").replace("\r", "")
+
+SQLALCHEMY_URI = cast(str, os.getenv("SQLALCHEMY_URI", "")).replace("\r\n", "").replace("\r", "").replace('"', '')
 GH_TESTS_REPO_NAME = (
     cast(str, os.getenv("GH_TESTS_REPO_NAME", "")).replace("\r\n", "").replace("\r", "")
 )
-GH_TESTS_FOLDER_NAME = "tests"
+GH_TESTS_FOLDER_NAME = "validation_tests"
 GH_WORKFLOWS_FOLDER_NAME = ".github/workflows"
 GH_API = "https://api.github.com/repos"
 GH_ALL_ARTIFACT_ENDPOINT = "actions/artifacts"
@@ -48,11 +49,11 @@
 default_message: Dict[str, Dict[str, Dict[str, str]]] = {
     "valid_repository": {
         "tests": {
-            "True": "Your folder `Test` is valid",
-            "False": "Your folder `Test` has been modified and is no longer valid.",
+            "True": "Your folder `.validation_tests/` is valid.",
+            "False": "Your folder `.validation_tests/` has been modified and is no longer valid.",
         },
         "workflows": {
-            "True": "Your folder `.github/workflows` is valid",
+            "True": "Your folder `.github/workflows` is valid.",
             "False": "Your folder `.github/workflows` has been modified and is no longer valid.",
         },
     },
diff --git a/github_tests_validator_app/lib/connectors/github_client.py b/github_tests_validator_app/lib/connectors/github_client.py
index 85d5f28..64a4c6a 100644
--- a/github_tests_validator_app/lib/connectors/github_client.py
+++ b/github_tests_validator_app/lib/connectors/github_client.py
@@ -2,11 +2,13 @@
 
 import io
 import json
+import time
 import logging
 import zipfile
 
 import requests
-from github import ContentFile, Github, GithubIntegration, Repository
+from github import Auth
+from github import ContentFile, Github, GithubIntegration, Repository, UnknownObjectException
 from github_tests_validator_app.config import (
     GH_ALL_ARTIFACT_ENDPOINT,
     GH_API,
@@ -33,24 +35,31 @@ def __init__(
             f"Connecting to Github with user {self.user_data['organization_or_user']} on repo: {repo_name} ..."
         )
         if not access_token:
+            logging.info("No access token provided, trying to get one ...")
             self.set_git_integration()
             self.set_access_token(repo_name)
-        self.connector = Github(login_or_token=self.ACCESS_TOKEN, timeout=30)
-        self.repo = self.connector.get_repo(f"{repo_name}")
-        logging.info("Done.")
+
+        logging.info(f"Access token: {self.ACCESS_TOKEN[:10]}... (truncated for security)")
+        
+        try:
+            self.connector = Github(login_or_token=self.ACCESS_TOKEN, timeout=30)
+            self.repo = self.connector.get_repo(f"{repo_name}")
+            logging.info(f"repo_name = {repo_name} and repo = {self.repo}")
+            logging.info(f"Successfully connected to repo: {repo_name}")
+        except Exception as e:
+            logging.error(f"Failed to connect to repo: {repo_name}, error: {e}")
+            raise e
 
     def set_git_integration(self) -> None:
         self.git_integration = GithubIntegration(
-            GH_APP_ID,
-            GH_APP_KEY,
+            auth=Auth.AppAuth(app_id=GH_APP_ID, private_key=GH_APP_KEY)
         )
 
     def set_access_token(self, repo_name: str) -> None:
         self.ACCESS_TOKEN = self.git_integration.get_access_token(
             installation_id=self.git_integration.get_installation(
                 repo_name.split("/")[0], repo_name.split("/")[1]
-            ).id,
-            user_id=self.user_data["id"],
+            ).id
         ).token
 
     def get_repo(self, repo_name: str) -> Repository.Repository:
@@ -61,6 +70,7 @@ def get_repo(self, repo_name: str) -> Repository.Repository:
 
     def get_last_hash_commit(self) -> str:
         branch = self.repo.get_branch(self.BRANCH_NAME)
+        logging.info(f"BRANCH NAME: {self.BRANCH_NAME}")
         return branch.commit.sha
 
     def get_files_content(self, contents: Any) -> List[ContentFile.ContentFile]:
@@ -68,29 +78,55 @@ def get_files_content(self, contents: Any) -> List[ContentFile.ContentFile]:
         while contents:
             file_content = contents.pop(0)
             if file_content.type == "dir":
-                contents.extend(self.repo.get_contents(file_content.path))
+                logging.info(f"Fetching contents of directory: {file_content.path}")
+                contents.extend(self.repo.get_contents(file_content.path, ref=self.BRANCH_NAME))
             else:
+                logging.info(f"File fetched: {file_content.path}")
                 files_content.append(file_content)
         return files_content
 
+
     def get_hash(self, folder_name: str) -> str:
-        contents = self.repo.get_contents(folder_name)
+        
+        logging.info(f"Attempting to fetch contents for folder: {folder_name} in repo {self.REPO_NAME} on branch {self.BRANCH_NAME}")
+        try:
+            contents = self.repo.get_contents(folder_name, ref=self.BRANCH_NAME)
+        except UnknownObjectException as e:
+            logging.error(f"Failed to fetch folder '{folder_name}'. Error: {e}")
+            raise e
+
         files_content = self.get_files_content(contents)
-        hash = str(get_hash_files(files_content))
-        return hash
+        logging.info(f"Number of files fetched from folder {folder_name}: {len(files_content)}")
+        for file_content in files_content:
+            logging.debug(f"File path: {file_content.path}, Content length: {len(file_content.decoded_content) if file_content.type == 'file' else 'N/A'}")
+        
+        hash_value = str(get_hash_files(files_content))
+        logging.info(f"Generated hash for folder {folder_name}: {hash_value}")
+        return hash_value
+
 
     def get_all_artifacts(self) -> Union[requests.models.Response, Any]:
-        url = "/".join(
-            [
-                GH_API,
-                self.user_data["organization_or_user"],
-                self.REPO_NAME,
-                GH_ALL_ARTIFACT_ENDPOINT,
-            ]
-        )
+        url = f"https://api.github.com/repos/{self.REPO_NAME}/actions/artifacts"
         headers = self._get_headers()
-        response = self._request_data(url, headers=headers)
-        return response
+        max_retries = 3
+        delay = 5
+        for attempt in range(max_retries):
+            try:
+                response = self._request_data(url, headers=headers)
+                logging.info(f"Artifacts response: {response} from {url}")
+                if response and response.get("artifacts"):
+                    logging.info(f"Artifacts fetched successfully on attempt {attempt+1}: {response}")
+                    return response
+                logging.warning(f"No artifacts found on attempt {attempt+1}/{max_retries}. Retrying in {delay}s...")
+                time.sleep(delay)
+                return response
+            except requests.exceptions.HTTPError as e:
+                if e.response.status_code == 404:
+                    logging.error(f"No artifacts found for the repository: {self.REPO_NAME}")
+                    return None
+                else:
+                    raise e
+
 
     def get_artifact_info_from_artifacts_with_worflow_run_id(
         self, artifacts: List[Dict[str, Any]], worflow_run_id: int
@@ -100,19 +136,20 @@ def get_artifact_info_from_artifacts_with_worflow_run_id(
                 return artifact
         return None
 
+
     def get_artifact_from_format_zip_bytes(self, artifact_content: bytes) -> Any:
         z = zipfile.ZipFile(io.BytesIO(artifact_content))
         f = z.read(z.namelist()[0])
         decode = f.decode("utf-8")
         return json.loads(decode)
 
+
     def get_artifact(self, artifact_info: Dict[str, Any]) -> Union[requests.models.Response, Any]:
         artifact_id = str(artifact_info["id"])
         archive_format = "zip"
         url = "/".join(
             [
                 GH_API,
-                self.user_data["organization_or_user"],
                 self.REPO_NAME,
                 GH_ALL_ARTIFACT_ENDPOINT,
                 artifact_id,
@@ -121,8 +158,10 @@ def get_artifact(self, artifact_info: Dict[str, Any]) -> Union[requests.models.R
         )
         headers = self._get_headers()
         response = self._request_data(url, headers=headers, dict_format=False)
+        logging.info(f"Artifact response: {response}")
         return response
 
+
     def _get_headers(self) -> Dict[str, str]:
         if not self.ACCESS_TOKEN:
             self.set_access_token(self.REPO_NAME)
@@ -132,6 +171,7 @@ def _get_headers(self) -> Dict[str, str]:
             "Authorization": f"Bearer {self.ACCESS_TOKEN}",
         }
 
+
     def _request_data(
         self,
         url: str,
@@ -144,3 +184,23 @@ def _request_data(
         if dict_format:
             return response.json()
         return response
+    
+    
+    def get_tests_results_json(self) -> Union[Dict[str, Any], None]:
+        response = self.get_all_artifacts()
+        if response and response.get("artifacts"):
+            # Find the artifact with the test results
+            artifact = next((a for a in response["artifacts"] if a["name"] == "tests-results-logs"), None)
+            if artifact:
+                # Download the artifact content
+                artifact_content = self.get_artifact(artifact)
+                try:
+                    with zipfile.ZipFile(io.BytesIO(artifact_content.content)) as z:
+                        with z.open('results.json') as json_file:
+                            json_content = json.load(json_file)
+                            return json_content
+                except Exception as e:
+                    logging.error(f"Failed to parse test results JSON from artifact: {e}")
+                    return None
+        logging.error("No suitable artifacts found or unable to fetch artifact.")
+        return None
diff --git a/github_tests_validator_app/lib/connectors/sqlalchemy_client.py b/github_tests_validator_app/lib/connectors/sqlalchemy_client.py
index 88d26ad..4bfc094 100644
--- a/github_tests_validator_app/lib/connectors/sqlalchemy_client.py
+++ b/github_tests_validator_app/lib/connectors/sqlalchemy_client.py
@@ -2,6 +2,7 @@
 
 import json
 import operator
+import logging
 from datetime import datetime
 from functools import reduce
 
@@ -78,8 +79,13 @@ def __init__(self) -> None:
     def add_new_user(self, user_data: Dict[str, Any]) -> None:
         user = User(**user_data)
         with Session(self.engine) as session:
-            session.add(user)
-            session.commit()
+            try:
+                # Use merge to handle insert or update
+                session.merge(user)
+                session.commit()
+            except Exception as e:
+                session.rollback()
+                raise e
 
     def add_new_repository_validation(
         self,
@@ -111,6 +117,7 @@ def add_new_pytest_summary(
         branch: str,
         info: str,
     ) -> None:
+        logging.info(f"Adding new pytest summary: {artifact}")
         pytest_summary = WorkflowRun(
             id=workflow_run_id,
             organization_or_user=user_data["organization_or_user"],
@@ -124,8 +131,14 @@ def add_new_pytest_summary(
             info=info,
         )
         with Session(self.engine) as session:
-            session.add(pytest_summary)
-            session.commit()
+            try:
+                session.add(pytest_summary)
+                session.commit()
+                logging.info("Pytest summary added successfully.")
+            except Exception as e:
+                session.rollback()
+                logging.error(f"Error adding pytest summary: {e}")
+                raise e
 
     def add_new_pytest_detail(
         self,
@@ -134,19 +147,26 @@ def add_new_pytest_detail(
         results: List[Dict[str, Any]],
         workflow_run_id: int,
     ) -> None:
+        logging.info(f"Adding new pytest details: {results}")
         with Session(self.engine) as session:
-            for test in results:
-                pytest_detail = WorkflowRunDetail(
-                    repository=repository,
-                    branch=branch,
-                    workflow_run_id=workflow_run_id,
-                    file_path=test["file_path"],
-                    test_name=test["test_name"],
-                    script_name=test["script_name"],
-                    outcome=test["outcome"],
-                    setup=json.dumps(test["setup"]),
-                    call=json.dumps(test["call"]),
-                    teardown=json.dumps(test["teardown"]),
-                )
-                session.add(pytest_detail)
-            session.commit()
+            try:
+                for test in results:
+                    pytest_detail = WorkflowRunDetail(
+                        repository=repository,
+                        branch=branch,
+                        workflow_run_id=workflow_run_id,
+                        file_path=test["file_path"],
+                        test_name=test["test_name"],
+                        script_name=test["script_name"],
+                        outcome=test["outcome"],
+                        setup=json.dumps(test["setup"]),
+                        call=json.dumps(test["call"]),
+                        teardown=json.dumps(test["teardown"]),
+                    )
+                    session.add(pytest_detail)
+                session.commit()
+                logging.info("Pytest details added successfully.")
+            except Exception as e:
+                session.rollback()
+                logging.error(f"Error adding pytest details: {e}")
+                raise e
diff --git a/github_tests_validator_app/lib/utils.py b/github_tests_validator_app/lib/utils.py
index eeff3fd..34b8b0d 100644
--- a/github_tests_validator_app/lib/utils.py
+++ b/github_tests_validator_app/lib/utils.py
@@ -1,20 +1,30 @@
 from typing import Any, Dict, List, Optional
 
+import re
 import hashlib
+import logging
 from datetime import datetime
 
 from github import ContentFile
 from github_tests_validator_app.lib.connectors.sqlalchemy_client import User
 
 
+
 def get_hash_files(contents: List[ContentFile.ContentFile]) -> str:
-    hash_sum = ""
-    for content in contents:
-        hash_sum += content.sha
     hash = hashlib.sha256()
-    hash.update(hash_sum.encode())
-    return str(hash.hexdigest())
 
+    for content in contents:
+        if content.type == 'file':
+            file_content = content.decoded_content  # Gets the file's content as bytes
+            logging.info(f"Hashing content for file: {content.path}, Content length: {len(file_content)}")
+            hash.update(file_content)
+        else:
+            logging.info(f"Hashing submodule/directory SHA for: {content.path}, SHA: {content.sha}")
+            hash.update(content.sha.encode())
+
+    hash_value = str(hash.hexdigest())
+    logging.info(f"Generated hash value: {hash_value}")
+    return hash_value
 
 def init_github_user_from_github_event(data: Dict[str, Any]) -> Optional[Dict[str, Any]]:
 
@@ -25,3 +35,71 @@ def init_github_user_from_github_event(data: Dict[str, Any]) -> Optional[Dict[st
     id = data["sender"]["id"]
     url = data["sender"]["url"]
     return dict(id=id, organization_or_user=login, url=url, created_at=datetime.now())
+
+
+def pull_requested_test_results(
+    tests_results_json: Dict[str, Any],
+    payload: Dict[str, Any],
+    github_event: str,
+    user_github_connector
+) -> str:
+    """
+    Retrieve and format only the test results specific to the PR name,
+    handling both 'pull_request' and 'push' events.
+    """
+    if not tests_results_json:
+        return "No test results found."
+
+    # Determine the pull request title based on the event type
+    if github_event == "pull_request":
+        pull_request_title = payload["pull_request"]["title"]
+    elif github_event == "pusher":
+        # For push events, retrieve the PR title by querying GitHub
+        branch = payload["ref"].replace("refs/heads/", "")# Extract branch name from the ref
+        logging.info(f"branch = {branch}")
+        prs = user_github_connector.repo.get_pulls(state="open", head=f"{user_github_connector.repo.owner.login}:{branch}")
+        logging.info(f"PRS = {prs}")
+        if prs.totalCount > 0:
+            pull_request_title = prs[0].title
+            logging.info(f"TITLE = {pull_request_title}")
+        else:
+            return "No associated pull request found for this branch."
+    else:
+        return "Unsupported event type."
+
+    # Extract the PR name and determine the test prefix
+    match = re.match(r"(\d+):", pull_request_title)
+    if match:
+        test_prefix = f"validation_tests/test_{match.group(1)}"
+    else:
+        return "No matching test prefix found for this PR."
+
+    # Filter and format test results specific to the PR name
+    test_failed = 0
+    filtered_messages = []
+    for test in tests_results_json.get("tests", []):
+        nodeid = test.get("nodeid", "Unknown test")
+        if test_prefix and nodeid.startswith(test_prefix):
+            outcome = test.get("outcome", "unknown")
+            if outcome == "failed":
+                test_failed += 1
+            message = test.get("call", {}).get("crash", {}).get("message", "No message available\n")
+            traceback = test.get("call", {}).get("crash", {}).get("traceback", "No traceback available\n")
+            filtered_messages.append(
+                f"- **{nodeid}**:\n\n"
+                f"  - **Outcome**: {outcome}\n"
+                f"  - **Message**:\n```\n{message}```\n"
+                f"  - **Traceback**:\n```\n{traceback}```\n"
+            )
+
+    if filtered_messages:
+        return "\n".join(filtered_messages), test_failed
+    else:
+        return "No matching test results for this PR.", test_failed
+    
+def strip_ansi_escape_codes(text: str) -> str:
+    """
+    Removes ANSI escape codes from the given text.
+    """
+    ansi_escape = re.compile(r'\x1B(?:[@-Z\\-_]|\[[0-?]*[ -/]*[@-~])')
+    return ansi_escape.sub('', text)
\ No newline at end of file
diff --git a/poetry.lock b/poetry.lock
index 5d47f95..54ef96e 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,777 +1,1361 @@
+# This file is automatically @generated by Poetry 1.8.4 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 = "anyio"
-version = "3.6.1"
+version = "4.7.0"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
-category = "main"
 optional = false
-python-versions = ">=3.6.2"
+python-versions = ">=3.9"
+files = [
+    {file = "anyio-4.7.0-py3-none-any.whl", hash = "sha256:ea60c3723ab42ba6fff7e8ccb0488c898ec538ff4df1f1d5e642c3601d07e352"},
+    {file = "anyio-4.7.0.tar.gz", hash = "sha256:2f834749c602966b7d456a7567cafcb309f96482b5081d14ac93ccd457f9dd48"},
+]
 
 [package.dependencies]
+exceptiongroup = {version = ">=1.0.2", markers = "python_version < \"3.11\""}
 idna = ">=2.8"
 sniffio = ">=1.1"
+typing_extensions = {version = ">=4.5", markers = "python_version < \"3.13\""}
 
 [package.extras]
-doc = ["packaging", "sphinx-rtd-theme", "sphinx-autodoc-typehints (>=1.2.0)"]
-test = ["coverage[toml] (>=4.5)", "hypothesis (>=4.0)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "contextlib2", "uvloop (<0.15)", "mock (>=4)", "uvloop (>=0.15)"]
-trio = ["trio (>=0.16)"]
-
-[[package]]
-name = "asn1crypto"
-version = "1.5.1"
-description = "Fast ASN.1 parser and serializer with definitions for private keys, public keys, certificates, CRL, OCSP, CMS, PKCS#3, PKCS#7, PKCS#8, PKCS#12, PKCS#5, X.509 and TSP"
-category = "main"
-optional = false
-python-versions = "*"
+doc = ["Sphinx (>=7.4,<8.0)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx_rtd_theme"]
+test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "truststore (>=0.9.1)", "uvloop (>=0.21)"]
+trio = ["trio (>=0.26.1)"]
 
 [[package]]
 name = "astroid"
-version = "2.12.11"
+version = "3.3.5"
 description = "An abstract syntax tree for Python with inference support."
-category = "dev"
 optional = false
-python-versions = ">=3.7.2"
+python-versions = ">=3.9.0"
+files = [
+    {file = "astroid-3.3.5-py3-none-any.whl", hash = "sha256:a9d1c946ada25098d790e079ba2a1b112157278f3fb7e718ae6a9252f5835dc8"},
+    {file = "astroid-3.3.5.tar.gz", hash = "sha256:5cfc40ae9f68311075d27ef68a4841bdc5cc7f6cf86671b49f00607d30188e2d"},
+]
 
 [package.dependencies]
-lazy-object-proxy = ">=1.4.0"
-typing-extensions = {version = ">=3.10", markers = "python_version < \"3.10\""}
-wrapt = {version = ">=1.11,<2", markers = "python_version < \"3.11\""}
+typing-extensions = {version = ">=4.0.0", markers = "python_version < \"3.11\""}
 
 [[package]]
-name = "attrs"
-version = "22.1.0"
-description = "Classes Without Boilerplate"
-category = "main"
+name = "authlib"
+version = "1.3.2"
+description = "The ultimate Python library in building OAuth and OpenID Connect servers and clients."
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.8"
+files = [
+    {file = "Authlib-1.3.2-py2.py3-none-any.whl", hash = "sha256:ede026a95e9f5cdc2d4364a52103f5405e75aa156357e831ef2bfd0bc5094dfc"},
+    {file = "authlib-1.3.2.tar.gz", hash = "sha256:4b16130117f9eb82aa6eec97f6dd4673c3f960ac0283ccdae2897ee4bc030ba2"},
+]
 
-[package.extras]
-dev = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "mypy (>=0.900,!=0.940)", "pytest-mypy-plugins", "zope.interface", "furo", "sphinx", "sphinx-notfound-page", "pre-commit", "cloudpickle"]
-docs = ["furo", "sphinx", "zope.interface", "sphinx-notfound-page"]
-tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "mypy (>=0.900,!=0.940)", "pytest-mypy-plugins", "zope.interface", "cloudpickle"]
-tests_no_zope = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "mypy (>=0.900,!=0.940)", "pytest-mypy-plugins", "cloudpickle"]
+[package.dependencies]
+cryptography = "*"
 
 [[package]]
 name = "bandit"
-version = "1.7.4"
+version = "1.8.0"
 description = "Security oriented static analyser for python code."
-category = "dev"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.9"
+files = [
+    {file = "bandit-1.8.0-py3-none-any.whl", hash = "sha256:b1a61d829c0968aed625381e426aa378904b996529d048f8d908fa28f6b13e38"},
+    {file = "bandit-1.8.0.tar.gz", hash = "sha256:b5bfe55a095abd9fe20099178a7c6c060f844bfd4fe4c76d28e35e4c52b9d31e"},
+]
 
 [package.dependencies]
 colorama = {version = ">=0.3.9", markers = "platform_system == \"Windows\""}
-GitPython = ">=1.0.1"
 PyYAML = ">=5.3.1"
+rich = "*"
 stevedore = ">=1.20.0"
 
 [package.extras]
-test = ["coverage (>=4.5.4)", "fixtures (>=3.0.0)", "flake8 (>=4.0.0)", "stestr (>=2.5.0)", "testscenarios (>=0.5.0)", "testtools (>=2.3.0)", "toml", "beautifulsoup4 (>=4.8.0)", "pylint (==1.9.4)"]
-toml = ["toml"]
-yaml = ["pyyaml"]
-
-[[package]]
-name = "beautifulsoup4"
-version = "4.11.1"
-description = "Screen-scraping library"
-category = "main"
-optional = false
-python-versions = ">=3.6.0"
-
-[package.dependencies]
-soupsieve = ">1.2"
-
-[package.extras]
-html5lib = ["html5lib"]
-lxml = ["lxml"]
+baseline = ["GitPython (>=3.1.30)"]
+sarif = ["jschema-to-python (>=1.2.3)", "sarif-om (>=1.0.4)"]
+test = ["beautifulsoup4 (>=4.8.0)", "coverage (>=4.5.4)", "fixtures (>=3.0.0)", "flake8 (>=4.0.0)", "pylint (==1.9.4)", "stestr (>=2.5.0)", "testscenarios (>=0.5.0)", "testtools (>=2.3.0)"]
+toml = ["tomli (>=1.1.0)"]
+yaml = ["PyYAML"]
 
 [[package]]
 name = "black"
-version = "22.10.0"
+version = "24.10.0"
 description = "The uncompromising code formatter."
-category = "dev"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.9"
+files = [
+    {file = "black-24.10.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:e6668650ea4b685440857138e5fe40cde4d652633b1bdffc62933d0db4ed9812"},
+    {file = "black-24.10.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:1c536fcf674217e87b8cc3657b81809d3c085d7bf3ef262ead700da345bfa6ea"},
+    {file = "black-24.10.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:649fff99a20bd06c6f727d2a27f401331dc0cc861fb69cde910fe95b01b5928f"},
+    {file = "black-24.10.0-cp310-cp310-win_amd64.whl", hash = "sha256:fe4d6476887de70546212c99ac9bd803d90b42fc4767f058a0baa895013fbb3e"},
+    {file = "black-24.10.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:5a2221696a8224e335c28816a9d331a6c2ae15a2ee34ec857dcf3e45dbfa99ad"},
+    {file = "black-24.10.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:f9da3333530dbcecc1be13e69c250ed8dfa67f43c4005fb537bb426e19200d50"},
+    {file = "black-24.10.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:4007b1393d902b48b36958a216c20c4482f601569d19ed1df294a496eb366392"},
+    {file = "black-24.10.0-cp311-cp311-win_amd64.whl", hash = "sha256:394d4ddc64782e51153eadcaaca95144ac4c35e27ef9b0a42e121ae7e57a9175"},
+    {file = "black-24.10.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:b5e39e0fae001df40f95bd8cc36b9165c5e2ea88900167bddf258bacef9bbdc3"},
+    {file = "black-24.10.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:d37d422772111794b26757c5b55a3eade028aa3fde43121ab7b673d050949d65"},
+    {file = "black-24.10.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:14b3502784f09ce2443830e3133dacf2c0110d45191ed470ecb04d0f5f6fcb0f"},
+    {file = "black-24.10.0-cp312-cp312-win_amd64.whl", hash = "sha256:30d2c30dc5139211dda799758559d1b049f7f14c580c409d6ad925b74a4208a8"},
+    {file = "black-24.10.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:1cbacacb19e922a1d75ef2b6ccaefcd6e93a2c05ede32f06a21386a04cedb981"},
+    {file = "black-24.10.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:1f93102e0c5bb3907451063e08b9876dbeac810e7da5a8bfb7aeb5a9ef89066b"},
+    {file = "black-24.10.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:ddacb691cdcdf77b96f549cf9591701d8db36b2f19519373d60d31746068dbf2"},
+    {file = "black-24.10.0-cp313-cp313-win_amd64.whl", hash = "sha256:680359d932801c76d2e9c9068d05c6b107f2584b2a5b88831c83962eb9984c1b"},
+    {file = "black-24.10.0-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:17374989640fbca88b6a448129cd1745c5eb8d9547b464f281b251dd00155ccd"},
+    {file = "black-24.10.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:63f626344343083322233f175aaf372d326de8436f5928c042639a4afbbf1d3f"},
+    {file = "black-24.10.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:ccfa1d0cb6200857f1923b602f978386a3a2758a65b52e0950299ea014be6800"},
+    {file = "black-24.10.0-cp39-cp39-win_amd64.whl", hash = "sha256:2cd9c95431d94adc56600710f8813ee27eea544dd118d45896bb734e9d7a0dc7"},
+    {file = "black-24.10.0-py3-none-any.whl", hash = "sha256:3bb2b7a1f7b685f85b11fed1ef10f8a9148bceb49853e47a294a3dd963c1dd7d"},
+    {file = "black-24.10.0.tar.gz", hash = "sha256:846ea64c97afe3bc677b761787993be4991810ecc7a4a937816dd6bddedc4875"},
+]
 
 [package.dependencies]
 click = ">=8.0.0"
 mypy-extensions = ">=0.4.3"
+packaging = ">=22.0"
 pathspec = ">=0.9.0"
 platformdirs = ">=2"
-tomli = {version = ">=1.1.0", markers = "python_full_version < \"3.11.0a7\""}
-typing-extensions = {version = ">=3.10.0.0", markers = "python_version < \"3.10\""}
+tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
+typing-extensions = {version = ">=4.0.1", markers = "python_version < \"3.11\""}
 
 [package.extras]
 colorama = ["colorama (>=0.4.3)"]
-d = ["aiohttp (>=3.7.4)"]
+d = ["aiohttp (>=3.10)"]
 jupyter = ["ipython (>=7.8.0)", "tokenize-rt (>=3.2.0)"]
 uvloop = ["uvloop (>=0.15.2)"]
 
-[[package]]
-name = "boto3"
-version = "1.24.90"
-description = "The AWS SDK for Python"
-category = "main"
-optional = false
-python-versions = ">= 3.7"
-
-[package.dependencies]
-botocore = ">=1.27.90,<1.28.0"
-jmespath = ">=0.7.1,<2.0.0"
-s3transfer = ">=0.6.0,<0.7.0"
-
-[package.extras]
-crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
-
-[[package]]
-name = "botocore"
-version = "1.27.90"
-description = "Low-level, data-driven core of boto 3."
-category = "main"
-optional = false
-python-versions = ">= 3.7"
-
-[package.dependencies]
-jmespath = ">=0.7.1,<2.0.0"
-python-dateutil = ">=2.1,<3.0.0"
-urllib3 = ">=1.25.4,<1.27"
-
-[package.extras]
-crt = ["awscrt (==0.14.0)"]
-
 [[package]]
 name = "cachetools"
-version = "5.2.0"
+version = "5.5.0"
 description = "Extensible memoizing collections and decorators"
-category = "main"
 optional = false
-python-versions = "~=3.7"
+python-versions = ">=3.7"
+files = [
+    {file = "cachetools-5.5.0-py3-none-any.whl", hash = "sha256:02134e8439cdc2ffb62023ce1debca2944c3f289d66bb17ead3ab3dede74b292"},
+    {file = "cachetools-5.5.0.tar.gz", hash = "sha256:2cc24fb4cbe39633fb7badd9db9ca6295d766d9c2995f245725a46715d050f2a"},
+]
 
 [[package]]
 name = "certifi"
-version = "2022.9.24"
+version = "2024.8.30"
 description = "Python package for providing Mozilla's CA Bundle."
-category = "main"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "certifi-2024.8.30-py3-none-any.whl", hash = "sha256:922820b53db7a7257ffbda3f597266d435245903d80737e34f8a45ff3e3230d8"},
+    {file = "certifi-2024.8.30.tar.gz", hash = "sha256:bec941d2aa8195e248a60b31ff9f0558284cf01a52591ceda73ea9afffd69fd9"},
+]
 
 [[package]]
 name = "cffi"
-version = "1.15.1"
+version = "1.17.1"
 description = "Foreign Function Interface for Python calling C code."
-category = "main"
 optional = false
-python-versions = "*"
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 [package.extras]
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 [package.extras]
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 [[package]]
 name = "grpc-google-iam-v1"
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 description = "IAM API client library"
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 optional = false
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 [package.dependencies]
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 [[package]]
 name = "grpcio"
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 description = "HTTP/2-based RPC framework"
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 optional = false
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-
-[package.dependencies]
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+faster-cache = ["orjson"]
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+python-versions = ">=3.5"
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@@ -779,180 +1363,418 @@ testing = ["pytest", "pytest-benchmark"]
 
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 [package.extras]
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+testing = ["google-api-core (>=1.31.5)"]
 
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-integrations = ["cryptography"]
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@@ -967,973 +1789,875 @@ testutils = ["gitpython (>3)"]
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 version = "1.5.0"
 description = "Python binding to the Networking and Cryptography (NaCl) library"
-category = "main"
 optional = false
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-[package.extras]
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 [package.dependencies]
-greenlet = {version = "!=0.4.17", markers = "python_version >= \"3\" and (platform_machine == \"aarch64\" or platform_machine == \"ppc64le\" or platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"AMD64\" or platform_machine == \"win32\" or platform_machine == \"WIN32\")"}
+greenlet = {version = "!=0.4.17", markers = "python_version < \"3.13\" and (platform_machine == \"aarch64\" or platform_machine == \"ppc64le\" or platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"AMD64\" or platform_machine == \"win32\" or platform_machine == \"WIN32\")"}
+typing-extensions = ">=4.6.0"
 
 [package.extras]
-aiomysql = ["greenlet (!=0.4.17)", "aiomysql"]
-aiosqlite = ["typing_extensions (!=3.10.0.1)", "greenlet (!=0.4.17)", "aiosqlite"]
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+aioodbc = ["aioodbc", "greenlet (!=0.4.17)"]
+aiosqlite = ["aiosqlite", "greenlet (!=0.4.17)", "typing_extensions (!=3.10.0.1)"]
 asyncio = ["greenlet (!=0.4.17)"]
-asyncmy = ["greenlet (!=0.4.17)", "asyncmy (>=0.2.3)"]
-mariadb_connector = ["mariadb (>=1.0.1)"]
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+mariadb-connector = ["mariadb (>=1.0.1,!=1.1.2,!=1.1.5,!=1.1.10)"]
 mssql = ["pyodbc"]
-mssql_pymssql = ["pymssql"]
-mssql_pyodbc = ["pyodbc"]
-mypy = ["sqlalchemy2-stubs", "mypy (>=0.910)"]
-mysql = ["mysqlclient (>=1.4.0,<2)", "mysqlclient (>=1.4.0)"]
-mysql_connector = ["mysql-connector-python"]
-oracle = ["cx_oracle (>=7,<8)", "cx_oracle (>=7)"]
+mssql-pymssql = ["pymssql"]
+mssql-pyodbc = ["pyodbc"]
+mypy = ["mypy (>=0.910)"]
+mysql = ["mysqlclient (>=1.4.0)"]
+mysql-connector = ["mysql-connector-python"]
+oracle = ["cx_oracle (>=8)"]
+oracle-oracledb = ["oracledb (>=1.0.1)"]
 postgresql = ["psycopg2 (>=2.7)"]
-postgresql_asyncpg = ["greenlet (!=0.4.17)", "asyncpg"]
-postgresql_pg8000 = ["pg8000 (>=1.16.6)"]
-postgresql_psycopg2binary = ["psycopg2-binary"]
-postgresql_psycopg2cffi = ["psycopg2cffi"]
-pymysql = ["pymysql (<1)", "pymysql"]
-sqlcipher = ["sqlcipher3-binary"]
+postgresql-asyncpg = ["asyncpg", "greenlet (!=0.4.17)"]
+postgresql-pg8000 = ["pg8000 (>=1.29.1)"]
+postgresql-psycopg = ["psycopg (>=3.0.7)"]
+postgresql-psycopg2binary = ["psycopg2-binary"]
+postgresql-psycopg2cffi = ["psycopg2cffi"]
+postgresql-psycopgbinary = ["psycopg[binary] (>=3.0.7)"]
+pymysql = ["pymysql"]
+sqlcipher = ["sqlcipher3_binary"]
 
 [[package]]
 name = "sqlalchemy-bigquery"
-version = "1.4.4"
+version = "1.12.0"
 description = "SQLAlchemy dialect for BigQuery"
-category = "main"
 optional = false
-python-versions = ">=3.6, <3.11"
+python-versions = "<3.13,>=3.8"
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 [package.dependencies]
-future = "*"
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 google-auth = ">=1.25.0,<3.0.0dev"
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-sqlalchemy = ">=1.2.0,<=1.4.27"
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 [package.extras]
 alembic = ["alembic"]
-all = ["alembic", "shapely", "pytz", "geoalchemy2", "packaging"]
-geography = ["geoalchemy2", "shapely"]
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 tests = ["packaging", "pytz"]
 
-[[package]]
-name = "sqlalchemy-redshift"
-version = "0.8.11"
-description = "Amazon Redshift Dialect for sqlalchemy"
-category = "main"
-optional = false
-python-versions = ">=3.4"
-
-[package.dependencies]
-packaging = "*"
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-
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-
-[package.dependencies]
-typing-extensions = ">=3.7.4"
-
 [[package]]
 name = "sqlmodel"
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 description = "SQLModel, SQL databases in Python, designed for simplicity, compatibility, and robustness."
-category = "main"
 optional = false
-python-versions = ">=3.6.1,<4.0.0"
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 [[package]]
 name = "starlette"
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 description = "The little ASGI library that shines."
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 optional = false
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 [package.dependencies]
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 typing-extensions = {version = ">=3.10.0", markers = "python_version < \"3.10\""}
 
 [package.extras]
-full = ["itsdangerous", "jinja2", "python-multipart", "pyyaml", "requests"]
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 [[package]]
 name = "stevedore"
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 optional = false
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 [package.dependencies]
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 [[package]]
 name = "tokenize-rt"
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 description = "A wrapper around the stdlib `tokenize` which roundtrips."
-category = "dev"
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-
-[[package]]
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 optional = false
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 [[package]]
 name = "tomli"
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 description = "A lil' TOML parser"
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 optional = false
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 [[package]]
 name = "tomlkit"
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+version = "0.13.2"
 description = "Style preserving TOML library"
-category = "dev"
 optional = false
-python-versions = ">=3.6,<4.0"
+python-versions = ">=3.8"
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 [[package]]
 name = "typer"
-version = "0.7.0"
+version = "0.15.1"
 description = "Typer, build great CLIs. Easy to code. Based on Python type hints."
-category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
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 [package.dependencies]
-click = ">=7.1.1,<9.0.0"
-colorama = {version = ">=0.4.3,<0.5.0", optional = true, markers = "extra == \"all\""}
-rich = {version = ">=10.11.0,<13.0.0", optional = true, markers = "extra == \"all\""}
-shellingham = {version = ">=1.3.0,<2.0.0", optional = true, markers = "extra == \"all\""}
-
-[package.extras]
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+click = ">=8.0.0"
+rich = ">=10.11.0"
+shellingham = ">=1.3.0"
+typing-extensions = ">=3.7.4.3"
 
 [[package]]
 name = "types-pyyaml"
-version = "6.0.12"
+version = "6.0.12.20240917"
 description = "Typing stubs for PyYAML"
-category = "main"
 optional = false
-python-versions = "*"
+python-versions = ">=3.8"
+files = [
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 [[package]]
 name = "types-requests"
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 description = "Typing stubs for requests"
-category = "main"
 optional = false
-python-versions = "*"
+python-versions = ">=3.8"
+files = [
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 [package.dependencies]
-types-urllib3 = "<1.27"
-
-[[package]]
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+content-hash = "da2c452c8993fe21b63e84ac81b272e0a53e90355075972d4d5709b134a822a6"
diff --git a/pyproject.toml b/pyproject.toml
index 905f296..15c134b 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -42,17 +42,14 @@ requests = ">=2.22.0"
 PyGithub = ">=1.55"
 cryptography = ">=36.0.1"
 urllib3 = ">=1.26.5"
-types-requests = "^2.28.9"
-pytest-mock = "^3.8.2"
-types-PyYAML = "^6.0.11"
-PyYAML = "^6.0"
-google-cloud-logging = "^3.2.2"
-sqlmodel = "^0.0.8"
-sqlalchemy-bigquery = "^1.4.4"
-redshift-connector = "^2.0.909"
-sqlalchemy-redshift = "^0.8.11"
-snowflake-sqlalchemy = "^1.4.2"
-python-dotenv = "^0.21.0"
+PyYAML = ">=6.0"
+google-cloud-logging = ">=3.2.2"
+sqlmodel = ">=0.0.8"
+sqlalchemy-bigquery = ">=1.4.4"
+psycopg2-binary = ">=2.9.1"
+python-dotenv = ">=0.21.0"
+pytest-json-report = "^1.4.2"
+
 
 [tool.poetry.dev-dependencies]
 darglint = ">=1.8.0"
@@ -67,6 +64,9 @@ pylint = ">=2.6.0"
 pydocstyle = ">=6.0.0"
 pre-commit = ">=2.12.0"
 mypy-extensions = ">=0.4.3"
+types-requests = ">=2.28.9"
+pytest-mock = ">=3.8.2"
+types-PyYAML = ">=6.0.11"
 
 [tool.black]
 # https://github.com/psf/black