From bbd2d6d6366a4aced8f59ad13df47cb4283f4086 Mon Sep 17 00:00:00 2001
From: "tv0924@icloud.com" <j93es@naver.com>
Date: Fri, 27 Jun 2025 09:45:50 +0900
Subject: [PATCH] =?UTF-8?q?[Refactor]=20=EB=A6=AC=ED=8C=A9=ED=84=B0?=
 =?UTF-8?q?=EB=A7=81?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 lib/agents/__init__.py                        |   9 ++
 lib/agents/get_sso_list.py                    |  41 -----
 lib/agents/get_sso_list/__init__.py           |   3 +
 lib/agents/get_sso_list/get_sso_list.py       |  22 +++
 .../get_sso_list/prompt.py}                   |  11 +-
 lib/agents/get_sso_list_v2/__init__.py        |   3 +
 lib/agents/get_sso_list_v2/get_sso_list.py    |  20 +++
 lib/agents/get_sso_list_v2/prompt.py          |  68 ++++++++
 lib/agents/login_google/__init__.py           |   3 +
 lib/agents/login_google/login_google.py       |  11 ++
 lib/agents/login_google/prompt.py             |  60 +++++++
 lib/browser_use_utils/__init__.py             |  15 ++
 lib/browser_use_utils/run_agent.py            |  40 +++++
 lib/browser_use_utils/run_task.py             |  51 ++----
 lib/config.py                                 |   6 +-
 lib/utils/__init__.py                         |  18 +++
 lib/utils/prompt.py                           |  90 -----------
 main.py                                       |  35 ++++-
 pyproject.toml                                |   2 +-
 uv.lock                                       | 146 +++++++++---------
 20 files changed, 397 insertions(+), 257 deletions(-)
 create mode 100644 lib/agents/__init__.py
 delete mode 100644 lib/agents/get_sso_list.py
 create mode 100644 lib/agents/get_sso_list/__init__.py
 create mode 100644 lib/agents/get_sso_list/get_sso_list.py
 rename lib/{prompt/get_sso_list.py => agents/get_sso_list/prompt.py} (91%)
 create mode 100644 lib/agents/get_sso_list_v2/__init__.py
 create mode 100644 lib/agents/get_sso_list_v2/get_sso_list.py
 create mode 100644 lib/agents/get_sso_list_v2/prompt.py
 create mode 100644 lib/agents/login_google/__init__.py
 create mode 100644 lib/agents/login_google/login_google.py
 create mode 100644 lib/agents/login_google/prompt.py
 create mode 100644 lib/browser_use_utils/__init__.py
 create mode 100644 lib/browser_use_utils/run_agent.py
 create mode 100644 lib/utils/__init__.py
 delete mode 100644 lib/utils/prompt.py

diff --git a/lib/agents/__init__.py b/lib/agents/__init__.py
new file mode 100644
index 0000000..56568e5
--- /dev/null
+++ b/lib/agents/__init__.py
@@ -0,0 +1,9 @@
+from lib.agents.get_sso_list import get_sso_list
+# 버전 업데이트 대비
+from lib.agents.get_sso_list_v2 import get_sso_list as get_sso_list_v2
+from lib.agents.login_google import login_google
+
+__all__ = [
+    "get_sso_list",
+    "login_google",
+]
\ No newline at end of file
diff --git a/lib/agents/get_sso_list.py b/lib/agents/get_sso_list.py
deleted file mode 100644
index c157fbd..0000000
--- a/lib/agents/get_sso_list.py
+++ /dev/null
@@ -1,41 +0,0 @@
-import json
-from pydantic import BaseModel
-from lib.prompt.get_sso_list import get_sso_list_task
-
-from lib.browser_use_utils.run_task import run_task
-
-
-NOT_FOUND_LOGIN_PAGE = 0
-FOUND_LOGIN_PAGE = 1
-
-class FindLoginPageResponse(BaseModel):
-    status: int = NOT_FOUND_LOGIN_PAGE  # 0 if not found, 1 if found
-    msg: str | None = None
-    url: str | None = None
-    sso_list: list[str] = []  # List of SSO providers found on the login page
-
-async def get_sso_list(target_url) -> tuple[bool, str | FindLoginPageResponse | None]:
-
-    task = get_sso_list_task
-    ReturnModel = FindLoginPageResponse
-    success, response = await run_task(target_url, ReturnModel, task)
-    if not success:
-        return False, response
-    if isinstance(response, str):
-        return False, response
-    if isinstance(response, FindLoginPageResponse):
-        if response.status == FOUND_LOGIN_PAGE:
-            if not response.sso_list:
-                response.msg = "로그인 페이지는 찾았지만 SSO 제공자가 없습니다."
-            else:
-                response.msg = "로그인 페이지와 SSO 제공자를 찾았습니다."
-        else:
-            response.msg = "로그인 페이지를 찾지 못했습니다."
-    else:
-        return False, "응답 형식이 올바르지 않습니다. FindLoginPageResponse가 아닙니다."
-    
-    return True, response
-    
-    
-
-    
diff --git a/lib/agents/get_sso_list/__init__.py b/lib/agents/get_sso_list/__init__.py
new file mode 100644
index 0000000..1bab0f1
--- /dev/null
+++ b/lib/agents/get_sso_list/__init__.py
@@ -0,0 +1,3 @@
+from lib.agents.get_sso_list.get_sso_list import get_sso_list
+
+__all__ = ["get_sso_list"]
\ No newline at end of file
diff --git a/lib/agents/get_sso_list/get_sso_list.py b/lib/agents/get_sso_list/get_sso_list.py
new file mode 100644
index 0000000..40f417b
--- /dev/null
+++ b/lib/agents/get_sso_list/get_sso_list.py
@@ -0,0 +1,22 @@
+from lib.agents.get_sso_list.prompt import get_sso_list_task, FindLoginPageResponse
+from lib.browser_use_utils.run_task import run_task
+
+
+NOT_FOUND_LOGIN_PAGE = 0
+FOUND_LOGIN_PAGE = 1
+
+async def get_sso_list(target_url) -> tuple[bool, str | FindLoginPageResponse | None]:
+
+    task = get_sso_list_task
+    ReturnModel = FindLoginPageResponse
+    success, response = await run_task(target_url, ReturnModel, task)
+    if not success:
+        return False, response
+    if isinstance(response, str):
+        return False, response
+    
+    return True, response
+    
+    
+
+    
diff --git a/lib/prompt/get_sso_list.py b/lib/agents/get_sso_list/prompt.py
similarity index 91%
rename from lib/prompt/get_sso_list.py
rename to lib/agents/get_sso_list/prompt.py
index 18e3f3e..e8798df 100644
--- a/lib/prompt/get_sso_list.py
+++ b/lib/agents/get_sso_list/prompt.py
@@ -1,3 +1,10 @@
+from pydantic import BaseModel
+
+class FindLoginPageResponse(BaseModel):
+    msg: str | None = None
+    url: str | None = None
+    sso_list: list[str] = []  # List of SSO providers found on the login page
+
 get_sso_list_task = """
 You are an expert in finding login pages.
 
@@ -9,7 +16,6 @@ Your task is to navigate to the login page of the given URL. Follow the steps be
 - If the browser is blocked when trying to access the page — due to firewall, CAPTCHA, regional restrictions, or other access denials — immediately terminate the process and return the following JSON:
     ```json
     {
-        "status": 0,
         "msg": "Blocked",
         "url": "",
         "sso_list": []
@@ -37,7 +43,6 @@ Your task is to navigate to the login page of the given URL. Follow the steps be
 - If the login page is successfully found, return:
     ```json
     {
-        "status": 1,
         "msg": "Login page found",
         "url": "https://example.com/login",
         "sso_list": ["Google", "GitHub"]
@@ -46,7 +51,6 @@ Your task is to navigate to the login page of the given URL. Follow the steps be
 - If the login page cannot be found, return:
     ```json
     {
-        "status": 0,
         "msg": "Login page not found",
         "url": "",
         "sso_list": []
@@ -55,7 +59,6 @@ Your task is to navigate to the login page of the given URL. Follow the steps be
 - If blocked (as in step 0), return:
     ```json
     {
-        "status": 0,
         "msg": "Blocked",
         "url": "",
         "sso_list": []
diff --git a/lib/agents/get_sso_list_v2/__init__.py b/lib/agents/get_sso_list_v2/__init__.py
new file mode 100644
index 0000000..89002e4
--- /dev/null
+++ b/lib/agents/get_sso_list_v2/__init__.py
@@ -0,0 +1,3 @@
+from lib.agents.get_sso_list_v2 import get_sso_list
+
+__all__ = ["get_sso_list"]
\ No newline at end of file
diff --git a/lib/agents/get_sso_list_v2/get_sso_list.py b/lib/agents/get_sso_list_v2/get_sso_list.py
new file mode 100644
index 0000000..582f262
--- /dev/null
+++ b/lib/agents/get_sso_list_v2/get_sso_list.py
@@ -0,0 +1,20 @@
+from lib.agents.get_sso_list_v2.prompt import get_sso_list_task, FindLoginPageResponse
+from lib.browser_use_utils.run_task import run_task
+
+# TODO - Split find login page agent and get SSO list agent
+
+async def get_sso_list(target_url) -> tuple[bool, str | FindLoginPageResponse | None]:
+
+    task = get_sso_list_task
+    ReturnModel = FindLoginPageResponse
+    success, response = await run_task(target_url, ReturnModel, task)
+    if not success:
+        return False, response
+    if isinstance(response, str):
+        return False, response
+    
+    return True, response
+    
+    
+
+    
diff --git a/lib/agents/get_sso_list_v2/prompt.py b/lib/agents/get_sso_list_v2/prompt.py
new file mode 100644
index 0000000..e8798df
--- /dev/null
+++ b/lib/agents/get_sso_list_v2/prompt.py
@@ -0,0 +1,68 @@
+from pydantic import BaseModel
+
+class FindLoginPageResponse(BaseModel):
+    msg: str | None = None
+    url: str | None = None
+    sso_list: list[str] = []  # List of SSO providers found on the login page
+
+get_sso_list_task = """
+You are an expert in finding login pages.
+
+Your task is to navigate to the login page of the given URL. Follow the steps below strictly and return results only in the specified format.
+
+※ You are NOT allowed to navigate to URLs that are not directly discoverable within the initial domain. Do NOT use search engines or guess external login URLs.
+
+0. INITIAL BLOCK CHECK
+- If the browser is blocked when trying to access the page — due to firewall, CAPTCHA, regional restrictions, or other access denials — immediately terminate the process and return the following JSON:
+    ```json
+    {
+        "msg": "Blocked",
+        "url": "",
+        "sso_list": []
+    }
+    ```
+- Do NOT proceed to further steps in this case.
+
+1. LOGIN PAGE NAVIGATION
+- Navigate only to a **client-side (non-enterprise)** login page within the provided domain.
+- Do NOT rely on external tools, search engines, or links not directly found on the site.
+- If a consent popup (e.g. for privacy/cookies) appears, you MUST dismiss or close it before proceeding.
+- Since step 0 confirmed access, assume the page now loads properly.
+
+2. SSO BUTTON IDENTIFICATION
+- On the login page, look for the following social login (SSO) buttons:
+  - Google, GitHub, Facebook, LinkedIn, Microsoft, Naver, Slack, Etc.
+- ✅ Proceed only if it is clearly an **actual SSO button**.
+- ❌ Exclude the following:
+  - Passkey-related buttons
+  - Username/password fields
+  - Email-based login
+  - Non-OAuth methods such as certificate or phone verification
+
+3. RETURN FORMAT
+- If the login page is successfully found, return:
+    ```json
+    {
+        "msg": "Login page found",
+        "url": "https://example.com/login",
+        "sso_list": ["Google", "GitHub"]
+    }
+    ```
+- If the login page cannot be found, return:
+    ```json
+    {
+        "msg": "Login page not found",
+        "url": "",
+        "sso_list": []
+    }
+    ```
+- If blocked (as in step 0), return:
+    ```json
+    {
+        "msg": "Blocked",
+        "url": "",
+        "sso_list": []
+    }
+    ```
+- Return ONLY the JSON object. Do NOT include any explanation, logging, or extra output.
+"""
\ No newline at end of file
diff --git a/lib/agents/login_google/__init__.py b/lib/agents/login_google/__init__.py
new file mode 100644
index 0000000..68e515d
--- /dev/null
+++ b/lib/agents/login_google/__init__.py
@@ -0,0 +1,3 @@
+from lib.agents.login_google.login_google import login_google
+
+__all__ = ["login_google"]
\ No newline at end of file
diff --git a/lib/agents/login_google/login_google.py b/lib/agents/login_google/login_google.py
new file mode 100644
index 0000000..1fe171c
--- /dev/null
+++ b/lib/agents/login_google/login_google.py
@@ -0,0 +1,11 @@
+from lib.agents.login_google.prompt import login_google_task, LoginGoogleResponse
+from lib.browser_use_utils.run_task import run_task
+
+async def login_google(target_url) -> tuple[bool, str | LoginGoogleResponse | None]:
+    task = login_google_task
+    ReturnModel = LoginGoogleResponse
+    success, response = await run_task(target_url, ReturnModel, task)
+    if not success:
+        return False, None
+
+    return True, response
diff --git a/lib/agents/login_google/prompt.py b/lib/agents/login_google/prompt.py
new file mode 100644
index 0000000..a5be07e
--- /dev/null
+++ b/lib/agents/login_google/prompt.py
@@ -0,0 +1,60 @@
+from pydantic import BaseModel
+from lib.config import GOOGLE_ID, GOOGLE_PASSWORD
+
+class LoginGoogleResponse(BaseModel):
+    msg: str | None = None
+    status: str | None = None  # "success", "mfa_required", "google_blocked", "sso_not_found", "login_page_not_found", "invalid_credentials"
+    final_url: str | None = None
+
+login_google_task = f"""
+You are a web automation agent.
+
+Your task is to visit the given domain and perform a full login via the **Google SSO button**, following all steps strictly as described below.
+
+▶ Target: Find a login page inside this domain that allows "Sign in with Google", and use it to complete login via Google.
+
+Instructions:
+
+1. If any cookie or privacy popups appear, dismiss or accept them.
+2. Navigate through the site's UI to find the **login or sign-in page** (e.g., via buttons like "Log In", "Sign In", "Get Started").
+    - Only follow links within the same domain.
+3. On the login page, look for a clearly labeled **Google SSO button** — typically labeled as:
+    - "Continue with Google"
+    - "Sign in with Google"
+    - or a button with the Google 'G' icon
+4. Click the **Google login button**.
+    - ⚠️ The Google login flow MUST open in a **new browser tab** (not a new window or popup).
+    - ❌ If the login opens in a new **window** or **popup**, do NOT continue. Immediately stop and return the appropriate status.
+5. Check if the user is **already logged in to Google and immediately redirected back to the original site** without showing a Google login screen.
+    - ✅ If so, treat the login as successful and return immediately.
+6. If redirected to the Google login page:
+    - If a **CAPTCHA**, **MFA prompt**, or a request for **ID/password entry** appears, do NOT proceed.
+    - Immediately stop and return the appropriate status.
+7. If login proceeds without interruptions, wait for redirection back to the original site and record the final URL.
+
+Credentials to use (only if needed):
+- Email: {GOOGLE_ID}
+- Password: {GOOGLE_PASSWORD}
+
+Constraints:
+- Do NOT use search engines or guess URLs — only navigate links discoverable from https://example.com
+- Do NOT use autofill, saved sessions, or cookies.
+- Do NOT proceed with login if:
+    - The login opens in a new window (only tabs are allowed)
+    - CAPTCHA or MFA appears
+    - ID/password input is required
+- If the user is already logged in to Google and redirected back automatically, stop there and report success.
+
+Final Output:
+Return the result in the following format only:
+
+```json
+{{
+    "msg": "Google login completed",
+    "status": "success" | "already_logged_in" | "mfa_required" | "captcha_triggered" | "window_blocked" | "idpw_required" | "google_blocked" | "sso_not_found" | "login_page_not_found",
+    "final_url": "<url_after_login_redirect or empty string>"
+}}
+```
+
+- Return ONLY the JSON object. Do NOT include any explanation, logging, or extra output.
+"""
\ No newline at end of file
diff --git a/lib/browser_use_utils/__init__.py b/lib/browser_use_utils/__init__.py
new file mode 100644
index 0000000..d7cb4c5
--- /dev/null
+++ b/lib/browser_use_utils/__init__.py
@@ -0,0 +1,15 @@
+from lib.browser_use_utils.clean_resources import clean_resources, clean_agent_resources, clean_session_resources
+from lib.browser_use_utils.create_google_ai import create_google_ai
+from lib.browser_use_utils.get_profile import get_profile
+from lib.browser_use_utils.run_agent import run_agent
+from lib.browser_use_utils.run_task import run_task
+
+__all__ = [
+    "clean_resources",
+    "clean_agent_resources",
+    "clean_session_resources",
+    "create_google_ai",
+    "get_profile",
+    "run_agent",
+    "run_task",
+]
diff --git a/lib/browser_use_utils/run_agent.py b/lib/browser_use_utils/run_agent.py
new file mode 100644
index 0000000..b18bca2
--- /dev/null
+++ b/lib/browser_use_utils/run_agent.py
@@ -0,0 +1,40 @@
+from typing import Any
+from pydantic import BaseModel
+from lib.browser_use_utils.clean_resources import clean_agent_resources
+from lib.config import GOOGLE_MODEL
+from browser_use import (
+    Agent,
+    Controller,
+)
+from lib.browser_use_utils.create_google_ai import create_google_ai
+
+
+async def run_agent(session, initial_actions, ReturnModel: type[BaseModel], task: str) -> tuple[bool, str, Any | None]:
+    
+    controller = Controller(output_model=ReturnModel, exclude_actions=['search_google'])
+    agent = Agent(
+        browser_session=session,
+        initial_actions=initial_actions,
+        task=task,
+        llm=create_google_ai(GOOGLE_MODEL),
+        controller=controller,
+    )
+    
+    try:
+        response = await agent.run()
+        final_result = response.final_result()
+        
+        if final_result is None:
+            return False, "LLM이 반환한 최종 결과가 없습니다.", None
+    except Exception as e:
+        # API 쿼터 문제인지 확인
+        if "ResourceExhausted" in str(e) or "429" in str(e):
+            return False, "API 쿼터 에러로 인한 실패", None
+        # 일반 에러 처리
+        else:
+            return False, "일반 에러로 인한 실패", None
+    finally:
+        await clean_agent_resources(agent)
+        
+    return True, "ok", final_result
+    
diff --git a/lib/browser_use_utils/run_task.py b/lib/browser_use_utils/run_task.py
index 06736cd..1604502 100644
--- a/lib/browser_use_utils/run_task.py
+++ b/lib/browser_use_utils/run_task.py
@@ -2,20 +2,14 @@ import json
 from typing import Any
 from pydantic import BaseModel
 from browser_use import (
-    Agent,
-    Controller,
     BrowserSession
 )
 from patchright.async_api import async_playwright as async_patchright
 from lib.utils.logger import logger
-from lib.prompt.get_sso_list import get_sso_list_task
-from lib.browser_use_utils.create_google_ai import create_google_ai
-from lib.browser_use_utils.get_profile import get_profile
-from lib.browser_use_utils.clean_resources import clean_session_resources, clean_agent_resources
-from lib.config import GOOGLE_MODEL
+from lib.browser_use_utils import get_profile, clean_session_resources, run_agent
 
 
-async def run_task(target_url: str, ReturnModel: type[BaseModel], task: str) -> tuple[bool, str | Any | None]:
+async def run_task(target_url: str, ReturnModel: type[BaseModel], task: str) -> tuple[bool, type[BaseModel] | None]:
     session = BrowserSession(
         playwright=(await async_patchright().start()),
         browser_profile=await get_profile(),
@@ -23,36 +17,15 @@ async def run_task(target_url: str, ReturnModel: type[BaseModel], task: str) ->
     
     initial_actions = [{"open_tab": {"url": target_url}}]
 
-    controller = Controller(output_model=ReturnModel, exclude_actions=['search_google'])
-    agent = Agent(
-        browser_session=session,
-        initial_actions=initial_actions,
-        task=task,
-        llm=create_google_ai(GOOGLE_MODEL),
-        controller=controller,
-    )
-    
-    try:
-        response = await agent.run()
-        final_result = response.final_result()
-        
-        if final_result is None:
-            logger(f"⚠️ 최종 결과가 없습니다. 에이전트 실행 실패: {target_url}")
-            print(f"⚠️ 최종 결과가 없습니다. 에이전트 실행 실패: {target_url}")
-            return False, "최종 결과가 없습니다. 에이전트 실행 실패"
-    except Exception as e:
-        # API 쿼터 문제인지 확인
-        if "ResourceExhausted" in str(e) or "429" in str(e):
-            logger(f"⚠️ API 쿼터 에러로 인한 실패: {target_url} | {e}")
-            print(f"⚠️ API 쿼터 에러로 인한 실패: {target_url} | {e}")
-            return False, "API 쿼터 에러로 인한 실패"
-        # 일반 에러 처리
-        else:
-            logger(f"⚠️ 일반 에러로 인한 실패: {target_url} | {e}")
-            print(f"⚠️ 일반 에러로 인한 실패: {target_url} | {e}")
-            return False, "일반 에러로 인한 실패"
-    finally:
-        await clean_agent_resources(agent)
+    seccess, msg, final_result = await run_agent(session=session,
+                                           initial_actions=initial_actions,
+                                           ReturnModel=ReturnModel,
+                                           task=task)
+    if not seccess:
+        logger(f"⚠️ LLM 실행 실패: {target_url} | {msg}")
+        print(f"⚠️ LLM 실행 실패: {target_url} | {msg}")
+        await clean_session_resources(session)
+        return False, None
     
     try:
         data = json.loads(final_result)
@@ -61,7 +34,7 @@ async def run_task(target_url: str, ReturnModel: type[BaseModel], task: str) ->
     except Exception as e:
         logger(f"⚠️ LLM 응답 결과 파싱 실패: {target_url} | {e}\n원본 결과: {data.msg}")
         print(f"⚠️ LLM 응답 결과 파싱 실패: {target_url} | {e}\n원본 결과: {data.msg}")
-        return False, "LLM 응답 결과 파싱 실패"
+        return False, None
     finally:
         await clean_session_resources(session)
     
diff --git a/lib/config.py b/lib/config.py
index 9d1d5ac..5e8fc8d 100644
--- a/lib/config.py
+++ b/lib/config.py
@@ -4,5 +4,7 @@ load_dotenv(verbose=True, override=True)
 
 BACKEND_URL = os.getenv("BACKEND_URL", "http://localhost:11081")
 GOOGLE_API_KEY = os.getenv("GOOGLE_API_KEY")
-GOOGLE_MODEL = os.getenv("GOOGLE_MODEL", "gemini-2.5-flash-preview-05-20")
-GOOGLE_PLANNER_MODEL = os.getenv("GOOGLE_PLANNER_MODEL", "gemini-2.5-pro-preview-06-05")
\ No newline at end of file
+GOOGLE_MODEL = os.getenv("GOOGLE_MODEL", "gemini-2.5-flash")
+
+GOOGLE_ID = os.getenv("GOOGLE_ID", "google")
+GOOGLE_PASSWORD = os.getenv("GOOGLE_PASSWORD", "google")
\ No newline at end of file
diff --git a/lib/utils/__init__.py b/lib/utils/__init__.py
new file mode 100644
index 0000000..b42b9eb
--- /dev/null
+++ b/lib/utils/__init__.py
@@ -0,0 +1,18 @@
+from lib.utils.env_checker import check_env_variables
+from lib.utils.is_html import is_html_url
+from lib.utils.logger import logger
+from lib.utils.notify_backend import notify_backend
+from lib.utils.progress_checker import save_progress, load_progress
+from lib.utils.read_txt import read_lines_between
+from lib.utils.save_oauth_providers import save_oauth_providers
+
+__all__ = [
+    "check_env_variables",
+    "is_html_url",
+    "logger",
+    "notify_backend",
+    "read_lines_between",
+    "save_progress",
+    "load_progress",
+    "save_oauth_providers",
+]
\ No newline at end of file
diff --git a/lib/utils/prompt.py b/lib/utils/prompt.py
deleted file mode 100644
index d50a796..0000000
--- a/lib/utils/prompt.py
+++ /dev/null
@@ -1,90 +0,0 @@
-from dotenv import load_dotenv
-import os
-
-load_dotenv()
-google_id = os.getenv("GOOGLE_ID")
-google_password = os.getenv("GOOGLE_PASSWORD")
-
-naver_id = os.getenv("NAVER_ID")
-naver_password = os.getenv("NAVER_PASSWORD")
-
-facebook_id = os.getenv("FACEBOOK_ID")
-facebook_password = os.getenv("FACEBOOK_PASSWORD")
-
-github_id = os.getenv("GITHUB_ID")
-github_password = os.getenv("GITHUB_PASSWORD")
-
-# Extended planner prompt
-extend_planner_system_message = f"""
-🎯 Mission: Collect Initial SSO Redirect URLs (For Browser Automation)
-
-※ **모든 STEP에서 구글 검색, Bing 검색 등 어떤 외부 검색 기능도 절대 사용하지 않고, 초기에 주어진 URL에서 탐색하세요.**
-※ **초기에 주어진 URL 내에서 실제로 확인되지 않은 URL로 직접 이동하는것은 허용되지 않습니다.**
-
-0. **초기 블록(Block) 체크**
-   - 브라우저가 로그인 페이지에 접근하려 할 때, **페이지가 차단(blocked)** 되거나 **방화벽, CAPTCHA, 접근 제한** 등으로 인해 정상적으로 로드되지 않으면 즉시 프로세스를 종료하고 아래 JSON만 반환해야 합니다.  
-     ```json
-     [
-       {{
-         "provider": "Blocked",
-         "oauth_uri": "-"
-       }}
-     ]
-     ```
-   - 이후 단계로 절대 넘어가지 않도록 합니다.
-
-1. **로그인 페이지 탐색**
-   - **클라이언트(비엔터프라이즈) 로그인 페이지**로 직접 이동합니다. **검색 엔진을 사용하여 찾아서는 안 됩니다.**
-   - 접근 후 **개인정보/쿠키/동의 팝업**이 뜨면, 이를 반드시 **닫거나(Dismiss)** 처리하고 계속 진행합니다.
-   - (이미 0단계에서 블록 여부를 확인했으므로, 이 단계에서는 페이지가 정상 로드되었다고 가정합니다.)
-
-2. **SSO 버튼 식별**
-   - 로그인 페이지에서 다음과 같은 소셜 로그인 버튼을 찾습니다:
-     - Google, GitHub, Facebook, Linkedin, Microsoft, Naver”
-   - ✅ **실제 SSO 버튼**임이 명확히 확인되는 경우에만 진행합니다.
-   - ❌ 제외 대상:
-     - “Passkey” 관련 버튼
-     - 아이디/비밀번호 입력란
-     - 이메일 기반 로그인
-     - 인증서, 휴대폰 인증 등 비-OAuth 로그인 옵션
-
-3. **SSO 버튼 클릭 및 로그인 시도**
-  - 유효한 SSO 버튼이 발견되면, 버튼을 클릭합니다.
-  - 클릭 후 **첫 번째로 리디렉션된 URL(쿼리 스트링 포함)**을 `oauth_uri`로 기록합니다.
-  - 공급자 페이지가 열리면, 아래 자격증명을 이용해 로그인을 시도합니다, 아래 자격증명에 포함되지 않는 SSO 버튼도 클릭까지는 시도합니다.:
-    - Google → `{google_id}` / `{google_password}`
-    - Naver → `{naver_id}` / `{naver_password}`
-    - GitHub → `{github_id}` / `{github_password}`
-    - facebook → `{facebook_id}` / `{facebook_password}`
-  - **자격증명이 주어진 SSO 버튼인 경우 로그인 과정을 꼭 진행합니다.**
-  - 로그인 과정이 모두 끝나거나 로그인이 되지 않는 경우 세션 및 쿠키를 모두 삭제하고 페이지를 새로고침합니다.
-  - 한번이라도 SSO 버튼을 클릭한 경우, 해당 버튼은 더 이상 탐색하지 않습니다.
-  - id/pw 입력 성공 시, 아직 로그인되지 않았다면, 최대 5초간 대기합니다.
-  - 아직 로그인을 시도하지 않은 SSO 버튼이 있다면 이전 단계인 1. **로그인 페이지 탐색**, 2. **SSO 버튼 식별**, 3. **SSO 버튼 클릭 및 로그인 시도** 로 돌아가 절차를 반복합니다.
-  - 최종 결과는 다음과 같이 기록합니다:
-```json
-    [
-      {{
-        "provider": "Google",
-        "oauth_uri": "(optional) https://example.com/auth/google?client_id=...",
-      }},
-      {{
-        "provider": "Naver",
-        "oauth_uri": "(optional) https://example.com/auth/naver?client_id=...",
-      }}
-    ]
-    ```
-
-4. **SSO 버튼 미발견 또는 오류 발생 시**
-   - 페이지 내부에 유효한 SSO 버튼이 전혀 없거나, 탐색 중 예기치 않은 오류가 발생하면 즉시 프로세스를 종료하고 **빈 배열**을 반환합니다:
-     ```json
-     []
-     ```
-
-5. **중요 사항**
-    - **반드시** 위의 단계들을 순서대로 수행해야 하며, 각 단계에서 발생하는 예외 상황을 정확히 처리해야 합니다.
-    - **반복 행동**이 감지되면 즉시 빈 배열을 반환하고, **블록된 페이지**는 초기 단계에서 처리하여 프로세스를 종료해야 합니다.
-    - **SSO 버튼이 발견되지 않거나, 오류가 발생한 경우에도 빈 배열을 반환해야 합니다.**
-    - **반드시** JSON 형식으로 결과를 반환해야 하며, 다른 형식은 허용되지 않습니다.
-    - 최대한 효율적인 단계로 진행하며, 불필요한 반복이나 검색 엔진 사용을 피해야 합니다.
-"""
\ No newline at end of file
diff --git a/main.py b/main.py
index 76ebe5c..5ac8425 100644
--- a/main.py
+++ b/main.py
@@ -3,18 +3,18 @@ import argparse
 import signal
 from dotenv import load_dotenv
 from lib.config import BACKEND_URL
-from lib.utils.notify_backend import notify_backend
-from lib.utils.is_html import is_html_url
-from lib.utils.read_txt import read_lines_between
-from lib.utils.progress_checker import save_progress, load_progress
-from lib.utils.env_checker import check_env_variables 
-from lib.agents.get_sso_list import get_sso_list
+from lib.utils import notify_backend, is_html_url, read_lines_between, save_progress, load_progress, check_env_variables 
+from lib.agents import get_sso_list, login_google
 load_dotenv()
 
 check_env_variables()
 
 backend_url = BACKEND_URL
 
+login_agents = {
+    "google": login_google
+}
+
 # ── URL별로 Browser를 새로 띄우는 함수 ──
 async def scan_one_url(url: str, skip_html_check: bool = False):
     target_url = url if url.startswith("http") else f"https://{url}"
@@ -28,7 +28,28 @@ async def scan_one_url(url: str, skip_html_check: bool = False):
     # Backend에 스캔 시작 알림
     notify_backend(target_url)
     
-    print(await get_sso_list(target_url))
+    success, response = await get_sso_list(target_url)
+    if not success:
+        return
+    if len(response.sso_list) == 0:
+        return
+    
+    for sso in response.sso_list:
+        target_login_agent = login_agents.get(sso.lower())
+        if target_login_agent:
+            print(f"🔍 {target_url} 에서 SSO 발견: {sso}, 로그인 시도 중...")
+            success, login_response = await target_login_agent(target_url)
+            if not success:
+                print(f"⚠️ {target_url} 에서 {sso} 로그인 실패")
+                continue
+
+            print(f"✅ {target_url} 에서 {sso} 로그인 성공: {login_response.final_url}")
+        else:
+            print(f"✅ {target_url} 에서 SSO 발견: {sso} | TODO")
+            
+    # Backend에 스캔 완료 알림
+    # 오탐 검증
+    
 
 
 
diff --git a/pyproject.toml b/pyproject.toml
index d15b4ea..52bbffc 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -5,6 +5,6 @@ description = "Add your description here"
 readme = "README.md"
 requires-python = ">=3.13"
 dependencies = [
-    "browser-use[memory]==0.3.2",
+    "browser-use[memory]==0.2.7",
     "patchright==1.52.5",
 ]
diff --git a/uv.lock b/uv.lock
index 54bffe1..1819596 100644
--- a/uv.lock
+++ b/uv.lock
@@ -51,18 +51,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/a1/ee/48ca1a7c89ffec8b6a0c5d02b89c305671d5ffd8d3c94acf8b8c408575bb/anyio-4.9.0-py3-none-any.whl", hash = "sha256:9f76d541cad6e36af7beb62e978876f3b41e3e04f2c1fbf0884604c0a9c4d93c", size = 100916, upload-time = "2025-03-17T00:02:52.713Z" },
 ]
 
-[[package]]
-name = "authlib"
-version = "1.6.0"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
-    { name = "cryptography" },
-]
-sdist = { url = "https://files.pythonhosted.org/packages/a2/9d/b1e08d36899c12c8b894a44a5583ee157789f26fc4b176f8e4b6217b56e1/authlib-1.6.0.tar.gz", hash = "sha256:4367d32031b7af175ad3a323d571dc7257b7099d55978087ceae4a0d88cd3210", size = 158371, upload-time = "2025-05-23T00:21:45.011Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/84/29/587c189bbab1ccc8c86a03a5d0e13873df916380ef1be461ebe6acebf48d/authlib-1.6.0-py2.py3-none-any.whl", hash = "sha256:91685589498f79e8655e8a8947431ad6288831d643f11c55c2143ffcc738048d", size = 239981, upload-time = "2025-05-23T00:21:43.075Z" },
-]
-
 [[package]]
 name = "backoff"
 version = "2.2.1"
@@ -85,19 +73,47 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/50/cd/30110dc0ffcf3b131156077b90e9f60ed75711223f306da4db08eff8403b/beautifulsoup4-4.13.4-py3-none-any.whl", hash = "sha256:9bbbb14bfde9d79f38b8cd5f8c7c85f4b8f2523190ebed90e950a8dea4cb1c4b", size = 187285, upload-time = "2025-04-15T17:05:12.221Z" },
 ]
 
+[[package]]
+name = "boto3"
+version = "1.38.44"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "botocore" },
+    { name = "jmespath" },
+    { name = "s3transfer" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/7b/7f/ea50e25a049072c0078045437d25fc9c8eaec4bd58f2cc340e6ed52e55cd/boto3-1.38.44.tar.gz", hash = "sha256:af1769dfb2a8a30eec24d0b74a8c17db2accc5a6224d4fab39dd36df6590f741", size = 111899, upload-time = "2025-06-25T19:27:40.825Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/17/73/4a1bbd696e492f17064e7404c49d4d3bafcc8b50239ec6624c10ea824dd1/boto3-1.38.44-py3-none-any.whl", hash = "sha256:73fcb2f8c7bec25d17e3f1940a1776c515b458b3da77ad3a31a177479591028b", size = 139923, upload-time = "2025-06-25T19:27:38.748Z" },
+]
+
+[[package]]
+name = "botocore"
+version = "1.38.44"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "jmespath" },
+    { name = "python-dateutil" },
+    { name = "urllib3" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/31/06/c6e652e8b449837218d83cedda9c54104cfd5d38dc97762044a40116b209/botocore-1.38.44.tar.gz", hash = "sha256:8d54795a084204e4cd7885d9307e4bfaccc96411dc0384f6ba240b515c45bf54", size = 14050056, upload-time = "2025-06-25T19:27:29.354Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/ad/85/e3cd7bf4237af134a90290c8e37bf7f786c5e58b9ff98eeb0495615e3985/botocore-1.38.44-py3-none-any.whl", hash = "sha256:d0171ac6ec0bfdf86083b41c801f212e2b2d5756a61ea1d45af2051f21dbf886", size = 13710700, upload-time = "2025-06-25T19:27:23.645Z" },
+]
+
 [[package]]
 name = "browser-use"
-version = "0.3.2"
+version = "0.2.7"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "aiofiles" },
     { name = "anyio" },
-    { name = "authlib" },
-    { name = "bubus" },
+    { name = "faiss-cpu" },
     { name = "google-api-core" },
     { name = "httpx" },
     { name = "langchain" },
     { name = "langchain-anthropic" },
+    { name = "langchain-aws" },
     { name = "langchain-core" },
     { name = "langchain-deepseek" },
     { name = "langchain-google-genai" },
@@ -118,14 +134,13 @@ dependencies = [
     { name = "typing-extensions" },
     { name = "uuid7" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/4a/9b/b0620dea406c878923b38dab4c9391d822a854a7053ec3ba2c831a8f8da1/browser_use-0.3.2.tar.gz", hash = "sha256:600881d087ef246d10505aa133cc18f7ac2f3f8ddcb6210c00a8cabf0a4b9aa1", size = 175299, upload-time = "2025-06-22T05:26:20.979Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/42/86/8d25175730145a8f94715e5ceb3e050d8221fc81d7dee8c8f18ddf4206a3/browser_use-0.2.7.tar.gz", hash = "sha256:a2e0b0eb34e6fb5ef46e4e10ad0b4a42854fc2445d3e53b3ba393b9295019725", size = 155467, upload-time = "2025-06-14T08:55:54.739Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/93/04/0446df95b031362fbbbd20e4b389d4dee98f27d2c40ed38d792842bcc807/browser_use-0.3.2-py3-none-any.whl", hash = "sha256:500340bd3d41440072d9845c640b0cb5decfacc423459ab7a28ce9273b1b1601", size = 195490, upload-time = "2025-06-22T05:26:19.545Z" },
+    { url = "https://files.pythonhosted.org/packages/e7/93/2305e33ca4470abafd087be820256bd96c495ab685425582d811bb22837a/browser_use-0.2.7-py3-none-any.whl", hash = "sha256:bc534a369ef85ff3905abae05dab1d4a996676ad285a3dff9aa6c5211854872d", size = 172584, upload-time = "2025-06-14T08:55:53.355Z" },
 ]
 
 [package.optional-dependencies]
 memory = [
-    { name = "faiss-cpu" },
     { name = "sentence-transformers" },
 ]
 
@@ -140,26 +155,10 @@ dependencies = [
 
 [package.metadata]
 requires-dist = [
-    { name = "browser-use", extras = ["memory"], specifier = "==0.3.2" },
+    { name = "browser-use", extras = ["memory"], specifier = "==0.2.7" },
     { name = "patchright", specifier = "==1.52.5" },
 ]
 
-[[package]]
-name = "bubus"
-version = "1.2.1"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
-    { name = "aiofiles" },
-    { name = "anyio" },
-    { name = "pydantic" },
-    { name = "typing-extensions" },
-    { name = "uuid7" },
-]
-sdist = { url = "https://files.pythonhosted.org/packages/36/29/27666c76a6187847c9436e6a0c478ea18a9df5356cbd43dd54ebcd37da10/bubus-1.2.1.tar.gz", hash = "sha256:8ebbaa8313affa39b53106d864f633b51655cde42efb2282aa3166e9fe5f0322", size = 26028, upload-time = "2025-06-24T06:13:21.568Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/0b/e8/ce0e5996bf4f4cccb6fab5cb468b283085d4c1711e41dc1d1db3361f9f71/bubus-1.2.1-py3-none-any.whl", hash = "sha256:72ad267758c6938336a6ff6017eee47ed864a95ffb7f4d0296f7b60f5520c2b9", size = 27660, upload-time = "2025-06-24T06:13:20.753Z" },
-]
-
 [[package]]
 name = "cachetools"
 version = "5.5.2"
@@ -231,41 +230,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/d1/d6/3965ed04c63042e047cb6a3e6ed1a63a35087b6a609aa3a15ed8ac56c221/colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6", size = 25335, upload-time = "2022-10-25T02:36:20.889Z" },
 ]
 
-[[package]]
-name = "cryptography"
-version = "45.0.4"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
-    { name = "cffi", marker = "platform_python_implementation != 'PyPy'" },
-]
-sdist = { url = "https://files.pythonhosted.org/packages/fe/c8/a2a376a8711c1e11708b9c9972e0c3223f5fc682552c82d8db844393d6ce/cryptography-45.0.4.tar.gz", hash = "sha256:7405ade85c83c37682c8fe65554759800a4a8c54b2d96e0f8ad114d31b808d57", size = 744890, upload-time = "2025-06-10T00:03:51.297Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/cc/1c/92637793de053832523b410dbe016d3f5c11b41d0cf6eef8787aabb51d41/cryptography-45.0.4-cp311-abi3-macosx_10_9_universal2.whl", hash = "sha256:425a9a6ac2823ee6e46a76a21a4e8342d8fa5c01e08b823c1f19a8b74f096069", size = 7055712, upload-time = "2025-06-10T00:02:38.826Z" },
-    { url = "https://files.pythonhosted.org/packages/ba/14/93b69f2af9ba832ad6618a03f8a034a5851dc9a3314336a3d71c252467e1/cryptography-45.0.4-cp311-abi3-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:680806cf63baa0039b920f4976f5f31b10e772de42f16310a6839d9f21a26b0d", size = 4205335, upload-time = "2025-06-10T00:02:41.64Z" },
-    { url = "https://files.pythonhosted.org/packages/67/30/fae1000228634bf0b647fca80403db5ca9e3933b91dd060570689f0bd0f7/cryptography-45.0.4-cp311-abi3-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:4ca0f52170e821bc8da6fc0cc565b7bb8ff8d90d36b5e9fdd68e8a86bdf72036", size = 4431487, upload-time = "2025-06-10T00:02:43.696Z" },
-    { url = "https://files.pythonhosted.org/packages/6d/5a/7dffcf8cdf0cb3c2430de7404b327e3db64735747d641fc492539978caeb/cryptography-45.0.4-cp311-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:f3fe7a5ae34d5a414957cc7f457e2b92076e72938423ac64d215722f6cf49a9e", size = 4208922, upload-time = "2025-06-10T00:02:45.334Z" },
-    { url = "https://files.pythonhosted.org/packages/c6/f3/528729726eb6c3060fa3637253430547fbaaea95ab0535ea41baa4a6fbd8/cryptography-45.0.4-cp311-abi3-manylinux_2_28_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:25eb4d4d3e54595dc8adebc6bbd5623588991d86591a78c2548ffb64797341e2", size = 3900433, upload-time = "2025-06-10T00:02:47.359Z" },
-    { url = "https://files.pythonhosted.org/packages/d9/4a/67ba2e40f619e04d83c32f7e1d484c1538c0800a17c56a22ff07d092ccc1/cryptography-45.0.4-cp311-abi3-manylinux_2_28_x86_64.whl", hash = "sha256:ce1678a2ccbe696cf3af15a75bb72ee008d7ff183c9228592ede9db467e64f1b", size = 4464163, upload-time = "2025-06-10T00:02:49.412Z" },
-    { url = "https://files.pythonhosted.org/packages/7e/9a/b4d5aa83661483ac372464809c4b49b5022dbfe36b12fe9e323ca8512420/cryptography-45.0.4-cp311-abi3-manylinux_2_34_aarch64.whl", hash = "sha256:49fe9155ab32721b9122975e168a6760d8ce4cffe423bcd7ca269ba41b5dfac1", size = 4208687, upload-time = "2025-06-10T00:02:50.976Z" },
-    { url = "https://files.pythonhosted.org/packages/db/b7/a84bdcd19d9c02ec5807f2ec2d1456fd8451592c5ee353816c09250e3561/cryptography-45.0.4-cp311-abi3-manylinux_2_34_x86_64.whl", hash = "sha256:2882338b2a6e0bd337052e8b9007ced85c637da19ef9ecaf437744495c8c2999", size = 4463623, upload-time = "2025-06-10T00:02:52.542Z" },
-    { url = "https://files.pythonhosted.org/packages/d8/84/69707d502d4d905021cac3fb59a316344e9f078b1da7fb43ecde5e10840a/cryptography-45.0.4-cp311-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:23b9c3ea30c3ed4db59e7b9619272e94891f8a3a5591d0b656a7582631ccf750", size = 4332447, upload-time = "2025-06-10T00:02:54.63Z" },
-    { url = "https://files.pythonhosted.org/packages/f3/ee/d4f2ab688e057e90ded24384e34838086a9b09963389a5ba6854b5876598/cryptography-45.0.4-cp311-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:b0a97c927497e3bc36b33987abb99bf17a9a175a19af38a892dc4bbb844d7ee2", size = 4572830, upload-time = "2025-06-10T00:02:56.689Z" },
-    { url = "https://files.pythonhosted.org/packages/70/d4/994773a261d7ff98034f72c0e8251fe2755eac45e2265db4c866c1c6829c/cryptography-45.0.4-cp311-abi3-win32.whl", hash = "sha256:e00a6c10a5c53979d6242f123c0a97cff9f3abed7f064fc412c36dc521b5f257", size = 2932769, upload-time = "2025-06-10T00:02:58.467Z" },
-    { url = "https://files.pythonhosted.org/packages/5a/42/c80bd0b67e9b769b364963b5252b17778a397cefdd36fa9aa4a5f34c599a/cryptography-45.0.4-cp311-abi3-win_amd64.whl", hash = "sha256:817ee05c6c9f7a69a16200f0c90ab26d23a87701e2a284bd15156783e46dbcc8", size = 3410441, upload-time = "2025-06-10T00:03:00.14Z" },
-    { url = "https://files.pythonhosted.org/packages/ce/0b/2488c89f3a30bc821c9d96eeacfcab6ff3accc08a9601ba03339c0fd05e5/cryptography-45.0.4-cp37-abi3-macosx_10_9_universal2.whl", hash = "sha256:964bcc28d867e0f5491a564b7debb3ffdd8717928d315d12e0d7defa9e43b723", size = 7031836, upload-time = "2025-06-10T00:03:01.726Z" },
-    { url = "https://files.pythonhosted.org/packages/fe/51/8c584ed426093aac257462ae62d26ad61ef1cbf5b58d8b67e6e13c39960e/cryptography-45.0.4-cp37-abi3-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:6a5bf57554e80f75a7db3d4b1dacaa2764611ae166ab42ea9a72bcdb5d577637", size = 4195746, upload-time = "2025-06-10T00:03:03.94Z" },
-    { url = "https://files.pythonhosted.org/packages/5c/7d/4b0ca4d7af95a704eef2f8f80a8199ed236aaf185d55385ae1d1610c03c2/cryptography-45.0.4-cp37-abi3-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:46cf7088bf91bdc9b26f9c55636492c1cce3e7aaf8041bbf0243f5e5325cfb2d", size = 4424456, upload-time = "2025-06-10T00:03:05.589Z" },
-    { url = "https://files.pythonhosted.org/packages/1d/45/5fabacbc6e76ff056f84d9f60eeac18819badf0cefc1b6612ee03d4ab678/cryptography-45.0.4-cp37-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:7bedbe4cc930fa4b100fc845ea1ea5788fcd7ae9562e669989c11618ae8d76ee", size = 4198495, upload-time = "2025-06-10T00:03:09.172Z" },
-    { url = "https://files.pythonhosted.org/packages/55/b7/ffc9945b290eb0a5d4dab9b7636706e3b5b92f14ee5d9d4449409d010d54/cryptography-45.0.4-cp37-abi3-manylinux_2_28_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:eaa3e28ea2235b33220b949c5a0d6cf79baa80eab2eb5607ca8ab7525331b9ff", size = 3885540, upload-time = "2025-06-10T00:03:10.835Z" },
-    { url = "https://files.pythonhosted.org/packages/7f/e3/57b010282346980475e77d414080acdcb3dab9a0be63071efc2041a2c6bd/cryptography-45.0.4-cp37-abi3-manylinux_2_28_x86_64.whl", hash = "sha256:7ef2dde4fa9408475038fc9aadfc1fb2676b174e68356359632e980c661ec8f6", size = 4452052, upload-time = "2025-06-10T00:03:12.448Z" },
-    { url = "https://files.pythonhosted.org/packages/37/e6/ddc4ac2558bf2ef517a358df26f45bc774a99bf4653e7ee34b5e749c03e3/cryptography-45.0.4-cp37-abi3-manylinux_2_34_aarch64.whl", hash = "sha256:6a3511ae33f09094185d111160fd192c67aa0a2a8d19b54d36e4c78f651dc5ad", size = 4198024, upload-time = "2025-06-10T00:03:13.976Z" },
-    { url = "https://files.pythonhosted.org/packages/3a/c0/85fa358ddb063ec588aed4a6ea1df57dc3e3bc1712d87c8fa162d02a65fc/cryptography-45.0.4-cp37-abi3-manylinux_2_34_x86_64.whl", hash = "sha256:06509dc70dd71fa56eaa138336244e2fbaf2ac164fc9b5e66828fccfd2b680d6", size = 4451442, upload-time = "2025-06-10T00:03:16.248Z" },
-    { url = "https://files.pythonhosted.org/packages/33/67/362d6ec1492596e73da24e669a7fbbaeb1c428d6bf49a29f7a12acffd5dc/cryptography-45.0.4-cp37-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:5f31e6b0a5a253f6aa49be67279be4a7e5a4ef259a9f33c69f7d1b1191939872", size = 4325038, upload-time = "2025-06-10T00:03:18.4Z" },
-    { url = "https://files.pythonhosted.org/packages/53/75/82a14bf047a96a1b13ebb47fb9811c4f73096cfa2e2b17c86879687f9027/cryptography-45.0.4-cp37-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:944e9ccf67a9594137f942d5b52c8d238b1b4e46c7a0c2891b7ae6e01e7c80a4", size = 4560964, upload-time = "2025-06-10T00:03:20.06Z" },
-    { url = "https://files.pythonhosted.org/packages/cd/37/1a3cba4c5a468ebf9b95523a5ef5651244693dc712001e276682c278fc00/cryptography-45.0.4-cp37-abi3-win32.whl", hash = "sha256:c22fe01e53dc65edd1945a2e6f0015e887f84ced233acecb64b4daadb32f5c97", size = 2924557, upload-time = "2025-06-10T00:03:22.563Z" },
-    { url = "https://files.pythonhosted.org/packages/2a/4b/3256759723b7e66380397d958ca07c59cfc3fb5c794fb5516758afd05d41/cryptography-45.0.4-cp37-abi3-win_amd64.whl", hash = "sha256:627ba1bc94f6adf0b0a2e35d87020285ead22d9f648c7e75bb64f367375f3b22", size = 3395508, upload-time = "2025-06-10T00:03:24.586Z" },
-]
-
 [[package]]
 name = "cython"
 version = "3.1.2"
@@ -613,6 +577,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/b3/4a/4175a563579e884192ba6e81725fc0448b042024419be8d83aa8a80a3f44/jiter-0.10.0-cp314-cp314t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:3aa96f2abba33dc77f79b4cf791840230375f9534e5fac927ccceb58c5e604a5", size = 354213, upload-time = "2025-05-18T19:04:41.894Z" },
 ]
 
+[[package]]
+name = "jmespath"
+version = "1.0.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/00/2a/e867e8531cf3e36b41201936b7fa7ba7b5702dbef42922193f05c8976cd6/jmespath-1.0.1.tar.gz", hash = "sha256:90261b206d6defd58fdd5e85f478bf633a2901798906be2ad389150c5c60edbe", size = 25843, upload-time = "2022-06-17T18:00:12.224Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/31/b4/b9b800c45527aadd64d5b442f9b932b00648617eb5d63d2c7a6587b7cafc/jmespath-1.0.1-py3-none-any.whl", hash = "sha256:02e2e4cc71b5bcab88332eebf907519190dd9e6e82107fa7f83b1003a6252980", size = 20256, upload-time = "2022-06-17T18:00:10.251Z" },
+]
+
 [[package]]
 name = "joblib"
 version = "1.5.1"
@@ -675,6 +648,21 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/e7/c0/9a1d58ab8718505bf25b7ad375a2a104886dfe64519d8b96442bb295637e/langchain_anthropic-0.3.15-py3-none-any.whl", hash = "sha256:894d670bc44e68e0b1f2f09e7e7f977a8f07085a596f114c79aefbb789f6d88d", size = 28054, upload-time = "2025-06-03T15:04:43.108Z" },
 ]
 
+[[package]]
+name = "langchain-aws"
+version = "0.2.25"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "boto3" },
+    { name = "langchain-core" },
+    { name = "numpy" },
+    { name = "pydantic" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/87/84/fc2881c6d67be297cccd81982dfc16c9b3996b4112145a7a6de6e0f28872/langchain_aws-0.2.25.tar.gz", hash = "sha256:80754c7508c9e7771f5e97e46a40e3f41a33c4839d780acc92e75a64950165f0", size = 99141, upload-time = "2025-06-10T20:34:53.417Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/11/7f/0d9b7eda3ab0426244c2913bf111127ac329c93eff155217415fd2e5ca00/langchain_aws-0.2.25-py3-none-any.whl", hash = "sha256:60132f53ab57bf1ce0f606abfef8a41bbbd170ac6019754dc2f5463650f56f79", size = 120993, upload-time = "2025-06-10T20:34:51.906Z" },
+]
+
 [[package]]
 name = "langchain-core"
 version = "0.3.64"
@@ -821,7 +809,7 @@ wheels = [
 
 [[package]]
 name = "mem0ai"
-version = "0.1.110"
+version = "0.1.111"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "openai" },
@@ -831,9 +819,9 @@ dependencies = [
     { name = "qdrant-client" },
     { name = "sqlalchemy" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/8d/fd/95c6285ad55a5fb78df17f15b5710273d59ae687c6ff79dcd03acb15e24f/mem0ai-0.1.110.tar.gz", hash = "sha256:8a9b6f45c2c4e5d97ce1aa096dc85991cd657acccde796422b65a52089ca7fcb", size = 107869, upload-time = "2025-06-20T15:01:56.754Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/2d/93/ff302f96e02b5ac80a1ad18b94617985296f78aee212f86d83cba1c2a1a5/mem0ai-0.1.111.tar.gz", hash = "sha256:cc4b1a20cd4fd3b980cca4fd9f77ee4c9cff81b92e6f4d30014fd900dce59bba", size = 108299, upload-time = "2025-06-23T16:23:19.642Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/8a/d6/3d67909445682f5e73e910b187fc64ff84643709ac1956240d8a3834b1bd/mem0ai-0.1.110-py3-none-any.whl", hash = "sha256:4f69df6e633200b9d1b0177f82eaa96bf70a446aee8f40e56eedb67403f14395", size = 166820, upload-time = "2025-06-20T15:01:54.864Z" },
+    { url = "https://files.pythonhosted.org/packages/2a/f5/185c88df177d0d9ae1226cc1ae75a2b2480280521a5c7690f1ca6a54b6af/mem0ai-0.1.111-py3-none-any.whl", hash = "sha256:53e8ce3551ffe1454b6e28ba90a8a88907280a9052edfeb872241662a4707f14", size = 168161, upload-time = "2025-06-23T16:23:18.146Z" },
 ]
 
 [[package]]
@@ -4010,6 +3998,18 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/64/8d/0133e4eb4beed9e425d9a98ed6e081a55d195481b7632472be1af08d2f6b/rsa-4.9.1-py3-none-any.whl", hash = "sha256:68635866661c6836b8d39430f97a996acbd61bfa49406748ea243539fe239762", size = 34696, upload-time = "2025-04-16T09:51:17.142Z" },
 ]
 
+[[package]]
+name = "s3transfer"
+version = "0.13.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "botocore" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/ed/5d/9dcc100abc6711e8247af5aa561fc07c4a046f72f659c3adea9a449e191a/s3transfer-0.13.0.tar.gz", hash = "sha256:f5e6db74eb7776a37208001113ea7aa97695368242b364d73e91c981ac522177", size = 150232, upload-time = "2025-05-22T19:24:50.245Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/18/17/22bf8155aa0ea2305eefa3a6402e040df7ebe512d1310165eda1e233c3f8/s3transfer-0.13.0-py3-none-any.whl", hash = "sha256:0148ef34d6dd964d0d8cf4311b2b21c474693e57c2e069ec708ce043d2b527be", size = 85152, upload-time = "2025-05-22T19:24:48.703Z" },
+]
+
 [[package]]
 name = "safetensors"
 version = "0.5.3"