From 2e2fae02d26f2724c6abcd5619636a439d348c5e Mon Sep 17 00:00:00 2001
From: alex-clawd <alex@crewai.com>
Date: Thu, 2 Apr 2026 13:52:08 -0700
Subject: [PATCH 1/5] fix: add tool repository credentials to uv build in tool
 publish (#5223)

* fix: add tool repository credentials to uv build in tool publish

When running 'uv build' during tool publish, the build process now has access
to tool repository credentials. This mirrors the pattern used in run_crew.py,
ensuring private package indexes are properly authenticated during the build.

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

* fix: add env kwarg to subprocess.run mock assertions in publish tests

The actual code passes env= to subprocess.run but the test assertions
were missing this parameter, causing assertion failures.

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

---------

Co-authored-by: Claude Opus 4.5 <noreply@anthropic.com>
---
 lib/crewai/src/crewai/cli/tools/main.py | 16 ++++++++++++++++
 lib/crewai/tests/cli/tools/test_main.py |  2 ++
 2 files changed, 18 insertions(+)

diff --git a/lib/crewai/src/crewai/cli/tools/main.py b/lib/crewai/src/crewai/cli/tools/main.py
index 72c1e6e25..67a508e64 100644
--- a/lib/crewai/src/crewai/cli/tools/main.py
+++ b/lib/crewai/src/crewai/cli/tools/main.py
@@ -21,6 +21,7 @@ from crewai.cli.utils import (
     get_project_description,
     get_project_name,
     get_project_version,
+    read_toml,
     tree_copy,
     tree_find_and_replace,
 )
@@ -116,11 +117,26 @@ class ToolCommand(BaseCommand, PlusAPIMixin):
         self._print_tools_preview(tools_metadata)
         self._print_current_organization()
 
+        build_env = os.environ.copy()
+        try:
+            pyproject_data = read_toml()
+            sources = pyproject_data.get("tool", {}).get("uv", {}).get("sources", {})
+
+            for source_config in sources.values():
+                if isinstance(source_config, dict):
+                    index = source_config.get("index")
+                    if index:
+                        index_env = build_env_with_tool_repository_credentials(index)
+                        build_env.update(index_env)
+        except Exception:  # noqa: S110
+            pass
+
         with tempfile.TemporaryDirectory() as temp_build_dir:
             subprocess.run(  # noqa: S603
                 ["uv", "build", "--sdist", "--out-dir", temp_build_dir],  # noqa: S607
                 check=True,
                 capture_output=False,
+                env=build_env,
             )
 
             tarball_filename = next(
diff --git a/lib/crewai/tests/cli/tools/test_main.py b/lib/crewai/tests/cli/tools/test_main.py
index aba6f1075..31032a072 100644
--- a/lib/crewai/tests/cli/tools/test_main.py
+++ b/lib/crewai/tests/cli/tools/test_main.py
@@ -218,6 +218,7 @@ def test_publish_when_not_in_sync_and_force(
         ["uv", "build", "--sdist", "--out-dir", unittest.mock.ANY],
         check=True,
         capture_output=False,
+        env=unittest.mock.ANY,
     )
     mock_open.assert_called_with(unittest.mock.ANY, "rb")
     mock_publish.assert_called_with(
@@ -279,6 +280,7 @@ def test_publish_success(
         ["uv", "build", "--sdist", "--out-dir", unittest.mock.ANY],
         check=True,
         capture_output=False,
+        env=unittest.mock.ANY,
     )
     mock_open.assert_called_with(unittest.mock.ANY, "rb")
     mock_publish.assert_called_with(

From 59aa5b2243ecd28a960cd08d10cc2514fb5f814a Mon Sep 17 00:00:00 2001
From: alex-clawd <alex@crewai.com>
Date: Thu, 2 Apr 2026 13:56:36 -0700
Subject: [PATCH 2/5] fix: add tool repository credentials to crewai install
 (#5224)

* fix: add tool repository credentials to crewai install

crewai install (uv sync) was failing with 401 Unauthorized when the
project depends on tools from a private package index (e.g. AMP tool
repository). The credentials were already injected for 'crewai run'
and 'crewai tool publish' but were missing from 'crewai install'.

Reads [tool.uv.sources] from pyproject.toml and injects UV_INDEX_*
credentials into the subprocess environment, matching the pattern
already used in run_crew.py.

* refactor: extract duplicated credential-building into utility function

Create build_env_with_all_tool_credentials() in utils.py to consolidate
the ~10-line block that reads [tool.uv.sources] from pyproject.toml and
calls build_env_with_tool_repository_credentials for each index.

This eliminates code duplication across install_crew.py, run_crew.py,
and cli.py, reducing the risk of inconsistent bug fixes.

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

* fix: add debug logging for credential errors instead of silent swallow

---------

Co-authored-by: Claude Opus 4.5 <noreply@anthropic.com>
---
 lib/crewai/src/crewai/cli/cli.py          | 18 +++++--------
 lib/crewai/src/crewai/cli/install_crew.py | 11 +++++++-
 lib/crewai/src/crewai/cli/run_crew.py     | 17 ++----------
 lib/crewai/src/crewai/cli/utils.py        | 33 +++++++++++++++++++++--
 4 files changed, 49 insertions(+), 30 deletions(-)

diff --git a/lib/crewai/src/crewai/cli/cli.py b/lib/crewai/src/crewai/cli/cli.py
index ad1923b28..b0483d570 100644
--- a/lib/crewai/src/crewai/cli/cli.py
+++ b/lib/crewai/src/crewai/cli/cli.py
@@ -27,7 +27,7 @@ from crewai.cli.tools.main import ToolCommand
 from crewai.cli.train_crew import train_crew
 from crewai.cli.triggers.main import TriggersCommand
 from crewai.cli.update_crew import update_crew
-from crewai.cli.utils import build_env_with_tool_repository_credentials, read_toml
+from crewai.cli.utils import build_env_with_all_tool_credentials, read_toml
 from crewai.memory.storage.kickoff_task_outputs_storage import (
     KickoffTaskOutputsSQLiteStorage,
 )
@@ -48,24 +48,18 @@ def crewai() -> None:
 @click.argument("uv_args", nargs=-1, type=click.UNPROCESSED)
 def uv(uv_args: tuple[str, ...]) -> None:
     """A wrapper around uv commands that adds custom tool authentication through env vars."""
-    env = os.environ.copy()
     try:
-        pyproject_data = read_toml()
-        sources = pyproject_data.get("tool", {}).get("uv", {}).get("sources", {})
-
-        for source_config in sources.values():
-            if isinstance(source_config, dict):
-                index = source_config.get("index")
-                if index:
-                    index_env = build_env_with_tool_repository_credentials(index)
-                    env.update(index_env)
-    except (FileNotFoundError, KeyError) as e:
+        # Verify pyproject.toml exists first
+        read_toml()
+    except FileNotFoundError as e:
         raise SystemExit(
             "Error. A valid pyproject.toml file is required. Check that a valid pyproject.toml file exists in the current directory."
         ) from e
     except Exception as e:
         raise SystemExit(f"Error: {e}") from e
 
+    env = build_env_with_all_tool_credentials()
+
     try:
         subprocess.run(  # noqa: S603
             ["uv", *uv_args],  # noqa: S607
diff --git a/lib/crewai/src/crewai/cli/install_crew.py b/lib/crewai/src/crewai/cli/install_crew.py
index aa10902aa..9e897416a 100644
--- a/lib/crewai/src/crewai/cli/install_crew.py
+++ b/lib/crewai/src/crewai/cli/install_crew.py
@@ -2,6 +2,8 @@ import subprocess
 
 import click
 
+from crewai.cli.utils import build_env_with_all_tool_credentials
+
 
 # Be mindful about changing this.
 # on some environments we don't use this command but instead uv sync directly
@@ -13,7 +15,14 @@ def install_crew(proxy_options: list[str]) -> None:
     """
     try:
         command = ["uv", "sync", *proxy_options]
-        subprocess.run(command, check=True, capture_output=False, text=True)  # noqa: S603
+
+        # Inject tool repository credentials so uv can authenticate
+        # against private package indexes (e.g. crewai tool repository).
+        # Without this, `uv sync` fails with 401 Unauthorized when the
+        # project depends on tools from a private index.
+        env = build_env_with_all_tool_credentials()
+
+        subprocess.run(command, check=True, capture_output=False, text=True, env=env)  # noqa: S603
 
     except subprocess.CalledProcessError as e:
         click.echo(f"An error occurred while running the crew: {e}", err=True)
diff --git a/lib/crewai/src/crewai/cli/run_crew.py b/lib/crewai/src/crewai/cli/run_crew.py
index e2b942512..6f031f245 100644
--- a/lib/crewai/src/crewai/cli/run_crew.py
+++ b/lib/crewai/src/crewai/cli/run_crew.py
@@ -1,11 +1,10 @@
 from enum import Enum
-import os
 import subprocess
 
 import click
 from packaging import version
 
-from crewai.cli.utils import build_env_with_tool_repository_credentials, read_toml
+from crewai.cli.utils import build_env_with_all_tool_credentials, read_toml
 from crewai.cli.version import get_crewai_version
 
 
@@ -56,19 +55,7 @@ def execute_command(crew_type: CrewType) -> None:
     """
     command = ["uv", "run", "kickoff" if crew_type == CrewType.FLOW else "run_crew"]
 
-    env = os.environ.copy()
-    try:
-        pyproject_data = read_toml()
-        sources = pyproject_data.get("tool", {}).get("uv", {}).get("sources", {})
-
-        for source_config in sources.values():
-            if isinstance(source_config, dict):
-                index = source_config.get("index")
-                if index:
-                    index_env = build_env_with_tool_repository_credentials(index)
-                    env.update(index_env)
-    except Exception:  # noqa: S110
-        pass
+    env = build_env_with_all_tool_credentials()
 
     try:
         subprocess.run(command, capture_output=False, text=True, check=True, env=env)  # noqa: S603
diff --git a/lib/crewai/src/crewai/cli/utils.py b/lib/crewai/src/crewai/cli/utils.py
index a23bdc85a..ad8f5897e 100644
--- a/lib/crewai/src/crewai/cli/utils.py
+++ b/lib/crewai/src/crewai/cli/utils.py
@@ -484,8 +484,12 @@ def get_flows(flow_path: str = "main.py") -> list[Flow[Any]]:
             if flow_instances:
                 break
 
-    except Exception:  # noqa: S110
-        pass
+    except Exception as e:
+        import logging
+
+        logging.getLogger(__name__).debug(
+            f"Could not load tool repository credentials: {e}"
+        )
 
     return flow_instances
 
@@ -549,6 +553,31 @@ def build_env_with_tool_repository_credentials(
     return env
 
 
+def build_env_with_all_tool_credentials() -> dict[str, Any]:
+    """
+    Build environment dict with credentials for all tool repository indexes
+    found in pyproject.toml's [tool.uv.sources] section.
+
+    Returns:
+        dict: Environment variables with credentials for all private indexes.
+    """
+    env = os.environ.copy()
+    try:
+        pyproject_data = read_toml()
+        sources = pyproject_data.get("tool", {}).get("uv", {}).get("sources", {})
+
+        for source_config in sources.values():
+            if isinstance(source_config, dict):
+                index = source_config.get("index")
+                if index:
+                    index_env = build_env_with_tool_repository_credentials(index)
+                    env.update(index_env)
+    except Exception:  # noqa: S110
+        pass
+
+    return env
+
+
 @contextmanager
 def _load_module_from_file(
     init_file: Path, module_name: str | None = None

From 1b7be63b60c5d6d6e243bc1e1dcccdf9764068ad Mon Sep 17 00:00:00 2001
From: Lucas Gomide <lucaslg200@gmail.com>
Date: Thu, 2 Apr 2026 19:02:59 -0300
Subject: [PATCH 3/5] Revert "refactor: remove unused  and  methods from
 (#5172)" (#5243)

* Revert "refactor: remove unused  and  methods from (#5172)"

This reverts commit bb9bcd6823706faae2f66086b853dffb6ae2396b.

* test: fix tests
---
 .../src/crewai/experimental/agent_executor.py | 31 +++++++++++++++++++
 .../tests/agents/test_agent_executor.py       | 24 ++++++++++++++
 2 files changed, 55 insertions(+)

diff --git a/lib/crewai/src/crewai/experimental/agent_executor.py b/lib/crewai/src/crewai/experimental/agent_executor.py
index bbd14f518..2b487071b 100644
--- a/lib/crewai/src/crewai/experimental/agent_executor.py
+++ b/lib/crewai/src/crewai/experimental/agent_executor.py
@@ -1907,6 +1907,37 @@ class AgentExecutor(Flow[AgentExecutorState], CrewAgentExecutorMixin):
             "original_tool": original_tool,
         }
 
+    def _extract_tool_name(self, tool_call: Any) -> str:
+        """Extract tool name from various tool call formats."""
+        if hasattr(tool_call, "function"):
+            return sanitize_tool_name(tool_call.function.name)
+        if hasattr(tool_call, "function_call") and tool_call.function_call:
+            return sanitize_tool_name(tool_call.function_call.name)
+        if hasattr(tool_call, "name"):
+            return sanitize_tool_name(tool_call.name)
+        if isinstance(tool_call, dict):
+            func_info = tool_call.get("function", {})
+            return sanitize_tool_name(
+                func_info.get("name", "") or tool_call.get("name", "unknown")
+            )
+        return "unknown"
+
+    @router(execute_native_tool)
+    def check_native_todo_completion(
+        self,
+    ) -> Literal["todo_satisfied", "todo_not_satisfied"]:
+        """Check if the native tool execution satisfied the active todo.
+
+        Similar to check_todo_completion but for native tool execution path.
+        """
+        current_todo = self.state.todos.current_todo
+
+        if not current_todo:
+            return "todo_not_satisfied"
+
+        # For native tools, any tool execution satisfies the todo
+        return "todo_satisfied"
+
     @listen("initialized")
     def continue_iteration(self) -> Literal["check_iteration"]:
         """Bridge listener that connects iteration loop back to iteration check."""
diff --git a/lib/crewai/tests/agents/test_agent_executor.py b/lib/crewai/tests/agents/test_agent_executor.py
index 1ec1a1788..91fa12f27 100644
--- a/lib/crewai/tests/agents/test_agent_executor.py
+++ b/lib/crewai/tests/agents/test_agent_executor.py
@@ -927,6 +927,30 @@ class TestNativeToolExecution:
         assert len(tool_messages) == 1
         assert tool_messages[0]["tool_call_id"] == "call_1"
 
+    def test_check_native_todo_completion_requires_current_todo(
+        self, mock_dependencies
+    ):
+        from crewai.utilities.planning_types import TodoList
+
+        executor = _build_executor(**mock_dependencies)
+
+        # No current todo → not satisfied
+        executor.state.todos = TodoList(items=[])
+        assert executor.check_native_todo_completion() == "todo_not_satisfied"
+
+        # With a current todo that has tool_to_use → satisfied
+        running = TodoItem(
+            step_number=1,
+            description="Use the expected tool",
+            tool_to_use="expected_tool",
+            status="running",
+        )
+        executor.state.todos = TodoList(items=[running])
+        assert executor.check_native_todo_completion() == "todo_satisfied"
+
+        # With a current todo without tool_to_use → still satisfied
+        running.tool_to_use = None
+        assert executor.check_native_todo_completion() == "todo_satisfied"
 
 
 class TestPlannerObserver:

From 6ef6fada4d39a01b965d8f21366e7547480e5011 Mon Sep 17 00:00:00 2001
From: Lorenze Jay <63378463+lorenzejay@users.noreply.github.com>
Date: Thu, 2 Apr 2026 16:12:03 -0700
Subject: [PATCH 4/5] feat: bump versions to 1.13.0 (#5246)

---
 lib/crewai-files/src/crewai_files/__init__.py           | 2 +-
 lib/crewai-tools/pyproject.toml                         | 2 +-
 lib/crewai-tools/src/crewai_tools/__init__.py           | 2 +-
 lib/crewai/pyproject.toml                               | 2 +-
 lib/crewai/src/crewai/__init__.py                       | 2 +-
 lib/crewai/src/crewai/cli/templates/crew/pyproject.toml | 2 +-
 lib/crewai/src/crewai/cli/templates/flow/pyproject.toml | 2 +-
 lib/crewai/src/crewai/cli/templates/tool/pyproject.toml | 2 +-
 lib/devtools/src/crewai_devtools/__init__.py            | 2 +-
 9 files changed, 9 insertions(+), 9 deletions(-)

diff --git a/lib/crewai-files/src/crewai_files/__init__.py b/lib/crewai-files/src/crewai_files/__init__.py
index 26da7d77f..715b9b08e 100644
--- a/lib/crewai-files/src/crewai_files/__init__.py
+++ b/lib/crewai-files/src/crewai_files/__init__.py
@@ -152,4 +152,4 @@ __all__ = [
     "wrap_file_source",
 ]
 
-__version__ = "1.13.0a7"
+__version__ = "1.13.0"
diff --git a/lib/crewai-tools/pyproject.toml b/lib/crewai-tools/pyproject.toml
index 30da18c45..67e98b5c9 100644
--- a/lib/crewai-tools/pyproject.toml
+++ b/lib/crewai-tools/pyproject.toml
@@ -11,7 +11,7 @@ dependencies = [
     "pytube~=15.0.0",
     "requests~=2.32.5",
     "docker~=7.1.0",
-    "crewai==1.13.0a7",
+    "crewai==1.13.0",
     "tiktoken~=0.8.0",
     "beautifulsoup4~=4.13.4",
     "python-docx~=1.2.0",
diff --git a/lib/crewai-tools/src/crewai_tools/__init__.py b/lib/crewai-tools/src/crewai_tools/__init__.py
index 292596708..696c20162 100644
--- a/lib/crewai-tools/src/crewai_tools/__init__.py
+++ b/lib/crewai-tools/src/crewai_tools/__init__.py
@@ -309,4 +309,4 @@ __all__ = [
     "ZapierActionTools",
 ]
 
-__version__ = "1.13.0a7"
+__version__ = "1.13.0"
diff --git a/lib/crewai/pyproject.toml b/lib/crewai/pyproject.toml
index 0133eaffa..de26cb784 100644
--- a/lib/crewai/pyproject.toml
+++ b/lib/crewai/pyproject.toml
@@ -54,7 +54,7 @@ Repository = "https://github.com/crewAIInc/crewAI"
 
 [project.optional-dependencies]
 tools = [
-    "crewai-tools==1.13.0a7",
+    "crewai-tools==1.13.0",
 ]
 embeddings = [
     "tiktoken~=0.8.0"
diff --git a/lib/crewai/src/crewai/__init__.py b/lib/crewai/src/crewai/__init__.py
index a5344c8eb..4d50cb2bc 100644
--- a/lib/crewai/src/crewai/__init__.py
+++ b/lib/crewai/src/crewai/__init__.py
@@ -46,7 +46,7 @@ def _suppress_pydantic_deprecation_warnings() -> None:
 
 _suppress_pydantic_deprecation_warnings()
 
-__version__ = "1.13.0a7"
+__version__ = "1.13.0"
 _telemetry_submitted = False
 
 
diff --git a/lib/crewai/src/crewai/cli/templates/crew/pyproject.toml b/lib/crewai/src/crewai/cli/templates/crew/pyproject.toml
index a14ab19cd..65dac2d26 100644
--- a/lib/crewai/src/crewai/cli/templates/crew/pyproject.toml
+++ b/lib/crewai/src/crewai/cli/templates/crew/pyproject.toml
@@ -5,7 +5,7 @@ description = "{{name}} using crewAI"
 authors = [{ name = "Your Name", email = "you@example.com" }]
 requires-python = ">=3.10,<3.14"
 dependencies = [
-    "crewai[tools]==1.13.0a7"
+    "crewai[tools]==1.13.0"
 ]
 
 [project.scripts]
diff --git a/lib/crewai/src/crewai/cli/templates/flow/pyproject.toml b/lib/crewai/src/crewai/cli/templates/flow/pyproject.toml
index 914232bb0..687cc13de 100644
--- a/lib/crewai/src/crewai/cli/templates/flow/pyproject.toml
+++ b/lib/crewai/src/crewai/cli/templates/flow/pyproject.toml
@@ -5,7 +5,7 @@ description = "{{name}} using crewAI"
 authors = [{ name = "Your Name", email = "you@example.com" }]
 requires-python = ">=3.10,<3.14"
 dependencies = [
-    "crewai[tools]==1.13.0a7"
+    "crewai[tools]==1.13.0"
 ]
 
 [project.scripts]
diff --git a/lib/crewai/src/crewai/cli/templates/tool/pyproject.toml b/lib/crewai/src/crewai/cli/templates/tool/pyproject.toml
index 21457ceda..7a06b295a 100644
--- a/lib/crewai/src/crewai/cli/templates/tool/pyproject.toml
+++ b/lib/crewai/src/crewai/cli/templates/tool/pyproject.toml
@@ -5,7 +5,7 @@ description = "Power up your crews with {{folder_name}}"
 readme = "README.md"
 requires-python = ">=3.10,<3.14"
 dependencies = [
-    "crewai[tools]==1.13.0a7"
+    "crewai[tools]==1.13.0"
 ]
 
 [tool.crewai]
diff --git a/lib/devtools/src/crewai_devtools/__init__.py b/lib/devtools/src/crewai_devtools/__init__.py
index d878b722b..cec3ba3ee 100644
--- a/lib/devtools/src/crewai_devtools/__init__.py
+++ b/lib/devtools/src/crewai_devtools/__init__.py
@@ -1,3 +1,3 @@
 """CrewAI development tools."""
 
-__version__ = "1.13.0a7"
+__version__ = "1.13.0"

From 914776b7ed3ef57e050dc3581149987dc2ebeba5 Mon Sep 17 00:00:00 2001
From: Lorenze Jay <63378463+lorenzejay@users.noreply.github.com>
Date: Thu, 2 Apr 2026 16:16:16 -0700
Subject: [PATCH 5/5] docs: update changelog and version for v1.13.0 (#5247)

---
 docs/ar/changelog.mdx    |   47 +
 docs/docs.json           | 3170 ++++++++++++++++++++++++++++++--------
 docs/en/changelog.mdx    |   47 +
 docs/ko/changelog.mdx    |   47 +
 docs/pt-BR/changelog.mdx |   47 +
 5 files changed, 2703 insertions(+), 655 deletions(-)

diff --git a/docs/ar/changelog.mdx b/docs/ar/changelog.mdx
index 8fbb2d750..cdbf1559a 100644
--- a/docs/ar/changelog.mdx
+++ b/docs/ar/changelog.mdx
@@ -4,6 +4,53 @@ description: "تحديثات المنتج والتحسينات وإصلاحات
 icon: "clock"
 mode: "wide"
 ---
+<Update label="2 أبريل 2026">
+  ## v1.13.0
+
+  [عرض الإصدار على GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.13.0)
+
+  ## ما الذي تغير
+
+  ### الميزات
+  - إضافة نموذج RuntimeState RootModel لتوحيد تسلسل الحالة
+  - تعزيز مستمع الأحداث مع نطاقات جديدة للقياس عن أحداث المهارة والذاكرة
+  - إضافة امتداد A2UI مع دعم v0.8/v0.9، والمخططات، والوثائق
+  - إصدار بيانات استخدام الرموز في حدث LLMCallCompletedEvent
+  - تحديث تلقائي لمستودع اختبار النشر أثناء الإصدار
+  - تحسين مرونة الإصدار المؤسسي وتجربة المستخدم
+
+  ### إصلاحات الأخطاء
+  - إضافة بيانات اعتماد مستودع الأدوات إلى تثبيت crewai
+  - إضافة بيانات اعتماد مستودع الأدوات إلى بناء uv في نشر الأدوات
+  - تمرير بيانات التعريف عبر الإعدادات بدلاً من معلمات الأدوات
+  - معالجة نماذج GPT-5.x التي لا تدعم معلمة API `stop`
+  - إضافة GPT-5 وسلسلة o إلى بادئات الرؤية متعددة الوسائط
+  - مسح ذاكرة التخزين المؤقت uv للحزم التي تم نشرها حديثًا في الإصدار المؤسسي
+  - تحديد lancedb أقل من 0.30.1 لضمان التوافق مع Windows
+  - إصلاح مستويات أذونات RBAC لتتناسب مع خيارات واجهة المستخدم الفعلية
+  - إصلاح عدم الدقة في قدرات الوكيل عبر جميع اللغات
+
+  ### الوثائق
+  - إضافة فيديو توضيحي لمهارات وكيل البرمجة إلى صفحات البدء
+  - إضافة دليل شامل لتكوين SSO
+  - إضافة مصفوفة شاملة لأذونات RBAC ودليل النشر
+  - تحديث سجل التغييرات والإصدار إلى v1.13.0
+
+  ### الأداء
+  - تقليل الحمل الزائد للإطار باستخدام حافلة الأحداث الكسولة، وتخطي التتبع عند تعطيله
+
+  ### إعادة الهيكلة
+  - تحويل Flow إلى Pydantic BaseModel
+  - تحويل فئات LLM إلى Pydantic BaseModel
+  - استبدال InstanceOf[T] بتعليقات نوع عادية
+  - إزالة دليل LLM الخاص بالطرف الثالث غير المستخدم
+
+  ## المساهمون
+
+  @alex-clawd, @dependabot[bot], @greysonlalonde, @iris-clawd, @joaomdmoura, @lorenzejay, @lucasgomide, @thiagomoretto
+
+</Update>
+
 <Update label="2 أبريل 2026">
   ## v1.13.0a7
 
diff --git a/docs/docs.json b/docs/docs.json
index a4dcf4c1f..3944522cf 100644
--- a/docs/docs.json
+++ b/docs/docs.json
@@ -56,7 +56,7 @@
         },
         "versions": [
           {
-            "version": "v1.12.2",
+            "version": "v1.13.0",
             "default": true,
             "tabs": [
               {
@@ -527,6 +527,477 @@
               }
             ]
           },
+          {
+            "version": "v1.12.2",
+            "tabs": [
+              {
+                "tab": "Home",
+                "icon": "house",
+                "groups": [
+                  {
+                    "group": "Welcome",
+                    "pages": [
+                      "index"
+                    ]
+                  }
+                ]
+              },
+              {
+                "tab": "Documentation",
+                "icon": "book-open",
+                "groups": [
+                  {
+                    "group": "Get Started",
+                    "pages": [
+                      "en/introduction",
+                      "en/installation",
+                      "en/quickstart"
+                    ]
+                  },
+                  {
+                    "group": "Guides",
+                    "pages": [
+                      {
+                        "group": "Strategy",
+                        "icon": "compass",
+                        "pages": [
+                          "en/guides/concepts/evaluating-use-cases"
+                        ]
+                      },
+                      {
+                        "group": "Agents",
+                        "icon": "user",
+                        "pages": [
+                          "en/guides/agents/crafting-effective-agents"
+                        ]
+                      },
+                      {
+                        "group": "Crews",
+                        "icon": "users",
+                        "pages": [
+                          "en/guides/crews/first-crew"
+                        ]
+                      },
+                      {
+                        "group": "Flows",
+                        "icon": "code-branch",
+                        "pages": [
+                          "en/guides/flows/first-flow",
+                          "en/guides/flows/mastering-flow-state"
+                        ]
+                      },
+                      {
+                        "group": "Tools",
+                        "icon": "wrench",
+                        "pages": [
+                          "en/guides/tools/publish-custom-tools"
+                        ]
+                      },
+                      {
+                        "group": "Coding Tools",
+                        "icon": "terminal",
+                        "pages": [
+                          "en/guides/coding-tools/agents-md"
+                        ]
+                      },
+                      {
+                        "group": "Advanced",
+                        "icon": "gear",
+                        "pages": [
+                          "en/guides/advanced/customizing-prompts",
+                          "en/guides/advanced/fingerprinting"
+                        ]
+                      },
+                      {
+                        "group": "Migration",
+                        "icon": "shuffle",
+                        "pages": [
+                          "en/guides/migration/migrating-from-langgraph"
+                        ]
+                      }
+                    ]
+                  },
+                  {
+                    "group": "Core Concepts",
+                    "pages": [
+                      "en/concepts/agents",
+                      "en/concepts/agent-capabilities",
+                      "en/concepts/tasks",
+                      "en/concepts/crews",
+                      "en/concepts/flows",
+                      "en/concepts/production-architecture",
+                      "en/concepts/knowledge",
+                      "en/concepts/skills",
+                      "en/concepts/llms",
+                      "en/concepts/files",
+                      "en/concepts/processes",
+                      "en/concepts/collaboration",
+                      "en/concepts/training",
+                      "en/concepts/memory",
+                      "en/concepts/reasoning",
+                      "en/concepts/planning",
+                      "en/concepts/testing",
+                      "en/concepts/cli",
+                      "en/concepts/tools",
+                      "en/concepts/event-listener"
+                    ]
+                  },
+                  {
+                    "group": "MCP Integration",
+                    "pages": [
+                      "en/mcp/overview",
+                      "en/mcp/dsl-integration",
+                      "en/mcp/stdio",
+                      "en/mcp/sse",
+                      "en/mcp/streamable-http",
+                      "en/mcp/multiple-servers",
+                      "en/mcp/security"
+                    ]
+                  },
+                  {
+                    "group": "Tools",
+                    "pages": [
+                      "en/tools/overview",
+                      {
+                        "group": "File & Document",
+                        "icon": "folder-open",
+                        "pages": [
+                          "en/tools/file-document/overview",
+                          "en/tools/file-document/filereadtool",
+                          "en/tools/file-document/filewritetool",
+                          "en/tools/file-document/pdfsearchtool",
+                          "en/tools/file-document/docxsearchtool",
+                          "en/tools/file-document/mdxsearchtool",
+                          "en/tools/file-document/xmlsearchtool",
+                          "en/tools/file-document/txtsearchtool",
+                          "en/tools/file-document/jsonsearchtool",
+                          "en/tools/file-document/csvsearchtool",
+                          "en/tools/file-document/directorysearchtool",
+                          "en/tools/file-document/directoryreadtool",
+                          "en/tools/file-document/ocrtool",
+                          "en/tools/file-document/pdf-text-writing-tool"
+                        ]
+                      },
+                      {
+                        "group": "Web Scraping & Browsing",
+                        "icon": "globe",
+                        "pages": [
+                          "en/tools/web-scraping/overview",
+                          "en/tools/web-scraping/scrapewebsitetool",
+                          "en/tools/web-scraping/scrapeelementfromwebsitetool",
+                          "en/tools/web-scraping/scrapflyscrapetool",
+                          "en/tools/web-scraping/seleniumscrapingtool",
+                          "en/tools/web-scraping/scrapegraphscrapetool",
+                          "en/tools/web-scraping/spidertool",
+                          "en/tools/web-scraping/browserbaseloadtool",
+                          "en/tools/web-scraping/hyperbrowserloadtool",
+                          "en/tools/web-scraping/stagehandtool",
+                          "en/tools/web-scraping/firecrawlcrawlwebsitetool",
+                          "en/tools/web-scraping/firecrawlscrapewebsitetool",
+                          "en/tools/web-scraping/oxylabsscraperstool",
+                          "en/tools/web-scraping/brightdata-tools"
+                        ]
+                      },
+                      {
+                        "group": "Search & Research",
+                        "icon": "magnifying-glass",
+                        "pages": [
+                          "en/tools/search-research/overview",
+                          "en/tools/search-research/serperdevtool",
+                          "en/tools/search-research/bravesearchtool",
+                          "en/tools/search-research/exasearchtool",
+                          "en/tools/search-research/linkupsearchtool",
+                          "en/tools/search-research/githubsearchtool",
+                          "en/tools/search-research/websitesearchtool",
+                          "en/tools/search-research/codedocssearchtool",
+                          "en/tools/search-research/youtubechannelsearchtool",
+                          "en/tools/search-research/youtubevideosearchtool",
+                          "en/tools/search-research/tavilysearchtool",
+                          "en/tools/search-research/tavilyextractortool",
+                          "en/tools/search-research/arxivpapertool",
+                          "en/tools/search-research/serpapi-googlesearchtool",
+                          "en/tools/search-research/serpapi-googleshoppingtool",
+                          "en/tools/search-research/databricks-query-tool"
+                        ]
+                      },
+                      {
+                        "group": "Database & Data",
+                        "icon": "database",
+                        "pages": [
+                          "en/tools/database-data/overview",
+                          "en/tools/database-data/mysqltool",
+                          "en/tools/database-data/pgsearchtool",
+                          "en/tools/database-data/snowflakesearchtool",
+                          "en/tools/database-data/nl2sqltool",
+                          "en/tools/database-data/qdrantvectorsearchtool",
+                          "en/tools/database-data/weaviatevectorsearchtool",
+                          "en/tools/database-data/mongodbvectorsearchtool",
+                          "en/tools/database-data/singlestoresearchtool"
+                        ]
+                      },
+                      {
+                        "group": "AI & Machine Learning",
+                        "icon": "brain",
+                        "pages": [
+                          "en/tools/ai-ml/overview",
+                          "en/tools/ai-ml/dalletool",
+                          "en/tools/ai-ml/visiontool",
+                          "en/tools/ai-ml/aimindtool",
+                          "en/tools/ai-ml/llamaindextool",
+                          "en/tools/ai-ml/langchaintool",
+                          "en/tools/ai-ml/ragtool",
+                          "en/tools/ai-ml/codeinterpretertool"
+                        ]
+                      },
+                      {
+                        "group": "Cloud & Storage",
+                        "icon": "cloud",
+                        "pages": [
+                          "en/tools/cloud-storage/overview",
+                          "en/tools/cloud-storage/s3readertool",
+                          "en/tools/cloud-storage/s3writertool",
+                          "en/tools/cloud-storage/bedrockkbretriever"
+                        ]
+                      },
+                      {
+                        "group": "Integrations",
+                        "icon": "plug",
+                        "pages": [
+                          "en/tools/integration/overview",
+                          "en/tools/integration/bedrockinvokeagenttool",
+                          "en/tools/integration/crewaiautomationtool",
+                          "en/tools/integration/mergeagenthandlertool"
+                        ]
+                      },
+                      {
+                        "group": "Automation",
+                        "icon": "bolt",
+                        "pages": [
+                          "en/tools/automation/overview",
+                          "en/tools/automation/apifyactorstool",
+                          "en/tools/automation/composiotool",
+                          "en/tools/automation/multiontool",
+                          "en/tools/automation/zapieractionstool"
+                        ]
+                      }
+                    ]
+                  },
+                  {
+                    "group": "Observability",
+                    "pages": [
+                      "en/observability/tracing",
+                      "en/observability/overview",
+                      "en/observability/arize-phoenix",
+                      "en/observability/braintrust",
+                      "en/observability/datadog",
+                      "en/observability/galileo",
+                      "en/observability/langdb",
+                      "en/observability/langfuse",
+                      "en/observability/langtrace",
+                      "en/observability/maxim",
+                      "en/observability/mlflow",
+                      "en/observability/neatlogs",
+                      "en/observability/openlit",
+                      "en/observability/opik",
+                      "en/observability/patronus-evaluation",
+                      "en/observability/portkey",
+                      "en/observability/weave",
+                      "en/observability/truefoundry"
+                    ]
+                  },
+                  {
+                    "group": "Learn",
+                    "pages": [
+                      "en/learn/overview",
+                      "en/learn/llm-selection-guide",
+                      "en/learn/conditional-tasks",
+                      "en/learn/coding-agents",
+                      "en/learn/create-custom-tools",
+                      "en/learn/custom-llm",
+                      "en/learn/custom-manager-agent",
+                      "en/learn/customizing-agents",
+                      "en/learn/dalle-image-generation",
+                      "en/learn/force-tool-output-as-result",
+                      "en/learn/hierarchical-process",
+                      "en/learn/human-input-on-execution",
+                      "en/learn/human-in-the-loop",
+                      "en/learn/human-feedback-in-flows",
+                      "en/learn/kickoff-async",
+                      "en/learn/kickoff-for-each",
+                      "en/learn/llm-connections",
+                      "en/learn/litellm-removal-guide",
+                      "en/learn/multimodal-agents",
+                      "en/learn/replay-tasks-from-latest-crew-kickoff",
+                      "en/learn/sequential-process",
+                      "en/learn/using-annotations",
+                      "en/learn/execution-hooks",
+                      "en/learn/llm-hooks",
+                      "en/learn/tool-hooks"
+                    ]
+                  },
+                  {
+                    "group": "Telemetry",
+                    "pages": [
+                      "en/telemetry"
+                    ]
+                  }
+                ]
+              },
+              {
+                "tab": "AMP",
+                "icon": "briefcase",
+                "groups": [
+                  {
+                    "group": "Getting Started",
+                    "pages": [
+                      "en/enterprise/introduction"
+                    ]
+                  },
+                  {
+                    "group": "Build",
+                    "pages": [
+                      "en/enterprise/features/automations",
+                      "en/enterprise/features/crew-studio",
+                      "en/enterprise/features/marketplace",
+                      "en/enterprise/features/agent-repositories",
+                      "en/enterprise/features/tools-and-integrations",
+                      "en/enterprise/features/pii-trace-redactions"
+                    ]
+                  },
+                  {
+                    "group": "Operate",
+                    "pages": [
+                      "en/enterprise/features/traces",
+                      "en/enterprise/features/webhook-streaming",
+                      "en/enterprise/features/hallucination-guardrail",
+                      "en/enterprise/features/flow-hitl-management"
+                    ]
+                  },
+                  {
+                    "group": "Manage",
+                    "pages": [
+                      "en/enterprise/features/sso",
+                      "en/enterprise/features/rbac"
+                    ]
+                  },
+                  {
+                    "group": "Integration Docs",
+                    "pages": [
+                      "en/enterprise/integrations/asana",
+                      "en/enterprise/integrations/box",
+                      "en/enterprise/integrations/clickup",
+                      "en/enterprise/integrations/github",
+                      "en/enterprise/integrations/gmail",
+                      "en/enterprise/integrations/google_calendar",
+                      "en/enterprise/integrations/google_contacts",
+                      "en/enterprise/integrations/google_docs",
+                      "en/enterprise/integrations/google_drive",
+                      "en/enterprise/integrations/google_sheets",
+                      "en/enterprise/integrations/google_slides",
+                      "en/enterprise/integrations/hubspot",
+                      "en/enterprise/integrations/jira",
+                      "en/enterprise/integrations/linear",
+                      "en/enterprise/integrations/microsoft_excel",
+                      "en/enterprise/integrations/microsoft_onedrive",
+                      "en/enterprise/integrations/microsoft_outlook",
+                      "en/enterprise/integrations/microsoft_sharepoint",
+                      "en/enterprise/integrations/microsoft_teams",
+                      "en/enterprise/integrations/microsoft_word",
+                      "en/enterprise/integrations/notion",
+                      "en/enterprise/integrations/salesforce",
+                      "en/enterprise/integrations/shopify",
+                      "en/enterprise/integrations/slack",
+                      "en/enterprise/integrations/stripe",
+                      "en/enterprise/integrations/zendesk"
+                    ]
+                  },
+                  {
+                    "group": "Triggers",
+                    "pages": [
+                      "en/enterprise/guides/automation-triggers",
+                      "en/enterprise/guides/gmail-trigger",
+                      "en/enterprise/guides/google-calendar-trigger",
+                      "en/enterprise/guides/google-drive-trigger",
+                      "en/enterprise/guides/outlook-trigger",
+                      "en/enterprise/guides/onedrive-trigger",
+                      "en/enterprise/guides/microsoft-teams-trigger",
+                      "en/enterprise/guides/slack-trigger",
+                      "en/enterprise/guides/hubspot-trigger",
+                      "en/enterprise/guides/salesforce-trigger",
+                      "en/enterprise/guides/zapier-trigger"
+                    ]
+                  },
+                  {
+                    "group": "How-To Guides",
+                    "pages": [
+                      "en/enterprise/guides/build-crew",
+                      "en/enterprise/guides/prepare-for-deployment",
+                      "en/enterprise/guides/deploy-to-amp",
+                      "en/enterprise/guides/private-package-registry",
+                      "en/enterprise/guides/kickoff-crew",
+                      "en/enterprise/guides/update-crew",
+                      "en/enterprise/guides/enable-crew-studio",
+                      "en/enterprise/guides/capture_telemetry_logs",
+                      "en/enterprise/guides/azure-openai-setup",
+                      "en/enterprise/guides/tool-repository",
+                      "en/enterprise/guides/custom-mcp-server",
+                      "en/enterprise/guides/react-component-export",
+                      "en/enterprise/guides/team-management",
+                      "en/enterprise/guides/human-in-the-loop",
+                      "en/enterprise/guides/webhook-automation"
+                    ]
+                  },
+                  {
+                    "group": "Resources",
+                    "pages": [
+                      "en/enterprise/resources/frequently-asked-questions"
+                    ]
+                  }
+                ]
+              },
+              {
+                "tab": "API Reference",
+                "icon": "magnifying-glass",
+                "groups": [
+                  {
+                    "group": "Getting Started",
+                    "pages": [
+                      "en/api-reference/introduction",
+                      "en/api-reference/inputs",
+                      "en/api-reference/kickoff",
+                      "en/api-reference/resume",
+                      "en/api-reference/status"
+                    ]
+                  }
+                ]
+              },
+              {
+                "tab": "Examples",
+                "icon": "code",
+                "groups": [
+                  {
+                    "group": "Examples",
+                    "pages": [
+                      "en/examples/example",
+                      "en/examples/cookbooks"
+                    ]
+                  }
+                ]
+              },
+              {
+                "tab": "Changelog",
+                "icon": "clock",
+                "groups": [
+                  {
+                    "group": "Release Notes",
+                    "pages": [
+                      "en/changelog"
+                    ]
+                  }
+                ]
+              }
+            ]
+          },
           {
             "version": "v1.12.1",
             "tabs": [
@@ -3355,7 +3826,7 @@
               "icon": "globe"
             },
             {
-              "anchor": "F\u00f3rum",
+              "anchor": "Fórum",
               "href": "https://community.crewai.com",
               "icon": "discourse"
             },
@@ -3373,11 +3844,11 @@
         },
         "versions": [
           {
-            "version": "v1.12.2",
+            "version": "v1.13.0",
             "default": true,
             "tabs": [
               {
-                "tab": "In\u00edcio",
+                "tab": "Início",
                 "icon": "house",
                 "groups": [
                   {
@@ -3389,11 +3860,11 @@
                 ]
               },
               {
-                "tab": "Documenta\u00e7\u00e3o",
+                "tab": "Documentação",
                 "icon": "book-open",
                 "groups": [
                   {
-                    "group": "Come\u00e7ando",
+                    "group": "Começando",
                     "pages": [
                       "pt-BR/introduction",
                       "pt-BR/installation",
@@ -3404,7 +3875,7 @@
                     "group": "Guias",
                     "pages": [
                       {
-                        "group": "Estrat\u00e9gia",
+                        "group": "Estratégia",
                         "icon": "compass",
                         "pages": [
                           "pt-BR/guides/concepts/evaluating-use-cases"
@@ -3440,14 +3911,14 @@
                         ]
                       },
                       {
-                        "group": "Ferramentas de Codifica\u00e7\u00e3o",
+                        "group": "Ferramentas de Codificação",
                         "icon": "terminal",
                         "pages": [
                           "pt-BR/guides/coding-tools/agents-md"
                         ]
                       },
                       {
-                        "group": "Avan\u00e7ado",
+                        "group": "Avançado",
                         "icon": "gear",
                         "pages": [
                           "pt-BR/guides/advanced/customizing-prompts",
@@ -3455,7 +3926,7 @@
                         ]
                       },
                       {
-                        "group": "Migra\u00e7\u00e3o",
+                        "group": "Migração",
                         "icon": "shuffle",
                         "pages": [
                           "pt-BR/guides/migration/migrating-from-langgraph"
@@ -3489,7 +3960,7 @@
                     ]
                   },
                   {
-                    "group": "Integra\u00e7\u00e3o MCP",
+                    "group": "Integração MCP",
                     "pages": [
                       "pt-BR/mcp/overview",
                       "pt-BR/mcp/dsl-integration",
@@ -3523,7 +3994,7 @@
                         ]
                       },
                       {
-                        "group": "Web Scraping & Navega\u00e7\u00e3o",
+                        "group": "Web Scraping & Navegação",
                         "icon": "globe",
                         "pages": [
                           "pt-BR/tools/web-scraping/overview",
@@ -3604,7 +4075,7 @@
                         ]
                       },
                       {
-                        "group": "Automa\u00e7\u00e3o",
+                        "group": "Automação",
                         "icon": "bolt",
                         "pages": [
                           "pt-BR/tools/automation/overview",
@@ -3679,7 +4150,7 @@
                 "icon": "briefcase",
                 "groups": [
                   {
-                    "group": "Come\u00e7ando",
+                    "group": "Começando",
                     "pages": [
                       "pt-BR/enterprise/introduction"
                     ]
@@ -3711,7 +4182,7 @@
                     ]
                   },
                   {
-                    "group": "Documenta\u00e7\u00e3o de Integra\u00e7\u00e3o",
+                    "group": "Documentação de Integração",
                     "pages": [
                       "pt-BR/enterprise/integrations/asana",
                       "pt-BR/enterprise/integrations/box",
@@ -3786,11 +4257,11 @@
                 ]
               },
               {
-                "tab": "Refer\u00eancia da API",
+                "tab": "Referência da API",
                 "icon": "magnifying-glass",
                 "groups": [
                   {
-                    "group": "Come\u00e7ando",
+                    "group": "Começando",
                     "pages": [
                       "pt-BR/api-reference/introduction",
                       "pt-BR/api-reference/inputs",
@@ -3815,11 +4286,466 @@
                 ]
               },
               {
-                "tab": "Notas de Vers\u00e3o",
+                "tab": "Notas de Versão",
                 "icon": "clock",
                 "groups": [
                   {
-                    "group": "Notas de Vers\u00e3o",
+                    "group": "Notas de Versão",
+                    "pages": [
+                      "pt-BR/changelog"
+                    ]
+                  }
+                ]
+              }
+            ]
+          },
+          {
+            "version": "v1.12.2",
+            "tabs": [
+              {
+                "tab": "Início",
+                "icon": "house",
+                "groups": [
+                  {
+                    "group": "Bem-vindo",
+                    "pages": [
+                      "pt-BR/index"
+                    ]
+                  }
+                ]
+              },
+              {
+                "tab": "Documentação",
+                "icon": "book-open",
+                "groups": [
+                  {
+                    "group": "Começando",
+                    "pages": [
+                      "pt-BR/introduction",
+                      "pt-BR/installation",
+                      "pt-BR/quickstart"
+                    ]
+                  },
+                  {
+                    "group": "Guias",
+                    "pages": [
+                      {
+                        "group": "Estratégia",
+                        "icon": "compass",
+                        "pages": [
+                          "pt-BR/guides/concepts/evaluating-use-cases"
+                        ]
+                      },
+                      {
+                        "group": "Agentes",
+                        "icon": "user",
+                        "pages": [
+                          "pt-BR/guides/agents/crafting-effective-agents"
+                        ]
+                      },
+                      {
+                        "group": "Crews",
+                        "icon": "users",
+                        "pages": [
+                          "pt-BR/guides/crews/first-crew"
+                        ]
+                      },
+                      {
+                        "group": "Flows",
+                        "icon": "code-branch",
+                        "pages": [
+                          "pt-BR/guides/flows/first-flow",
+                          "pt-BR/guides/flows/mastering-flow-state"
+                        ]
+                      },
+                      {
+                        "group": "Ferramentas",
+                        "icon": "wrench",
+                        "pages": [
+                          "pt-BR/guides/tools/publish-custom-tools"
+                        ]
+                      },
+                      {
+                        "group": "Ferramentas de Codificação",
+                        "icon": "terminal",
+                        "pages": [
+                          "pt-BR/guides/coding-tools/agents-md"
+                        ]
+                      },
+                      {
+                        "group": "Avançado",
+                        "icon": "gear",
+                        "pages": [
+                          "pt-BR/guides/advanced/customizing-prompts",
+                          "pt-BR/guides/advanced/fingerprinting"
+                        ]
+                      },
+                      {
+                        "group": "Migração",
+                        "icon": "shuffle",
+                        "pages": [
+                          "pt-BR/guides/migration/migrating-from-langgraph"
+                        ]
+                      }
+                    ]
+                  },
+                  {
+                    "group": "Conceitos-Chave",
+                    "pages": [
+                      "pt-BR/concepts/agents",
+                      "pt-BR/concepts/agent-capabilities",
+                      "pt-BR/concepts/tasks",
+                      "pt-BR/concepts/crews",
+                      "pt-BR/concepts/flows",
+                      "pt-BR/concepts/production-architecture",
+                      "pt-BR/concepts/knowledge",
+                      "pt-BR/concepts/skills",
+                      "pt-BR/concepts/llms",
+                      "pt-BR/concepts/files",
+                      "pt-BR/concepts/processes",
+                      "pt-BR/concepts/collaboration",
+                      "pt-BR/concepts/training",
+                      "pt-BR/concepts/memory",
+                      "pt-BR/concepts/reasoning",
+                      "pt-BR/concepts/planning",
+                      "pt-BR/concepts/testing",
+                      "pt-BR/concepts/cli",
+                      "pt-BR/concepts/tools",
+                      "pt-BR/concepts/event-listener"
+                    ]
+                  },
+                  {
+                    "group": "Integração MCP",
+                    "pages": [
+                      "pt-BR/mcp/overview",
+                      "pt-BR/mcp/dsl-integration",
+                      "pt-BR/mcp/stdio",
+                      "pt-BR/mcp/sse",
+                      "pt-BR/mcp/streamable-http",
+                      "pt-BR/mcp/multiple-servers",
+                      "pt-BR/mcp/security"
+                    ]
+                  },
+                  {
+                    "group": "Ferramentas",
+                    "pages": [
+                      "pt-BR/tools/overview",
+                      {
+                        "group": "Arquivo & Documento",
+                        "icon": "folder-open",
+                        "pages": [
+                          "pt-BR/tools/file-document/overview",
+                          "pt-BR/tools/file-document/filereadtool",
+                          "pt-BR/tools/file-document/filewritetool",
+                          "pt-BR/tools/file-document/pdfsearchtool",
+                          "pt-BR/tools/file-document/docxsearchtool",
+                          "pt-BR/tools/file-document/mdxsearchtool",
+                          "pt-BR/tools/file-document/xmlsearchtool",
+                          "pt-BR/tools/file-document/txtsearchtool",
+                          "pt-BR/tools/file-document/jsonsearchtool",
+                          "pt-BR/tools/file-document/csvsearchtool",
+                          "pt-BR/tools/file-document/directorysearchtool",
+                          "pt-BR/tools/file-document/directoryreadtool"
+                        ]
+                      },
+                      {
+                        "group": "Web Scraping & Navegação",
+                        "icon": "globe",
+                        "pages": [
+                          "pt-BR/tools/web-scraping/overview",
+                          "pt-BR/tools/web-scraping/scrapewebsitetool",
+                          "pt-BR/tools/web-scraping/scrapeelementfromwebsitetool",
+                          "pt-BR/tools/web-scraping/scrapflyscrapetool",
+                          "pt-BR/tools/web-scraping/seleniumscrapingtool",
+                          "pt-BR/tools/web-scraping/scrapegraphscrapetool",
+                          "pt-BR/tools/web-scraping/spidertool",
+                          "pt-BR/tools/web-scraping/browserbaseloadtool",
+                          "pt-BR/tools/web-scraping/hyperbrowserloadtool",
+                          "pt-BR/tools/web-scraping/stagehandtool",
+                          "pt-BR/tools/web-scraping/firecrawlcrawlwebsitetool",
+                          "pt-BR/tools/web-scraping/firecrawlscrapewebsitetool",
+                          "pt-BR/tools/web-scraping/oxylabsscraperstool"
+                        ]
+                      },
+                      {
+                        "group": "Pesquisa",
+                        "icon": "magnifying-glass",
+                        "pages": [
+                          "pt-BR/tools/search-research/overview",
+                          "pt-BR/tools/search-research/serperdevtool",
+                          "pt-BR/tools/search-research/bravesearchtool",
+                          "pt-BR/tools/search-research/exasearchtool",
+                          "pt-BR/tools/search-research/linkupsearchtool",
+                          "pt-BR/tools/search-research/githubsearchtool",
+                          "pt-BR/tools/search-research/websitesearchtool",
+                          "pt-BR/tools/search-research/codedocssearchtool",
+                          "pt-BR/tools/search-research/youtubechannelsearchtool",
+                          "pt-BR/tools/search-research/youtubevideosearchtool"
+                        ]
+                      },
+                      {
+                        "group": "Dados",
+                        "icon": "database",
+                        "pages": [
+                          "pt-BR/tools/database-data/overview",
+                          "pt-BR/tools/database-data/mysqltool",
+                          "pt-BR/tools/database-data/pgsearchtool",
+                          "pt-BR/tools/database-data/snowflakesearchtool",
+                          "pt-BR/tools/database-data/nl2sqltool",
+                          "pt-BR/tools/database-data/qdrantvectorsearchtool",
+                          "pt-BR/tools/database-data/weaviatevectorsearchtool"
+                        ]
+                      },
+                      {
+                        "group": "IA & Machine Learning",
+                        "icon": "brain",
+                        "pages": [
+                          "pt-BR/tools/ai-ml/overview",
+                          "pt-BR/tools/ai-ml/dalletool",
+                          "pt-BR/tools/ai-ml/visiontool",
+                          "pt-BR/tools/ai-ml/aimindtool",
+                          "pt-BR/tools/ai-ml/llamaindextool",
+                          "pt-BR/tools/ai-ml/langchaintool",
+                          "pt-BR/tools/ai-ml/ragtool",
+                          "pt-BR/tools/ai-ml/codeinterpretertool"
+                        ]
+                      },
+                      {
+                        "group": "Cloud & Armazenamento",
+                        "icon": "cloud",
+                        "pages": [
+                          "pt-BR/tools/cloud-storage/overview",
+                          "pt-BR/tools/cloud-storage/s3readertool",
+                          "pt-BR/tools/cloud-storage/s3writertool",
+                          "pt-BR/tools/cloud-storage/bedrockkbretriever"
+                        ]
+                      },
+                      {
+                        "group": "Integrations",
+                        "icon": "plug",
+                        "pages": [
+                          "pt-BR/tools/integration/overview",
+                          "pt-BR/tools/integration/bedrockinvokeagenttool",
+                          "pt-BR/tools/integration/crewaiautomationtool"
+                        ]
+                      },
+                      {
+                        "group": "Automação",
+                        "icon": "bolt",
+                        "pages": [
+                          "pt-BR/tools/automation/overview",
+                          "pt-BR/tools/automation/apifyactorstool",
+                          "pt-BR/tools/automation/composiotool",
+                          "pt-BR/tools/automation/multiontool"
+                        ]
+                      }
+                    ]
+                  },
+                  {
+                    "group": "Observabilidade",
+                    "pages": [
+                      "pt-BR/observability/tracing",
+                      "pt-BR/observability/overview",
+                      "pt-BR/observability/arize-phoenix",
+                      "pt-BR/observability/braintrust",
+                      "pt-BR/observability/datadog",
+                      "pt-BR/observability/galileo",
+                      "pt-BR/observability/langdb",
+                      "pt-BR/observability/langfuse",
+                      "pt-BR/observability/langtrace",
+                      "pt-BR/observability/maxim",
+                      "pt-BR/observability/mlflow",
+                      "pt-BR/observability/openlit",
+                      "pt-BR/observability/opik",
+                      "pt-BR/observability/patronus-evaluation",
+                      "pt-BR/observability/portkey",
+                      "pt-BR/observability/weave",
+                      "pt-BR/observability/truefoundry"
+                    ]
+                  },
+                  {
+                    "group": "Aprenda",
+                    "pages": [
+                      "pt-BR/learn/overview",
+                      "pt-BR/learn/llm-selection-guide",
+                      "pt-BR/learn/conditional-tasks",
+                      "pt-BR/learn/coding-agents",
+                      "pt-BR/learn/create-custom-tools",
+                      "pt-BR/learn/custom-llm",
+                      "pt-BR/learn/custom-manager-agent",
+                      "pt-BR/learn/customizing-agents",
+                      "pt-BR/learn/dalle-image-generation",
+                      "pt-BR/learn/force-tool-output-as-result",
+                      "pt-BR/learn/hierarchical-process",
+                      "pt-BR/learn/human-input-on-execution",
+                      "pt-BR/learn/human-in-the-loop",
+                      "pt-BR/learn/human-feedback-in-flows",
+                      "pt-BR/learn/kickoff-async",
+                      "pt-BR/learn/kickoff-for-each",
+                      "pt-BR/learn/llm-connections",
+                      "pt-BR/learn/multimodal-agents",
+                      "pt-BR/learn/replay-tasks-from-latest-crew-kickoff",
+                      "pt-BR/learn/sequential-process",
+                      "pt-BR/learn/using-annotations",
+                      "pt-BR/learn/execution-hooks",
+                      "pt-BR/learn/llm-hooks",
+                      "pt-BR/learn/tool-hooks"
+                    ]
+                  },
+                  {
+                    "group": "Telemetria",
+                    "pages": [
+                      "pt-BR/telemetry"
+                    ]
+                  }
+                ]
+              },
+              {
+                "tab": "AMP",
+                "icon": "briefcase",
+                "groups": [
+                  {
+                    "group": "Começando",
+                    "pages": [
+                      "pt-BR/enterprise/introduction"
+                    ]
+                  },
+                  {
+                    "group": "Construir",
+                    "pages": [
+                      "pt-BR/enterprise/features/automations",
+                      "pt-BR/enterprise/features/crew-studio",
+                      "pt-BR/enterprise/features/marketplace",
+                      "pt-BR/enterprise/features/agent-repositories",
+                      "pt-BR/enterprise/features/tools-and-integrations",
+                      "pt-BR/enterprise/features/pii-trace-redactions"
+                    ]
+                  },
+                  {
+                    "group": "Operar",
+                    "pages": [
+                      "pt-BR/enterprise/features/traces",
+                      "pt-BR/enterprise/features/webhook-streaming",
+                      "pt-BR/enterprise/features/hallucination-guardrail",
+                      "pt-BR/enterprise/features/flow-hitl-management"
+                    ]
+                  },
+                  {
+                    "group": "Gerenciar",
+                    "pages": [
+                      "pt-BR/enterprise/features/rbac"
+                    ]
+                  },
+                  {
+                    "group": "Documentação de Integração",
+                    "pages": [
+                      "pt-BR/enterprise/integrations/asana",
+                      "pt-BR/enterprise/integrations/box",
+                      "pt-BR/enterprise/integrations/clickup",
+                      "pt-BR/enterprise/integrations/github",
+                      "pt-BR/enterprise/integrations/gmail",
+                      "pt-BR/enterprise/integrations/google_calendar",
+                      "pt-BR/enterprise/integrations/google_contacts",
+                      "pt-BR/enterprise/integrations/google_docs",
+                      "pt-BR/enterprise/integrations/google_drive",
+                      "pt-BR/enterprise/integrations/google_sheets",
+                      "pt-BR/enterprise/integrations/google_slides",
+                      "pt-BR/enterprise/integrations/hubspot",
+                      "pt-BR/enterprise/integrations/jira",
+                      "pt-BR/enterprise/integrations/linear",
+                      "pt-BR/enterprise/integrations/microsoft_excel",
+                      "pt-BR/enterprise/integrations/microsoft_onedrive",
+                      "pt-BR/enterprise/integrations/microsoft_outlook",
+                      "pt-BR/enterprise/integrations/microsoft_sharepoint",
+                      "pt-BR/enterprise/integrations/microsoft_teams",
+                      "pt-BR/enterprise/integrations/microsoft_word",
+                      "pt-BR/enterprise/integrations/notion",
+                      "pt-BR/enterprise/integrations/salesforce",
+                      "pt-BR/enterprise/integrations/shopify",
+                      "pt-BR/enterprise/integrations/slack",
+                      "pt-BR/enterprise/integrations/stripe",
+                      "pt-BR/enterprise/integrations/zendesk"
+                    ]
+                  },
+                  {
+                    "group": "Guias",
+                    "pages": [
+                      "pt-BR/enterprise/guides/build-crew",
+                      "pt-BR/enterprise/guides/prepare-for-deployment",
+                      "pt-BR/enterprise/guides/deploy-to-amp",
+                      "pt-BR/enterprise/guides/private-package-registry",
+                      "pt-BR/enterprise/guides/kickoff-crew",
+                      "pt-BR/enterprise/guides/update-crew",
+                      "pt-BR/enterprise/guides/enable-crew-studio",
+                      "pt-BR/enterprise/guides/capture_telemetry_logs",
+                      "pt-BR/enterprise/guides/azure-openai-setup",
+                      "pt-BR/enterprise/guides/tool-repository",
+                      "pt-BR/enterprise/guides/custom-mcp-server",
+                      "pt-BR/enterprise/guides/react-component-export",
+                      "pt-BR/enterprise/guides/team-management",
+                      "pt-BR/enterprise/guides/human-in-the-loop",
+                      "pt-BR/enterprise/guides/webhook-automation"
+                    ]
+                  },
+                  {
+                    "group": "Triggers",
+                    "pages": [
+                      "pt-BR/enterprise/guides/automation-triggers",
+                      "pt-BR/enterprise/guides/gmail-trigger",
+                      "pt-BR/enterprise/guides/google-calendar-trigger",
+                      "pt-BR/enterprise/guides/google-drive-trigger",
+                      "pt-BR/enterprise/guides/outlook-trigger",
+                      "pt-BR/enterprise/guides/onedrive-trigger",
+                      "pt-BR/enterprise/guides/microsoft-teams-trigger",
+                      "pt-BR/enterprise/guides/slack-trigger",
+                      "pt-BR/enterprise/guides/hubspot-trigger",
+                      "pt-BR/enterprise/guides/salesforce-trigger",
+                      "pt-BR/enterprise/guides/zapier-trigger"
+                    ]
+                  },
+                  {
+                    "group": "Recursos",
+                    "pages": [
+                      "pt-BR/enterprise/resources/frequently-asked-questions"
+                    ]
+                  }
+                ]
+              },
+              {
+                "tab": "Referência da API",
+                "icon": "magnifying-glass",
+                "groups": [
+                  {
+                    "group": "Começando",
+                    "pages": [
+                      "pt-BR/api-reference/introduction",
+                      "pt-BR/api-reference/inputs",
+                      "pt-BR/api-reference/kickoff",
+                      "pt-BR/api-reference/resume",
+                      "pt-BR/api-reference/status"
+                    ]
+                  }
+                ]
+              },
+              {
+                "tab": "Exemplos",
+                "icon": "code",
+                "groups": [
+                  {
+                    "group": "Exemplos",
+                    "pages": [
+                      "pt-BR/examples/example",
+                      "pt-BR/examples/cookbooks"
+                    ]
+                  }
+                ]
+              },
+              {
+                "tab": "Notas de Versão",
+                "icon": "clock",
+                "groups": [
+                  {
+                    "group": "Notas de Versão",
                     "pages": [
                       "pt-BR/changelog"
                     ]
@@ -3832,7 +4758,7 @@
             "version": "v1.12.1",
             "tabs": [
               {
-                "tab": "In\u00edcio",
+                "tab": "Início",
                 "icon": "house",
                 "groups": [
                   {
@@ -3844,11 +4770,11 @@
                 ]
               },
               {
-                "tab": "Documenta\u00e7\u00e3o",
+                "tab": "Documentação",
                 "icon": "book-open",
                 "groups": [
                   {
-                    "group": "Come\u00e7ando",
+                    "group": "Começando",
                     "pages": [
                       "pt-BR/introduction",
                       "pt-BR/installation",
@@ -3859,7 +4785,7 @@
                     "group": "Guias",
                     "pages": [
                       {
-                        "group": "Estrat\u00e9gia",
+                        "group": "Estratégia",
                         "icon": "compass",
                         "pages": [
                           "pt-BR/guides/concepts/evaluating-use-cases"
@@ -3895,14 +4821,14 @@
                         ]
                       },
                       {
-                        "group": "Ferramentas de Codifica\u00e7\u00e3o",
+                        "group": "Ferramentas de Codificação",
                         "icon": "terminal",
                         "pages": [
                           "pt-BR/guides/coding-tools/agents-md"
                         ]
                       },
                       {
-                        "group": "Avan\u00e7ado",
+                        "group": "Avançado",
                         "icon": "gear",
                         "pages": [
                           "pt-BR/guides/advanced/customizing-prompts",
@@ -3910,7 +4836,7 @@
                         ]
                       },
                       {
-                        "group": "Migra\u00e7\u00e3o",
+                        "group": "Migração",
                         "icon": "shuffle",
                         "pages": [
                           "pt-BR/guides/migration/migrating-from-langgraph"
@@ -3943,7 +4869,7 @@
                     ]
                   },
                   {
-                    "group": "Integra\u00e7\u00e3o MCP",
+                    "group": "Integração MCP",
                     "pages": [
                       "pt-BR/mcp/overview",
                       "pt-BR/mcp/dsl-integration",
@@ -3977,7 +4903,7 @@
                         ]
                       },
                       {
-                        "group": "Web Scraping & Navega\u00e7\u00e3o",
+                        "group": "Web Scraping & Navegação",
                         "icon": "globe",
                         "pages": [
                           "pt-BR/tools/web-scraping/overview",
@@ -4058,7 +4984,7 @@
                         ]
                       },
                       {
-                        "group": "Automa\u00e7\u00e3o",
+                        "group": "Automação",
                         "icon": "bolt",
                         "pages": [
                           "pt-BR/tools/automation/overview",
@@ -4133,7 +5059,7 @@
                 "icon": "briefcase",
                 "groups": [
                   {
-                    "group": "Come\u00e7ando",
+                    "group": "Começando",
                     "pages": [
                       "pt-BR/enterprise/introduction"
                     ]
@@ -4165,7 +5091,7 @@
                     ]
                   },
                   {
-                    "group": "Documenta\u00e7\u00e3o de Integra\u00e7\u00e3o",
+                    "group": "Documentação de Integração",
                     "pages": [
                       "pt-BR/enterprise/integrations/asana",
                       "pt-BR/enterprise/integrations/box",
@@ -4240,11 +5166,11 @@
                 ]
               },
               {
-                "tab": "Refer\u00eancia da API",
+                "tab": "Referência da API",
                 "icon": "magnifying-glass",
                 "groups": [
                   {
-                    "group": "Come\u00e7ando",
+                    "group": "Começando",
                     "pages": [
                       "pt-BR/api-reference/introduction",
                       "pt-BR/api-reference/inputs",
@@ -4269,11 +5195,11 @@
                 ]
               },
               {
-                "tab": "Notas de Vers\u00e3o",
+                "tab": "Notas de Versão",
                 "icon": "clock",
                 "groups": [
                   {
-                    "group": "Notas de Vers\u00e3o",
+                    "group": "Notas de Versão",
                     "pages": [
                       "pt-BR/changelog"
                     ]
@@ -4286,7 +5212,7 @@
             "version": "v1.12.0",
             "tabs": [
               {
-                "tab": "In\u00edcio",
+                "tab": "Início",
                 "icon": "house",
                 "groups": [
                   {
@@ -4298,11 +5224,11 @@
                 ]
               },
               {
-                "tab": "Documenta\u00e7\u00e3o",
+                "tab": "Documentação",
                 "icon": "book-open",
                 "groups": [
                   {
-                    "group": "Come\u00e7ando",
+                    "group": "Começando",
                     "pages": [
                       "pt-BR/introduction",
                       "pt-BR/installation",
@@ -4313,7 +5239,7 @@
                     "group": "Guias",
                     "pages": [
                       {
-                        "group": "Estrat\u00e9gia",
+                        "group": "Estratégia",
                         "icon": "compass",
                         "pages": [
                           "pt-BR/guides/concepts/evaluating-use-cases"
@@ -4349,14 +5275,14 @@
                         ]
                       },
                       {
-                        "group": "Ferramentas de Codifica\u00e7\u00e3o",
+                        "group": "Ferramentas de Codificação",
                         "icon": "terminal",
                         "pages": [
                           "pt-BR/guides/coding-tools/agents-md"
                         ]
                       },
                       {
-                        "group": "Avan\u00e7ado",
+                        "group": "Avançado",
                         "icon": "gear",
                         "pages": [
                           "pt-BR/guides/advanced/customizing-prompts",
@@ -4364,7 +5290,7 @@
                         ]
                       },
                       {
-                        "group": "Migra\u00e7\u00e3o",
+                        "group": "Migração",
                         "icon": "shuffle",
                         "pages": [
                           "pt-BR/guides/migration/migrating-from-langgraph"
@@ -4397,7 +5323,7 @@
                     ]
                   },
                   {
-                    "group": "Integra\u00e7\u00e3o MCP",
+                    "group": "Integração MCP",
                     "pages": [
                       "pt-BR/mcp/overview",
                       "pt-BR/mcp/dsl-integration",
@@ -4431,7 +5357,7 @@
                         ]
                       },
                       {
-                        "group": "Web Scraping & Navega\u00e7\u00e3o",
+                        "group": "Web Scraping & Navegação",
                         "icon": "globe",
                         "pages": [
                           "pt-BR/tools/web-scraping/overview",
@@ -4512,7 +5438,7 @@
                         ]
                       },
                       {
-                        "group": "Automa\u00e7\u00e3o",
+                        "group": "Automação",
                         "icon": "bolt",
                         "pages": [
                           "pt-BR/tools/automation/overview",
@@ -4587,7 +5513,7 @@
                 "icon": "briefcase",
                 "groups": [
                   {
-                    "group": "Come\u00e7ando",
+                    "group": "Começando",
                     "pages": [
                       "pt-BR/enterprise/introduction"
                     ]
@@ -4619,7 +5545,7 @@
                     ]
                   },
                   {
-                    "group": "Documenta\u00e7\u00e3o de Integra\u00e7\u00e3o",
+                    "group": "Documentação de Integração",
                     "pages": [
                       "pt-BR/enterprise/integrations/asana",
                       "pt-BR/enterprise/integrations/box",
@@ -4694,11 +5620,11 @@
                 ]
               },
               {
-                "tab": "Refer\u00eancia da API",
+                "tab": "Referência da API",
                 "icon": "magnifying-glass",
                 "groups": [
                   {
-                    "group": "Come\u00e7ando",
+                    "group": "Começando",
                     "pages": [
                       "pt-BR/api-reference/introduction",
                       "pt-BR/api-reference/inputs",
@@ -4723,11 +5649,11 @@
                 ]
               },
               {
-                "tab": "Notas de Vers\u00e3o",
+                "tab": "Notas de Versão",
                 "icon": "clock",
                 "groups": [
                   {
-                    "group": "Notas de Vers\u00e3o",
+                    "group": "Notas de Versão",
                     "pages": [
                       "pt-BR/changelog"
                     ]
@@ -4740,7 +5666,7 @@
             "version": "v1.11.1",
             "tabs": [
               {
-                "tab": "In\u00edcio",
+                "tab": "Início",
                 "icon": "house",
                 "groups": [
                   {
@@ -4752,11 +5678,11 @@
                 ]
               },
               {
-                "tab": "Documenta\u00e7\u00e3o",
+                "tab": "Documentação",
                 "icon": "book-open",
                 "groups": [
                   {
-                    "group": "Come\u00e7ando",
+                    "group": "Começando",
                     "pages": [
                       "pt-BR/introduction",
                       "pt-BR/installation",
@@ -4767,7 +5693,7 @@
                     "group": "Guias",
                     "pages": [
                       {
-                        "group": "Estrat\u00e9gia",
+                        "group": "Estratégia",
                         "icon": "compass",
                         "pages": [
                           "pt-BR/guides/concepts/evaluating-use-cases"
@@ -4803,14 +5729,14 @@
                         ]
                       },
                       {
-                        "group": "Ferramentas de Codifica\u00e7\u00e3o",
+                        "group": "Ferramentas de Codificação",
                         "icon": "terminal",
                         "pages": [
                           "pt-BR/guides/coding-tools/agents-md"
                         ]
                       },
                       {
-                        "group": "Avan\u00e7ado",
+                        "group": "Avançado",
                         "icon": "gear",
                         "pages": [
                           "pt-BR/guides/advanced/customizing-prompts",
@@ -4818,7 +5744,7 @@
                         ]
                       },
                       {
-                        "group": "Migra\u00e7\u00e3o",
+                        "group": "Migração",
                         "icon": "shuffle",
                         "pages": [
                           "pt-BR/guides/migration/migrating-from-langgraph"
@@ -4851,7 +5777,7 @@
                     ]
                   },
                   {
-                    "group": "Integra\u00e7\u00e3o MCP",
+                    "group": "Integração MCP",
                     "pages": [
                       "pt-BR/mcp/overview",
                       "pt-BR/mcp/dsl-integration",
@@ -4885,7 +5811,7 @@
                         ]
                       },
                       {
-                        "group": "Web Scraping & Navega\u00e7\u00e3o",
+                        "group": "Web Scraping & Navegação",
                         "icon": "globe",
                         "pages": [
                           "pt-BR/tools/web-scraping/overview",
@@ -4966,7 +5892,7 @@
                         ]
                       },
                       {
-                        "group": "Automa\u00e7\u00e3o",
+                        "group": "Automação",
                         "icon": "bolt",
                         "pages": [
                           "pt-BR/tools/automation/overview",
@@ -5041,7 +5967,7 @@
                 "icon": "briefcase",
                 "groups": [
                   {
-                    "group": "Come\u00e7ando",
+                    "group": "Começando",
                     "pages": [
                       "pt-BR/enterprise/introduction"
                     ]
@@ -5073,7 +5999,7 @@
                     ]
                   },
                   {
-                    "group": "Documenta\u00e7\u00e3o de Integra\u00e7\u00e3o",
+                    "group": "Documentação de Integração",
                     "pages": [
                       "pt-BR/enterprise/integrations/asana",
                       "pt-BR/enterprise/integrations/box",
@@ -5148,11 +6074,11 @@
                 ]
               },
               {
-                "tab": "Refer\u00eancia da API",
+                "tab": "Referência da API",
                 "icon": "magnifying-glass",
                 "groups": [
                   {
-                    "group": "Come\u00e7ando",
+                    "group": "Começando",
                     "pages": [
                       "pt-BR/api-reference/introduction",
                       "pt-BR/api-reference/inputs",
@@ -5177,11 +6103,11 @@
                 ]
               },
               {
-                "tab": "Notas de Vers\u00e3o",
+                "tab": "Notas de Versão",
                 "icon": "clock",
                 "groups": [
                   {
-                    "group": "Notas de Vers\u00e3o",
+                    "group": "Notas de Versão",
                     "pages": [
                       "pt-BR/changelog"
                     ]
@@ -5194,7 +6120,7 @@
             "version": "v1.11.0",
             "tabs": [
               {
-                "tab": "In\u00edcio",
+                "tab": "Início",
                 "icon": "house",
                 "groups": [
                   {
@@ -5206,11 +6132,11 @@
                 ]
               },
               {
-                "tab": "Documenta\u00e7\u00e3o",
+                "tab": "Documentação",
                 "icon": "book-open",
                 "groups": [
                   {
-                    "group": "Come\u00e7ando",
+                    "group": "Começando",
                     "pages": [
                       "pt-BR/introduction",
                       "pt-BR/installation",
@@ -5221,7 +6147,7 @@
                     "group": "Guias",
                     "pages": [
                       {
-                        "group": "Estrat\u00e9gia",
+                        "group": "Estratégia",
                         "icon": "compass",
                         "pages": [
                           "pt-BR/guides/concepts/evaluating-use-cases"
@@ -5257,14 +6183,14 @@
                         ]
                       },
                       {
-                        "group": "Ferramentas de Codifica\u00e7\u00e3o",
+                        "group": "Ferramentas de Codificação",
                         "icon": "terminal",
                         "pages": [
                           "pt-BR/guides/coding-tools/agents-md"
                         ]
                       },
                       {
-                        "group": "Avan\u00e7ado",
+                        "group": "Avançado",
                         "icon": "gear",
                         "pages": [
                           "pt-BR/guides/advanced/customizing-prompts",
@@ -5272,7 +6198,7 @@
                         ]
                       },
                       {
-                        "group": "Migra\u00e7\u00e3o",
+                        "group": "Migração",
                         "icon": "shuffle",
                         "pages": [
                           "pt-BR/guides/migration/migrating-from-langgraph"
@@ -5304,7 +6230,7 @@
                     ]
                   },
                   {
-                    "group": "Integra\u00e7\u00e3o MCP",
+                    "group": "Integração MCP",
                     "pages": [
                       "pt-BR/mcp/overview",
                       "pt-BR/mcp/dsl-integration",
@@ -5338,7 +6264,7 @@
                         ]
                       },
                       {
-                        "group": "Web Scraping & Navega\u00e7\u00e3o",
+                        "group": "Web Scraping & Navegação",
                         "icon": "globe",
                         "pages": [
                           "pt-BR/tools/web-scraping/overview",
@@ -5419,7 +6345,7 @@
                         ]
                       },
                       {
-                        "group": "Automa\u00e7\u00e3o",
+                        "group": "Automação",
                         "icon": "bolt",
                         "pages": [
                           "pt-BR/tools/automation/overview",
@@ -5494,7 +6420,7 @@
                 "icon": "briefcase",
                 "groups": [
                   {
-                    "group": "Come\u00e7ando",
+                    "group": "Começando",
                     "pages": [
                       "pt-BR/enterprise/introduction"
                     ]
@@ -5526,7 +6452,7 @@
                     ]
                   },
                   {
-                    "group": "Documenta\u00e7\u00e3o de Integra\u00e7\u00e3o",
+                    "group": "Documentação de Integração",
                     "pages": [
                       "pt-BR/enterprise/integrations/asana",
                       "pt-BR/enterprise/integrations/box",
@@ -5601,11 +6527,11 @@
                 ]
               },
               {
-                "tab": "Refer\u00eancia da API",
+                "tab": "Referência da API",
                 "icon": "magnifying-glass",
                 "groups": [
                   {
-                    "group": "Come\u00e7ando",
+                    "group": "Começando",
                     "pages": [
                       "pt-BR/api-reference/introduction",
                       "pt-BR/api-reference/inputs",
@@ -5630,11 +6556,11 @@
                 ]
               },
               {
-                "tab": "Notas de Vers\u00e3o",
+                "tab": "Notas de Versão",
                 "icon": "clock",
                 "groups": [
                   {
-                    "group": "Notas de Vers\u00e3o",
+                    "group": "Notas de Versão",
                     "pages": [
                       "pt-BR/changelog"
                     ]
@@ -5647,7 +6573,7 @@
             "version": "v1.10.1",
             "tabs": [
               {
-                "tab": "In\u00edcio",
+                "tab": "Início",
                 "icon": "house",
                 "groups": [
                   {
@@ -5659,11 +6585,11 @@
                 ]
               },
               {
-                "tab": "Documenta\u00e7\u00e3o",
+                "tab": "Documentação",
                 "icon": "book-open",
                 "groups": [
                   {
-                    "group": "Come\u00e7ando",
+                    "group": "Começando",
                     "pages": [
                       "pt-BR/introduction",
                       "pt-BR/installation",
@@ -5674,7 +6600,7 @@
                     "group": "Guias",
                     "pages": [
                       {
-                        "group": "Estrat\u00e9gia",
+                        "group": "Estratégia",
                         "icon": "compass",
                         "pages": [
                           "pt-BR/guides/concepts/evaluating-use-cases"
@@ -5710,14 +6636,14 @@
                         ]
                       },
                       {
-                        "group": "Ferramentas de Codifica\u00e7\u00e3o",
+                        "group": "Ferramentas de Codificação",
                         "icon": "terminal",
                         "pages": [
                           "pt-BR/guides/coding-tools/agents-md"
                         ]
                       },
                       {
-                        "group": "Avan\u00e7ado",
+                        "group": "Avançado",
                         "icon": "gear",
                         "pages": [
                           "pt-BR/guides/advanced/customizing-prompts",
@@ -5725,7 +6651,7 @@
                         ]
                       },
                       {
-                        "group": "Migra\u00e7\u00e3o",
+                        "group": "Migração",
                         "icon": "shuffle",
                         "pages": [
                           "pt-BR/guides/migration/migrating-from-langgraph"
@@ -5757,7 +6683,7 @@
                     ]
                   },
                   {
-                    "group": "Integra\u00e7\u00e3o MCP",
+                    "group": "Integração MCP",
                     "pages": [
                       "pt-BR/mcp/overview",
                       "pt-BR/mcp/dsl-integration",
@@ -5791,7 +6717,7 @@
                         ]
                       },
                       {
-                        "group": "Web Scraping & Navega\u00e7\u00e3o",
+                        "group": "Web Scraping & Navegação",
                         "icon": "globe",
                         "pages": [
                           "pt-BR/tools/web-scraping/overview",
@@ -5872,7 +6798,7 @@
                         ]
                       },
                       {
-                        "group": "Automa\u00e7\u00e3o",
+                        "group": "Automação",
                         "icon": "bolt",
                         "pages": [
                           "pt-BR/tools/automation/overview",
@@ -5947,7 +6873,7 @@
                 "icon": "briefcase",
                 "groups": [
                   {
-                    "group": "Come\u00e7ando",
+                    "group": "Começando",
                     "pages": [
                       "pt-BR/enterprise/introduction"
                     ]
@@ -5979,7 +6905,7 @@
                     ]
                   },
                   {
-                    "group": "Documenta\u00e7\u00e3o de Integra\u00e7\u00e3o",
+                    "group": "Documentação de Integração",
                     "pages": [
                       "pt-BR/enterprise/integrations/asana",
                       "pt-BR/enterprise/integrations/box",
@@ -6054,11 +6980,11 @@
                 ]
               },
               {
-                "tab": "Refer\u00eancia da API",
+                "tab": "Referência da API",
                 "icon": "magnifying-glass",
                 "groups": [
                   {
-                    "group": "Come\u00e7ando",
+                    "group": "Começando",
                     "pages": [
                       "pt-BR/api-reference/introduction",
                       "pt-BR/api-reference/inputs",
@@ -6083,11 +7009,11 @@
                 ]
               },
               {
-                "tab": "Notas de Vers\u00e3o",
+                "tab": "Notas de Versão",
                 "icon": "clock",
                 "groups": [
                   {
-                    "group": "Notas de Vers\u00e3o",
+                    "group": "Notas de Versão",
                     "pages": [
                       "pt-BR/changelog"
                     ]
@@ -6100,7 +7026,7 @@
             "version": "v1.10.0",
             "tabs": [
               {
-                "tab": "In\u00edcio",
+                "tab": "Início",
                 "icon": "house",
                 "groups": [
                   {
@@ -6112,11 +7038,11 @@
                 ]
               },
               {
-                "tab": "Documenta\u00e7\u00e3o",
+                "tab": "Documentação",
                 "icon": "book-open",
                 "groups": [
                   {
-                    "group": "Come\u00e7ando",
+                    "group": "Começando",
                     "pages": [
                       "pt-BR/introduction",
                       "pt-BR/installation",
@@ -6127,7 +7053,7 @@
                     "group": "Guias",
                     "pages": [
                       {
-                        "group": "Estrat\u00e9gia",
+                        "group": "Estratégia",
                         "icon": "compass",
                         "pages": [
                           "pt-BR/guides/concepts/evaluating-use-cases"
@@ -6163,14 +7089,14 @@
                         ]
                       },
                       {
-                        "group": "Ferramentas de Codifica\u00e7\u00e3o",
+                        "group": "Ferramentas de Codificação",
                         "icon": "terminal",
                         "pages": [
                           "pt-BR/guides/coding-tools/agents-md"
                         ]
                       },
                       {
-                        "group": "Avan\u00e7ado",
+                        "group": "Avançado",
                         "icon": "gear",
                         "pages": [
                           "pt-BR/guides/advanced/customizing-prompts",
@@ -6178,7 +7104,7 @@
                         ]
                       },
                       {
-                        "group": "Migra\u00e7\u00e3o",
+                        "group": "Migração",
                         "icon": "shuffle",
                         "pages": [
                           "pt-BR/guides/migration/migrating-from-langgraph"
@@ -6211,7 +7137,7 @@
                     ]
                   },
                   {
-                    "group": "Integra\u00e7\u00e3o MCP",
+                    "group": "Integração MCP",
                     "pages": [
                       "pt-BR/mcp/overview",
                       "pt-BR/mcp/dsl-integration",
@@ -6245,7 +7171,7 @@
                         ]
                       },
                       {
-                        "group": "Web Scraping & Navega\u00e7\u00e3o",
+                        "group": "Web Scraping & Navegação",
                         "icon": "globe",
                         "pages": [
                           "pt-BR/tools/web-scraping/overview",
@@ -6326,7 +7252,7 @@
                         ]
                       },
                       {
-                        "group": "Automa\u00e7\u00e3o",
+                        "group": "Automação",
                         "icon": "bolt",
                         "pages": [
                           "pt-BR/tools/automation/overview",
@@ -6401,7 +7327,7 @@
                 "icon": "briefcase",
                 "groups": [
                   {
-                    "group": "Come\u00e7ando",
+                    "group": "Começando",
                     "pages": [
                       "pt-BR/enterprise/introduction"
                     ]
@@ -6433,7 +7359,7 @@
                     ]
                   },
                   {
-                    "group": "Documenta\u00e7\u00e3o de Integra\u00e7\u00e3o",
+                    "group": "Documentação de Integração",
                     "pages": [
                       "pt-BR/enterprise/integrations/asana",
                       "pt-BR/enterprise/integrations/box",
@@ -6508,11 +7434,11 @@
                 ]
               },
               {
-                "tab": "Refer\u00eancia da API",
+                "tab": "Referência da API",
                 "icon": "magnifying-glass",
                 "groups": [
                   {
-                    "group": "Come\u00e7ando",
+                    "group": "Começando",
                     "pages": [
                       "pt-BR/api-reference/introduction",
                       "pt-BR/api-reference/inputs",
@@ -6537,11 +7463,11 @@
                 ]
               },
               {
-                "tab": "Notas de Vers\u00e3o",
+                "tab": "Notas de Versão",
                 "icon": "clock",
                 "groups": [
                   {
-                    "group": "Notas de Vers\u00e3o",
+                    "group": "Notas de Versão",
                     "pages": [
                       "pt-BR/changelog"
                     ]
@@ -6557,17 +7483,17 @@
         "global": {
           "anchors": [
             {
-              "anchor": "\uc6f9\uc0ac\uc774\ud2b8",
+              "anchor": "웹사이트",
               "href": "https://crewai.com",
               "icon": "globe"
             },
             {
-              "anchor": "\ud3ec\ub7fc",
+              "anchor": "포럼",
               "href": "https://community.crewai.com",
               "icon": "discourse"
             },
             {
-              "anchor": "\ube14\ub85c\uadf8",
+              "anchor": "블로그",
               "href": "https://blog.crewai.com",
               "icon": "newspaper"
             },
@@ -6580,15 +7506,15 @@
         },
         "versions": [
           {
-            "version": "v1.12.2",
+            "version": "v1.13.0",
             "default": true,
             "tabs": [
               {
-                "tab": "\ud648",
+                "tab": "홈",
                 "icon": "house",
                 "groups": [
                   {
-                    "group": "\ud658\uc601\ud569\ub2c8\ub2e4",
+                    "group": "환영합니다",
                     "pages": [
                       "ko/index"
                     ]
@@ -6596,11 +7522,11 @@
                 ]
               },
               {
-                "tab": "\uae30\uc220 \ubb38\uc11c",
+                "tab": "기술 문서",
                 "icon": "book-open",
                 "groups": [
                   {
-                    "group": "\uc2dc\uc791 \uc548\ub0b4",
+                    "group": "시작 안내",
                     "pages": [
                       "ko/introduction",
                       "ko/installation",
@@ -6608,31 +7534,31 @@
                     ]
                   },
                   {
-                    "group": "\uac00\uc774\ub4dc",
+                    "group": "가이드",
                     "pages": [
                       {
-                        "group": "\uc804\ub7b5",
+                        "group": "전략",
                         "icon": "compass",
                         "pages": [
                           "ko/guides/concepts/evaluating-use-cases"
                         ]
                       },
                       {
-                        "group": "\uc5d0\uc774\uc804\ud2b8 (Agents)",
+                        "group": "에이전트 (Agents)",
                         "icon": "user",
                         "pages": [
                           "ko/guides/agents/crafting-effective-agents"
                         ]
                       },
                       {
-                        "group": "\ud06c\ub8e8 (Crews)",
+                        "group": "크루 (Crews)",
                         "icon": "users",
                         "pages": [
                           "ko/guides/crews/first-crew"
                         ]
                       },
                       {
-                        "group": "\ud50c\ub85c\uc6b0 (Flows)",
+                        "group": "플로우 (Flows)",
                         "icon": "code-branch",
                         "pages": [
                           "ko/guides/flows/first-flow",
@@ -6640,21 +7566,21 @@
                         ]
                       },
                       {
-                        "group": "\ub3c4\uad6c",
+                        "group": "도구",
                         "icon": "wrench",
                         "pages": [
                           "ko/guides/tools/publish-custom-tools"
                         ]
                       },
                       {
-                        "group": "\ucf54\ub529 \ub3c4\uad6c",
+                        "group": "코딩 도구",
                         "icon": "terminal",
                         "pages": [
                           "ko/guides/coding-tools/agents-md"
                         ]
                       },
                       {
-                        "group": "\uace0\uae09",
+                        "group": "고급",
                         "icon": "gear",
                         "pages": [
                           "ko/guides/advanced/customizing-prompts",
@@ -6662,7 +7588,7 @@
                         ]
                       },
                       {
-                        "group": "\ub9c8\uc774\uadf8\ub808\uc774\uc158",
+                        "group": "마이그레이션",
                         "icon": "shuffle",
                         "pages": [
                           "ko/guides/migration/migrating-from-langgraph"
@@ -6671,7 +7597,7 @@
                     ]
                   },
                   {
-                    "group": "\ud575\uc2ec \uac1c\ub150",
+                    "group": "핵심 개념",
                     "pages": [
                       "ko/concepts/agents",
                       "ko/concepts/tasks",
@@ -6696,7 +7622,7 @@
                     ]
                   },
                   {
-                    "group": "MCP \ud1b5\ud569",
+                    "group": "MCP 통합",
                     "pages": [
                       "ko/mcp/overview",
                       "ko/mcp/dsl-integration",
@@ -6708,11 +7634,11 @@
                     ]
                   },
                   {
-                    "group": "\ub3c4\uad6c (Tools)",
+                    "group": "도구 (Tools)",
                     "pages": [
                       "ko/tools/overview",
                       {
-                        "group": "\ud30c\uc77c & \ubb38\uc11c",
+                        "group": "파일 & 문서",
                         "icon": "folder-open",
                         "pages": [
                           "ko/tools/file-document/overview",
@@ -6732,7 +7658,7 @@
                         ]
                       },
                       {
-                        "group": "\uc6f9 \uc2a4\ud06c\ub798\ud551 & \ube0c\ub77c\uc6b0\uc9d5",
+                        "group": "웹 스크래핑 & 브라우징",
                         "icon": "globe",
                         "pages": [
                           "ko/tools/web-scraping/overview",
@@ -6752,7 +7678,7 @@
                         ]
                       },
                       {
-                        "group": "\uac80\uc0c9 \ubc0f \uc5f0\uad6c",
+                        "group": "검색 및 연구",
                         "icon": "magnifying-glass",
                         "pages": [
                           "ko/tools/search-research/overview",
@@ -6774,7 +7700,7 @@
                         ]
                       },
                       {
-                        "group": "\ub370\uc774\ud130\ubca0\uc774\uc2a4 & \ub370\uc774\ud130",
+                        "group": "데이터베이스 & 데이터",
                         "icon": "database",
                         "pages": [
                           "ko/tools/database-data/overview",
@@ -6789,7 +7715,7 @@
                         ]
                       },
                       {
-                        "group": "\uc778\uacf5\uc9c0\ub2a5 & \uba38\uc2e0\ub7ec\ub2dd",
+                        "group": "인공지능 & 머신러닝",
                         "icon": "brain",
                         "pages": [
                           "ko/tools/ai-ml/overview",
@@ -6803,7 +7729,7 @@
                         ]
                       },
                       {
-                        "group": "\ud074\ub77c\uc6b0\ub4dc & \uc2a4\ud1a0\ub9ac\uc9c0",
+                        "group": "클라우드 & 스토리지",
                         "icon": "cloud",
                         "pages": [
                           "ko/tools/cloud-storage/overview",
@@ -6822,7 +7748,7 @@
                         ]
                       },
                       {
-                        "group": "\uc790\ub3d9\ud654",
+                        "group": "자동화",
                         "icon": "bolt",
                         "pages": [
                           "ko/tools/automation/overview",
@@ -6857,7 +7783,7 @@
                     ]
                   },
                   {
-                    "group": "\ud559\uc2b5",
+                    "group": "학습",
                     "pages": [
                       "ko/learn/overview",
                       "ko/learn/llm-selection-guide",
@@ -6894,17 +7820,17 @@
                 ]
               },
               {
-                "tab": "\uc5d4\ud130\ud504\ub77c\uc774\uc988",
+                "tab": "엔터프라이즈",
                 "icon": "briefcase",
                 "groups": [
                   {
-                    "group": "\uc2dc\uc791 \uc548\ub0b4",
+                    "group": "시작 안내",
                     "pages": [
                       "ko/enterprise/introduction"
                     ]
                   },
                   {
-                    "group": "\ube4c\ub4dc",
+                    "group": "빌드",
                     "pages": [
                       "ko/enterprise/features/automations",
                       "ko/enterprise/features/crew-studio",
@@ -6915,7 +7841,7 @@
                     ]
                   },
                   {
-                    "group": "\uc6b4\uc601",
+                    "group": "운영",
                     "pages": [
                       "ko/enterprise/features/traces",
                       "ko/enterprise/features/webhook-streaming",
@@ -6924,13 +7850,13 @@
                     ]
                   },
                   {
-                    "group": "\uad00\ub9ac",
+                    "group": "관리",
                     "pages": [
                       "ko/enterprise/features/rbac"
                     ]
                   },
                   {
-                    "group": "\ud1b5\ud569 \ubb38\uc11c",
+                    "group": "통합 문서",
                     "pages": [
                       "ko/enterprise/integrations/asana",
                       "ko/enterprise/integrations/box",
@@ -6981,7 +7907,7 @@
                     ]
                   },
                   {
-                    "group": "\ud2b8\ub9ac\uac70",
+                    "group": "트리거",
                     "pages": [
                       "ko/enterprise/guides/automation-triggers",
                       "ko/enterprise/guides/gmail-trigger",
@@ -6997,7 +7923,7 @@
                     ]
                   },
                   {
-                    "group": "\ud559\uc2b5 \uc790\uc6d0",
+                    "group": "학습 자원",
                     "pages": [
                       "ko/enterprise/resources/frequently-asked-questions"
                     ]
@@ -7005,11 +7931,11 @@
                 ]
               },
               {
-                "tab": "API \ub808\ud37c\ub7f0\uc2a4",
+                "tab": "API 레퍼런스",
                 "icon": "magnifying-glass",
                 "groups": [
                   {
-                    "group": "\uc2dc\uc791 \uc548\ub0b4",
+                    "group": "시작 안내",
                     "pages": [
                       "ko/api-reference/introduction",
                       "ko/api-reference/inputs",
@@ -7021,11 +7947,11 @@
                 ]
               },
               {
-                "tab": "\uc608\uc2dc",
+                "tab": "예시",
                 "icon": "code",
                 "groups": [
                   {
-                    "group": "\uc608\uc2dc",
+                    "group": "예시",
                     "pages": [
                       "ko/examples/example",
                       "ko/examples/cookbooks"
@@ -7034,11 +7960,478 @@
                 ]
               },
               {
-                "tab": "\ubcc0\uacbd \ub85c\uadf8",
+                "tab": "변경 로그",
                 "icon": "clock",
                 "groups": [
                   {
-                    "group": "\ub9b4\ub9ac\uc2a4 \ub178\ud2b8",
+                    "group": "릴리스 노트",
+                    "pages": [
+                      "ko/changelog"
+                    ]
+                  }
+                ]
+              }
+            ]
+          },
+          {
+            "version": "v1.12.2",
+            "tabs": [
+              {
+                "tab": "홈",
+                "icon": "house",
+                "groups": [
+                  {
+                    "group": "환영합니다",
+                    "pages": [
+                      "ko/index"
+                    ]
+                  }
+                ]
+              },
+              {
+                "tab": "기술 문서",
+                "icon": "book-open",
+                "groups": [
+                  {
+                    "group": "시작 안내",
+                    "pages": [
+                      "ko/introduction",
+                      "ko/installation",
+                      "ko/quickstart"
+                    ]
+                  },
+                  {
+                    "group": "가이드",
+                    "pages": [
+                      {
+                        "group": "전략",
+                        "icon": "compass",
+                        "pages": [
+                          "ko/guides/concepts/evaluating-use-cases"
+                        ]
+                      },
+                      {
+                        "group": "에이전트 (Agents)",
+                        "icon": "user",
+                        "pages": [
+                          "ko/guides/agents/crafting-effective-agents"
+                        ]
+                      },
+                      {
+                        "group": "크루 (Crews)",
+                        "icon": "users",
+                        "pages": [
+                          "ko/guides/crews/first-crew"
+                        ]
+                      },
+                      {
+                        "group": "플로우 (Flows)",
+                        "icon": "code-branch",
+                        "pages": [
+                          "ko/guides/flows/first-flow",
+                          "ko/guides/flows/mastering-flow-state"
+                        ]
+                      },
+                      {
+                        "group": "도구",
+                        "icon": "wrench",
+                        "pages": [
+                          "ko/guides/tools/publish-custom-tools"
+                        ]
+                      },
+                      {
+                        "group": "코딩 도구",
+                        "icon": "terminal",
+                        "pages": [
+                          "ko/guides/coding-tools/agents-md"
+                        ]
+                      },
+                      {
+                        "group": "고급",
+                        "icon": "gear",
+                        "pages": [
+                          "ko/guides/advanced/customizing-prompts",
+                          "ko/guides/advanced/fingerprinting"
+                        ]
+                      },
+                      {
+                        "group": "마이그레이션",
+                        "icon": "shuffle",
+                        "pages": [
+                          "ko/guides/migration/migrating-from-langgraph"
+                        ]
+                      }
+                    ]
+                  },
+                  {
+                    "group": "핵심 개념",
+                    "pages": [
+                      "ko/concepts/agents",
+                      "ko/concepts/tasks",
+                      "ko/concepts/agent-capabilities",
+                      "ko/concepts/crews",
+                      "ko/concepts/flows",
+                      "ko/concepts/production-architecture",
+                      "ko/concepts/knowledge",
+                      "ko/concepts/skills",
+                      "ko/concepts/llms",
+                      "ko/concepts/files",
+                      "ko/concepts/processes",
+                      "ko/concepts/collaboration",
+                      "ko/concepts/training",
+                      "ko/concepts/memory",
+                      "ko/concepts/reasoning",
+                      "ko/concepts/planning",
+                      "ko/concepts/testing",
+                      "ko/concepts/cli",
+                      "ko/concepts/tools",
+                      "ko/concepts/event-listener"
+                    ]
+                  },
+                  {
+                    "group": "MCP 통합",
+                    "pages": [
+                      "ko/mcp/overview",
+                      "ko/mcp/dsl-integration",
+                      "ko/mcp/stdio",
+                      "ko/mcp/sse",
+                      "ko/mcp/streamable-http",
+                      "ko/mcp/multiple-servers",
+                      "ko/mcp/security"
+                    ]
+                  },
+                  {
+                    "group": "도구 (Tools)",
+                    "pages": [
+                      "ko/tools/overview",
+                      {
+                        "group": "파일 & 문서",
+                        "icon": "folder-open",
+                        "pages": [
+                          "ko/tools/file-document/overview",
+                          "ko/tools/file-document/filereadtool",
+                          "ko/tools/file-document/filewritetool",
+                          "ko/tools/file-document/pdfsearchtool",
+                          "ko/tools/file-document/docxsearchtool",
+                          "ko/tools/file-document/mdxsearchtool",
+                          "ko/tools/file-document/xmlsearchtool",
+                          "ko/tools/file-document/txtsearchtool",
+                          "ko/tools/file-document/jsonsearchtool",
+                          "ko/tools/file-document/csvsearchtool",
+                          "ko/tools/file-document/directorysearchtool",
+                          "ko/tools/file-document/directoryreadtool",
+                          "ko/tools/file-document/ocrtool",
+                          "ko/tools/file-document/pdf-text-writing-tool"
+                        ]
+                      },
+                      {
+                        "group": "웹 스크래핑 & 브라우징",
+                        "icon": "globe",
+                        "pages": [
+                          "ko/tools/web-scraping/overview",
+                          "ko/tools/web-scraping/scrapewebsitetool",
+                          "ko/tools/web-scraping/scrapeelementfromwebsitetool",
+                          "ko/tools/web-scraping/scrapflyscrapetool",
+                          "ko/tools/web-scraping/seleniumscrapingtool",
+                          "ko/tools/web-scraping/scrapegraphscrapetool",
+                          "ko/tools/web-scraping/spidertool",
+                          "ko/tools/web-scraping/browserbaseloadtool",
+                          "ko/tools/web-scraping/hyperbrowserloadtool",
+                          "ko/tools/web-scraping/stagehandtool",
+                          "ko/tools/web-scraping/firecrawlcrawlwebsitetool",
+                          "ko/tools/web-scraping/firecrawlscrapewebsitetool",
+                          "ko/tools/web-scraping/oxylabsscraperstool",
+                          "ko/tools/web-scraping/brightdata-tools"
+                        ]
+                      },
+                      {
+                        "group": "검색 및 연구",
+                        "icon": "magnifying-glass",
+                        "pages": [
+                          "ko/tools/search-research/overview",
+                          "ko/tools/search-research/serperdevtool",
+                          "ko/tools/search-research/bravesearchtool",
+                          "ko/tools/search-research/exasearchtool",
+                          "ko/tools/search-research/linkupsearchtool",
+                          "ko/tools/search-research/githubsearchtool",
+                          "ko/tools/search-research/websitesearchtool",
+                          "ko/tools/search-research/codedocssearchtool",
+                          "ko/tools/search-research/youtubechannelsearchtool",
+                          "ko/tools/search-research/youtubevideosearchtool",
+                          "ko/tools/search-research/tavilysearchtool",
+                          "ko/tools/search-research/tavilyextractortool",
+                          "ko/tools/search-research/arxivpapertool",
+                          "ko/tools/search-research/serpapi-googlesearchtool",
+                          "ko/tools/search-research/serpapi-googleshoppingtool",
+                          "ko/tools/search-research/databricks-query-tool"
+                        ]
+                      },
+                      {
+                        "group": "데이터베이스 & 데이터",
+                        "icon": "database",
+                        "pages": [
+                          "ko/tools/database-data/overview",
+                          "ko/tools/database-data/mysqltool",
+                          "ko/tools/database-data/pgsearchtool",
+                          "ko/tools/database-data/snowflakesearchtool",
+                          "ko/tools/database-data/nl2sqltool",
+                          "ko/tools/database-data/qdrantvectorsearchtool",
+                          "ko/tools/database-data/weaviatevectorsearchtool",
+                          "ko/tools/database-data/mongodbvectorsearchtool",
+                          "ko/tools/database-data/singlestoresearchtool"
+                        ]
+                      },
+                      {
+                        "group": "인공지능 & 머신러닝",
+                        "icon": "brain",
+                        "pages": [
+                          "ko/tools/ai-ml/overview",
+                          "ko/tools/ai-ml/dalletool",
+                          "ko/tools/ai-ml/visiontool",
+                          "ko/tools/ai-ml/aimindtool",
+                          "ko/tools/ai-ml/llamaindextool",
+                          "ko/tools/ai-ml/langchaintool",
+                          "ko/tools/ai-ml/ragtool",
+                          "ko/tools/ai-ml/codeinterpretertool"
+                        ]
+                      },
+                      {
+                        "group": "클라우드 & 스토리지",
+                        "icon": "cloud",
+                        "pages": [
+                          "ko/tools/cloud-storage/overview",
+                          "ko/tools/cloud-storage/s3readertool",
+                          "ko/tools/cloud-storage/s3writertool",
+                          "ko/tools/cloud-storage/bedrockkbretriever"
+                        ]
+                      },
+                      {
+                        "group": "Integrations",
+                        "icon": "plug",
+                        "pages": [
+                          "ko/tools/integration/overview",
+                          "ko/tools/integration/bedrockinvokeagenttool",
+                          "ko/tools/integration/crewaiautomationtool"
+                        ]
+                      },
+                      {
+                        "group": "자동화",
+                        "icon": "bolt",
+                        "pages": [
+                          "ko/tools/automation/overview",
+                          "ko/tools/automation/apifyactorstool",
+                          "ko/tools/automation/composiotool",
+                          "ko/tools/automation/multiontool",
+                          "ko/tools/automation/zapieractionstool"
+                        ]
+                      }
+                    ]
+                  },
+                  {
+                    "group": "Observability",
+                    "pages": [
+                      "ko/observability/tracing",
+                      "ko/observability/overview",
+                      "ko/observability/arize-phoenix",
+                      "ko/observability/braintrust",
+                      "ko/observability/datadog",
+                      "ko/observability/galileo",
+                      "ko/observability/langdb",
+                      "ko/observability/langfuse",
+                      "ko/observability/langtrace",
+                      "ko/observability/maxim",
+                      "ko/observability/mlflow",
+                      "ko/observability/neatlogs",
+                      "ko/observability/openlit",
+                      "ko/observability/opik",
+                      "ko/observability/patronus-evaluation",
+                      "ko/observability/portkey",
+                      "ko/observability/weave"
+                    ]
+                  },
+                  {
+                    "group": "학습",
+                    "pages": [
+                      "ko/learn/overview",
+                      "ko/learn/llm-selection-guide",
+                      "ko/learn/conditional-tasks",
+                      "ko/learn/coding-agents",
+                      "ko/learn/create-custom-tools",
+                      "ko/learn/custom-llm",
+                      "ko/learn/custom-manager-agent",
+                      "ko/learn/customizing-agents",
+                      "ko/learn/dalle-image-generation",
+                      "ko/learn/force-tool-output-as-result",
+                      "ko/learn/hierarchical-process",
+                      "ko/learn/human-input-on-execution",
+                      "ko/learn/human-in-the-loop",
+                      "ko/learn/human-feedback-in-flows",
+                      "ko/learn/kickoff-async",
+                      "ko/learn/kickoff-for-each",
+                      "ko/learn/llm-connections",
+                      "ko/learn/multimodal-agents",
+                      "ko/learn/replay-tasks-from-latest-crew-kickoff",
+                      "ko/learn/sequential-process",
+                      "ko/learn/using-annotations",
+                      "ko/learn/execution-hooks",
+                      "ko/learn/llm-hooks",
+                      "ko/learn/tool-hooks"
+                    ]
+                  },
+                  {
+                    "group": "Telemetry",
+                    "pages": [
+                      "ko/telemetry"
+                    ]
+                  }
+                ]
+              },
+              {
+                "tab": "엔터프라이즈",
+                "icon": "briefcase",
+                "groups": [
+                  {
+                    "group": "시작 안내",
+                    "pages": [
+                      "ko/enterprise/introduction"
+                    ]
+                  },
+                  {
+                    "group": "빌드",
+                    "pages": [
+                      "ko/enterprise/features/automations",
+                      "ko/enterprise/features/crew-studio",
+                      "ko/enterprise/features/marketplace",
+                      "ko/enterprise/features/agent-repositories",
+                      "ko/enterprise/features/tools-and-integrations",
+                      "ko/enterprise/features/pii-trace-redactions"
+                    ]
+                  },
+                  {
+                    "group": "운영",
+                    "pages": [
+                      "ko/enterprise/features/traces",
+                      "ko/enterprise/features/webhook-streaming",
+                      "ko/enterprise/features/hallucination-guardrail",
+                      "ko/enterprise/features/flow-hitl-management"
+                    ]
+                  },
+                  {
+                    "group": "관리",
+                    "pages": [
+                      "ko/enterprise/features/rbac"
+                    ]
+                  },
+                  {
+                    "group": "통합 문서",
+                    "pages": [
+                      "ko/enterprise/integrations/asana",
+                      "ko/enterprise/integrations/box",
+                      "ko/enterprise/integrations/clickup",
+                      "ko/enterprise/integrations/github",
+                      "ko/enterprise/integrations/gmail",
+                      "ko/enterprise/integrations/google_calendar",
+                      "ko/enterprise/integrations/google_contacts",
+                      "ko/enterprise/integrations/google_docs",
+                      "ko/enterprise/integrations/google_drive",
+                      "ko/enterprise/integrations/google_sheets",
+                      "ko/enterprise/integrations/google_slides",
+                      "ko/enterprise/integrations/hubspot",
+                      "ko/enterprise/integrations/jira",
+                      "ko/enterprise/integrations/linear",
+                      "ko/enterprise/integrations/microsoft_excel",
+                      "ko/enterprise/integrations/microsoft_onedrive",
+                      "ko/enterprise/integrations/microsoft_outlook",
+                      "ko/enterprise/integrations/microsoft_sharepoint",
+                      "ko/enterprise/integrations/microsoft_teams",
+                      "ko/enterprise/integrations/microsoft_word",
+                      "ko/enterprise/integrations/notion",
+                      "ko/enterprise/integrations/salesforce",
+                      "ko/enterprise/integrations/shopify",
+                      "ko/enterprise/integrations/slack",
+                      "ko/enterprise/integrations/stripe",
+                      "ko/enterprise/integrations/zendesk"
+                    ]
+                  },
+                  {
+                    "group": "How-To Guides",
+                    "pages": [
+                      "ko/enterprise/guides/build-crew",
+                      "ko/enterprise/guides/prepare-for-deployment",
+                      "ko/enterprise/guides/deploy-to-amp",
+                      "ko/enterprise/guides/private-package-registry",
+                      "ko/enterprise/guides/kickoff-crew",
+                      "ko/enterprise/guides/update-crew",
+                      "ko/enterprise/guides/enable-crew-studio",
+                      "ko/enterprise/guides/capture_telemetry_logs",
+                      "ko/enterprise/guides/azure-openai-setup",
+                      "ko/enterprise/guides/tool-repository",
+                      "ko/enterprise/guides/custom-mcp-server",
+                      "ko/enterprise/guides/react-component-export",
+                      "ko/enterprise/guides/team-management",
+                      "ko/enterprise/guides/human-in-the-loop",
+                      "ko/enterprise/guides/webhook-automation"
+                    ]
+                  },
+                  {
+                    "group": "트리거",
+                    "pages": [
+                      "ko/enterprise/guides/automation-triggers",
+                      "ko/enterprise/guides/gmail-trigger",
+                      "ko/enterprise/guides/google-calendar-trigger",
+                      "ko/enterprise/guides/google-drive-trigger",
+                      "ko/enterprise/guides/outlook-trigger",
+                      "ko/enterprise/guides/onedrive-trigger",
+                      "ko/enterprise/guides/microsoft-teams-trigger",
+                      "ko/enterprise/guides/slack-trigger",
+                      "ko/enterprise/guides/hubspot-trigger",
+                      "ko/enterprise/guides/salesforce-trigger",
+                      "ko/enterprise/guides/zapier-trigger"
+                    ]
+                  },
+                  {
+                    "group": "학습 자원",
+                    "pages": [
+                      "ko/enterprise/resources/frequently-asked-questions"
+                    ]
+                  }
+                ]
+              },
+              {
+                "tab": "API 레퍼런스",
+                "icon": "magnifying-glass",
+                "groups": [
+                  {
+                    "group": "시작 안내",
+                    "pages": [
+                      "ko/api-reference/introduction",
+                      "ko/api-reference/inputs",
+                      "ko/api-reference/kickoff",
+                      "ko/api-reference/resume",
+                      "ko/api-reference/status"
+                    ]
+                  }
+                ]
+              },
+              {
+                "tab": "예시",
+                "icon": "code",
+                "groups": [
+                  {
+                    "group": "예시",
+                    "pages": [
+                      "ko/examples/example",
+                      "ko/examples/cookbooks"
+                    ]
+                  }
+                ]
+              },
+              {
+                "tab": "변경 로그",
+                "icon": "clock",
+                "groups": [
+                  {
+                    "group": "릴리스 노트",
                     "pages": [
                       "ko/changelog"
                     ]
@@ -7051,11 +8444,11 @@
             "version": "v1.12.1",
             "tabs": [
               {
-                "tab": "\ud648",
+                "tab": "홈",
                 "icon": "house",
                 "groups": [
                   {
-                    "group": "\ud658\uc601\ud569\ub2c8\ub2e4",
+                    "group": "환영합니다",
                     "pages": [
                       "ko/index"
                     ]
@@ -7063,11 +8456,11 @@
                 ]
               },
               {
-                "tab": "\uae30\uc220 \ubb38\uc11c",
+                "tab": "기술 문서",
                 "icon": "book-open",
                 "groups": [
                   {
-                    "group": "\uc2dc\uc791 \uc548\ub0b4",
+                    "group": "시작 안내",
                     "pages": [
                       "ko/introduction",
                       "ko/installation",
@@ -7075,31 +8468,31 @@
                     ]
                   },
                   {
-                    "group": "\uac00\uc774\ub4dc",
+                    "group": "가이드",
                     "pages": [
                       {
-                        "group": "\uc804\ub7b5",
+                        "group": "전략",
                         "icon": "compass",
                         "pages": [
                           "ko/guides/concepts/evaluating-use-cases"
                         ]
                       },
                       {
-                        "group": "\uc5d0\uc774\uc804\ud2b8 (Agents)",
+                        "group": "에이전트 (Agents)",
                         "icon": "user",
                         "pages": [
                           "ko/guides/agents/crafting-effective-agents"
                         ]
                       },
                       {
-                        "group": "\ud06c\ub8e8 (Crews)",
+                        "group": "크루 (Crews)",
                         "icon": "users",
                         "pages": [
                           "ko/guides/crews/first-crew"
                         ]
                       },
                       {
-                        "group": "\ud50c\ub85c\uc6b0 (Flows)",
+                        "group": "플로우 (Flows)",
                         "icon": "code-branch",
                         "pages": [
                           "ko/guides/flows/first-flow",
@@ -7107,21 +8500,21 @@
                         ]
                       },
                       {
-                        "group": "\ub3c4\uad6c",
+                        "group": "도구",
                         "icon": "wrench",
                         "pages": [
                           "ko/guides/tools/publish-custom-tools"
                         ]
                       },
                       {
-                        "group": "\ucf54\ub529 \ub3c4\uad6c",
+                        "group": "코딩 도구",
                         "icon": "terminal",
                         "pages": [
                           "ko/guides/coding-tools/agents-md"
                         ]
                       },
                       {
-                        "group": "\uace0\uae09",
+                        "group": "고급",
                         "icon": "gear",
                         "pages": [
                           "ko/guides/advanced/customizing-prompts",
@@ -7129,7 +8522,7 @@
                         ]
                       },
                       {
-                        "group": "\ub9c8\uc774\uadf8\ub808\uc774\uc158",
+                        "group": "마이그레이션",
                         "icon": "shuffle",
                         "pages": [
                           "ko/guides/migration/migrating-from-langgraph"
@@ -7138,7 +8531,7 @@
                     ]
                   },
                   {
-                    "group": "\ud575\uc2ec \uac1c\ub150",
+                    "group": "핵심 개념",
                     "pages": [
                       "ko/concepts/agents",
                       "ko/concepts/tasks",
@@ -7162,7 +8555,7 @@
                     ]
                   },
                   {
-                    "group": "MCP \ud1b5\ud569",
+                    "group": "MCP 통합",
                     "pages": [
                       "ko/mcp/overview",
                       "ko/mcp/dsl-integration",
@@ -7174,11 +8567,11 @@
                     ]
                   },
                   {
-                    "group": "\ub3c4\uad6c (Tools)",
+                    "group": "도구 (Tools)",
                     "pages": [
                       "ko/tools/overview",
                       {
-                        "group": "\ud30c\uc77c & \ubb38\uc11c",
+                        "group": "파일 & 문서",
                         "icon": "folder-open",
                         "pages": [
                           "ko/tools/file-document/overview",
@@ -7198,7 +8591,7 @@
                         ]
                       },
                       {
-                        "group": "\uc6f9 \uc2a4\ud06c\ub798\ud551 & \ube0c\ub77c\uc6b0\uc9d5",
+                        "group": "웹 스크래핑 & 브라우징",
                         "icon": "globe",
                         "pages": [
                           "ko/tools/web-scraping/overview",
@@ -7218,7 +8611,7 @@
                         ]
                       },
                       {
-                        "group": "\uac80\uc0c9 \ubc0f \uc5f0\uad6c",
+                        "group": "검색 및 연구",
                         "icon": "magnifying-glass",
                         "pages": [
                           "ko/tools/search-research/overview",
@@ -7240,7 +8633,7 @@
                         ]
                       },
                       {
-                        "group": "\ub370\uc774\ud130\ubca0\uc774\uc2a4 & \ub370\uc774\ud130",
+                        "group": "데이터베이스 & 데이터",
                         "icon": "database",
                         "pages": [
                           "ko/tools/database-data/overview",
@@ -7255,7 +8648,7 @@
                         ]
                       },
                       {
-                        "group": "\uc778\uacf5\uc9c0\ub2a5 & \uba38\uc2e0\ub7ec\ub2dd",
+                        "group": "인공지능 & 머신러닝",
                         "icon": "brain",
                         "pages": [
                           "ko/tools/ai-ml/overview",
@@ -7269,7 +8662,7 @@
                         ]
                       },
                       {
-                        "group": "\ud074\ub77c\uc6b0\ub4dc & \uc2a4\ud1a0\ub9ac\uc9c0",
+                        "group": "클라우드 & 스토리지",
                         "icon": "cloud",
                         "pages": [
                           "ko/tools/cloud-storage/overview",
@@ -7288,7 +8681,7 @@
                         ]
                       },
                       {
-                        "group": "\uc790\ub3d9\ud654",
+                        "group": "자동화",
                         "icon": "bolt",
                         "pages": [
                           "ko/tools/automation/overview",
@@ -7323,7 +8716,7 @@
                     ]
                   },
                   {
-                    "group": "\ud559\uc2b5",
+                    "group": "학습",
                     "pages": [
                       "ko/learn/overview",
                       "ko/learn/llm-selection-guide",
@@ -7360,17 +8753,17 @@
                 ]
               },
               {
-                "tab": "\uc5d4\ud130\ud504\ub77c\uc774\uc988",
+                "tab": "엔터프라이즈",
                 "icon": "briefcase",
                 "groups": [
                   {
-                    "group": "\uc2dc\uc791 \uc548\ub0b4",
+                    "group": "시작 안내",
                     "pages": [
                       "ko/enterprise/introduction"
                     ]
                   },
                   {
-                    "group": "\ube4c\ub4dc",
+                    "group": "빌드",
                     "pages": [
                       "ko/enterprise/features/automations",
                       "ko/enterprise/features/crew-studio",
@@ -7381,7 +8774,7 @@
                     ]
                   },
                   {
-                    "group": "\uc6b4\uc601",
+                    "group": "운영",
                     "pages": [
                       "ko/enterprise/features/traces",
                       "ko/enterprise/features/webhook-streaming",
@@ -7390,13 +8783,13 @@
                     ]
                   },
                   {
-                    "group": "\uad00\ub9ac",
+                    "group": "관리",
                     "pages": [
                       "ko/enterprise/features/rbac"
                     ]
                   },
                   {
-                    "group": "\ud1b5\ud569 \ubb38\uc11c",
+                    "group": "통합 문서",
                     "pages": [
                       "ko/enterprise/integrations/asana",
                       "ko/enterprise/integrations/box",
@@ -7447,7 +8840,7 @@
                     ]
                   },
                   {
-                    "group": "\ud2b8\ub9ac\uac70",
+                    "group": "트리거",
                     "pages": [
                       "ko/enterprise/guides/automation-triggers",
                       "ko/enterprise/guides/gmail-trigger",
@@ -7463,7 +8856,7 @@
                     ]
                   },
                   {
-                    "group": "\ud559\uc2b5 \uc790\uc6d0",
+                    "group": "학습 자원",
                     "pages": [
                       "ko/enterprise/resources/frequently-asked-questions"
                     ]
@@ -7471,11 +8864,11 @@
                 ]
               },
               {
-                "tab": "API \ub808\ud37c\ub7f0\uc2a4",
+                "tab": "API 레퍼런스",
                 "icon": "magnifying-glass",
                 "groups": [
                   {
-                    "group": "\uc2dc\uc791 \uc548\ub0b4",
+                    "group": "시작 안내",
                     "pages": [
                       "ko/api-reference/introduction",
                       "ko/api-reference/inputs",
@@ -7487,11 +8880,11 @@
                 ]
               },
               {
-                "tab": "\uc608\uc2dc",
+                "tab": "예시",
                 "icon": "code",
                 "groups": [
                   {
-                    "group": "\uc608\uc2dc",
+                    "group": "예시",
                     "pages": [
                       "ko/examples/example",
                       "ko/examples/cookbooks"
@@ -7500,11 +8893,11 @@
                 ]
               },
               {
-                "tab": "\ubcc0\uacbd \ub85c\uadf8",
+                "tab": "변경 로그",
                 "icon": "clock",
                 "groups": [
                   {
-                    "group": "\ub9b4\ub9ac\uc2a4 \ub178\ud2b8",
+                    "group": "릴리스 노트",
                     "pages": [
                       "ko/changelog"
                     ]
@@ -7517,11 +8910,11 @@
             "version": "v1.12.0",
             "tabs": [
               {
-                "tab": "\ud648",
+                "tab": "홈",
                 "icon": "house",
                 "groups": [
                   {
-                    "group": "\ud658\uc601\ud569\ub2c8\ub2e4",
+                    "group": "환영합니다",
                     "pages": [
                       "ko/index"
                     ]
@@ -7529,11 +8922,11 @@
                 ]
               },
               {
-                "tab": "\uae30\uc220 \ubb38\uc11c",
+                "tab": "기술 문서",
                 "icon": "book-open",
                 "groups": [
                   {
-                    "group": "\uc2dc\uc791 \uc548\ub0b4",
+                    "group": "시작 안내",
                     "pages": [
                       "ko/introduction",
                       "ko/installation",
@@ -7541,31 +8934,31 @@
                     ]
                   },
                   {
-                    "group": "\uac00\uc774\ub4dc",
+                    "group": "가이드",
                     "pages": [
                       {
-                        "group": "\uc804\ub7b5",
+                        "group": "전략",
                         "icon": "compass",
                         "pages": [
                           "ko/guides/concepts/evaluating-use-cases"
                         ]
                       },
                       {
-                        "group": "\uc5d0\uc774\uc804\ud2b8 (Agents)",
+                        "group": "에이전트 (Agents)",
                         "icon": "user",
                         "pages": [
                           "ko/guides/agents/crafting-effective-agents"
                         ]
                       },
                       {
-                        "group": "\ud06c\ub8e8 (Crews)",
+                        "group": "크루 (Crews)",
                         "icon": "users",
                         "pages": [
                           "ko/guides/crews/first-crew"
                         ]
                       },
                       {
-                        "group": "\ud50c\ub85c\uc6b0 (Flows)",
+                        "group": "플로우 (Flows)",
                         "icon": "code-branch",
                         "pages": [
                           "ko/guides/flows/first-flow",
@@ -7573,21 +8966,21 @@
                         ]
                       },
                       {
-                        "group": "\ub3c4\uad6c",
+                        "group": "도구",
                         "icon": "wrench",
                         "pages": [
                           "ko/guides/tools/publish-custom-tools"
                         ]
                       },
                       {
-                        "group": "\ucf54\ub529 \ub3c4\uad6c",
+                        "group": "코딩 도구",
                         "icon": "terminal",
                         "pages": [
                           "ko/guides/coding-tools/agents-md"
                         ]
                       },
                       {
-                        "group": "\uace0\uae09",
+                        "group": "고급",
                         "icon": "gear",
                         "pages": [
                           "ko/guides/advanced/customizing-prompts",
@@ -7595,7 +8988,7 @@
                         ]
                       },
                       {
-                        "group": "\ub9c8\uc774\uadf8\ub808\uc774\uc158",
+                        "group": "마이그레이션",
                         "icon": "shuffle",
                         "pages": [
                           "ko/guides/migration/migrating-from-langgraph"
@@ -7604,7 +8997,7 @@
                     ]
                   },
                   {
-                    "group": "\ud575\uc2ec \uac1c\ub150",
+                    "group": "핵심 개념",
                     "pages": [
                       "ko/concepts/agents",
                       "ko/concepts/tasks",
@@ -7628,7 +9021,7 @@
                     ]
                   },
                   {
-                    "group": "MCP \ud1b5\ud569",
+                    "group": "MCP 통합",
                     "pages": [
                       "ko/mcp/overview",
                       "ko/mcp/dsl-integration",
@@ -7640,11 +9033,11 @@
                     ]
                   },
                   {
-                    "group": "\ub3c4\uad6c (Tools)",
+                    "group": "도구 (Tools)",
                     "pages": [
                       "ko/tools/overview",
                       {
-                        "group": "\ud30c\uc77c & \ubb38\uc11c",
+                        "group": "파일 & 문서",
                         "icon": "folder-open",
                         "pages": [
                           "ko/tools/file-document/overview",
@@ -7664,7 +9057,7 @@
                         ]
                       },
                       {
-                        "group": "\uc6f9 \uc2a4\ud06c\ub798\ud551 & \ube0c\ub77c\uc6b0\uc9d5",
+                        "group": "웹 스크래핑 & 브라우징",
                         "icon": "globe",
                         "pages": [
                           "ko/tools/web-scraping/overview",
@@ -7684,7 +9077,7 @@
                         ]
                       },
                       {
-                        "group": "\uac80\uc0c9 \ubc0f \uc5f0\uad6c",
+                        "group": "검색 및 연구",
                         "icon": "magnifying-glass",
                         "pages": [
                           "ko/tools/search-research/overview",
@@ -7706,7 +9099,7 @@
                         ]
                       },
                       {
-                        "group": "\ub370\uc774\ud130\ubca0\uc774\uc2a4 & \ub370\uc774\ud130",
+                        "group": "데이터베이스 & 데이터",
                         "icon": "database",
                         "pages": [
                           "ko/tools/database-data/overview",
@@ -7721,7 +9114,7 @@
                         ]
                       },
                       {
-                        "group": "\uc778\uacf5\uc9c0\ub2a5 & \uba38\uc2e0\ub7ec\ub2dd",
+                        "group": "인공지능 & 머신러닝",
                         "icon": "brain",
                         "pages": [
                           "ko/tools/ai-ml/overview",
@@ -7735,7 +9128,7 @@
                         ]
                       },
                       {
-                        "group": "\ud074\ub77c\uc6b0\ub4dc & \uc2a4\ud1a0\ub9ac\uc9c0",
+                        "group": "클라우드 & 스토리지",
                         "icon": "cloud",
                         "pages": [
                           "ko/tools/cloud-storage/overview",
@@ -7754,7 +9147,7 @@
                         ]
                       },
                       {
-                        "group": "\uc790\ub3d9\ud654",
+                        "group": "자동화",
                         "icon": "bolt",
                         "pages": [
                           "ko/tools/automation/overview",
@@ -7789,7 +9182,7 @@
                     ]
                   },
                   {
-                    "group": "\ud559\uc2b5",
+                    "group": "학습",
                     "pages": [
                       "ko/learn/overview",
                       "ko/learn/llm-selection-guide",
@@ -7826,17 +9219,17 @@
                 ]
               },
               {
-                "tab": "\uc5d4\ud130\ud504\ub77c\uc774\uc988",
+                "tab": "엔터프라이즈",
                 "icon": "briefcase",
                 "groups": [
                   {
-                    "group": "\uc2dc\uc791 \uc548\ub0b4",
+                    "group": "시작 안내",
                     "pages": [
                       "ko/enterprise/introduction"
                     ]
                   },
                   {
-                    "group": "\ube4c\ub4dc",
+                    "group": "빌드",
                     "pages": [
                       "ko/enterprise/features/automations",
                       "ko/enterprise/features/crew-studio",
@@ -7847,7 +9240,7 @@
                     ]
                   },
                   {
-                    "group": "\uc6b4\uc601",
+                    "group": "운영",
                     "pages": [
                       "ko/enterprise/features/traces",
                       "ko/enterprise/features/webhook-streaming",
@@ -7856,13 +9249,13 @@
                     ]
                   },
                   {
-                    "group": "\uad00\ub9ac",
+                    "group": "관리",
                     "pages": [
                       "ko/enterprise/features/rbac"
                     ]
                   },
                   {
-                    "group": "\ud1b5\ud569 \ubb38\uc11c",
+                    "group": "통합 문서",
                     "pages": [
                       "ko/enterprise/integrations/asana",
                       "ko/enterprise/integrations/box",
@@ -7913,7 +9306,7 @@
                     ]
                   },
                   {
-                    "group": "\ud2b8\ub9ac\uac70",
+                    "group": "트리거",
                     "pages": [
                       "ko/enterprise/guides/automation-triggers",
                       "ko/enterprise/guides/gmail-trigger",
@@ -7929,7 +9322,7 @@
                     ]
                   },
                   {
-                    "group": "\ud559\uc2b5 \uc790\uc6d0",
+                    "group": "학습 자원",
                     "pages": [
                       "ko/enterprise/resources/frequently-asked-questions"
                     ]
@@ -7937,11 +9330,11 @@
                 ]
               },
               {
-                "tab": "API \ub808\ud37c\ub7f0\uc2a4",
+                "tab": "API 레퍼런스",
                 "icon": "magnifying-glass",
                 "groups": [
                   {
-                    "group": "\uc2dc\uc791 \uc548\ub0b4",
+                    "group": "시작 안내",
                     "pages": [
                       "ko/api-reference/introduction",
                       "ko/api-reference/inputs",
@@ -7953,11 +9346,11 @@
                 ]
               },
               {
-                "tab": "\uc608\uc2dc",
+                "tab": "예시",
                 "icon": "code",
                 "groups": [
                   {
-                    "group": "\uc608\uc2dc",
+                    "group": "예시",
                     "pages": [
                       "ko/examples/example",
                       "ko/examples/cookbooks"
@@ -7966,11 +9359,11 @@
                 ]
               },
               {
-                "tab": "\ubcc0\uacbd \ub85c\uadf8",
+                "tab": "변경 로그",
                 "icon": "clock",
                 "groups": [
                   {
-                    "group": "\ub9b4\ub9ac\uc2a4 \ub178\ud2b8",
+                    "group": "릴리스 노트",
                     "pages": [
                       "ko/changelog"
                     ]
@@ -7983,11 +9376,11 @@
             "version": "v1.11.1",
             "tabs": [
               {
-                "tab": "\ud648",
+                "tab": "홈",
                 "icon": "house",
                 "groups": [
                   {
-                    "group": "\ud658\uc601\ud569\ub2c8\ub2e4",
+                    "group": "환영합니다",
                     "pages": [
                       "ko/index"
                     ]
@@ -7995,11 +9388,11 @@
                 ]
               },
               {
-                "tab": "\uae30\uc220 \ubb38\uc11c",
+                "tab": "기술 문서",
                 "icon": "book-open",
                 "groups": [
                   {
-                    "group": "\uc2dc\uc791 \uc548\ub0b4",
+                    "group": "시작 안내",
                     "pages": [
                       "ko/introduction",
                       "ko/installation",
@@ -8007,31 +9400,31 @@
                     ]
                   },
                   {
-                    "group": "\uac00\uc774\ub4dc",
+                    "group": "가이드",
                     "pages": [
                       {
-                        "group": "\uc804\ub7b5",
+                        "group": "전략",
                         "icon": "compass",
                         "pages": [
                           "ko/guides/concepts/evaluating-use-cases"
                         ]
                       },
                       {
-                        "group": "\uc5d0\uc774\uc804\ud2b8 (Agents)",
+                        "group": "에이전트 (Agents)",
                         "icon": "user",
                         "pages": [
                           "ko/guides/agents/crafting-effective-agents"
                         ]
                       },
                       {
-                        "group": "\ud06c\ub8e8 (Crews)",
+                        "group": "크루 (Crews)",
                         "icon": "users",
                         "pages": [
                           "ko/guides/crews/first-crew"
                         ]
                       },
                       {
-                        "group": "\ud50c\ub85c\uc6b0 (Flows)",
+                        "group": "플로우 (Flows)",
                         "icon": "code-branch",
                         "pages": [
                           "ko/guides/flows/first-flow",
@@ -8039,21 +9432,21 @@
                         ]
                       },
                       {
-                        "group": "\ub3c4\uad6c",
+                        "group": "도구",
                         "icon": "wrench",
                         "pages": [
                           "ko/guides/tools/publish-custom-tools"
                         ]
                       },
                       {
-                        "group": "\ucf54\ub529 \ub3c4\uad6c",
+                        "group": "코딩 도구",
                         "icon": "terminal",
                         "pages": [
                           "ko/guides/coding-tools/agents-md"
                         ]
                       },
                       {
-                        "group": "\uace0\uae09",
+                        "group": "고급",
                         "icon": "gear",
                         "pages": [
                           "ko/guides/advanced/customizing-prompts",
@@ -8061,7 +9454,7 @@
                         ]
                       },
                       {
-                        "group": "\ub9c8\uc774\uadf8\ub808\uc774\uc158",
+                        "group": "마이그레이션",
                         "icon": "shuffle",
                         "pages": [
                           "ko/guides/migration/migrating-from-langgraph"
@@ -8070,7 +9463,7 @@
                     ]
                   },
                   {
-                    "group": "\ud575\uc2ec \uac1c\ub150",
+                    "group": "핵심 개념",
                     "pages": [
                       "ko/concepts/agents",
                       "ko/concepts/tasks",
@@ -8094,7 +9487,7 @@
                     ]
                   },
                   {
-                    "group": "MCP \ud1b5\ud569",
+                    "group": "MCP 통합",
                     "pages": [
                       "ko/mcp/overview",
                       "ko/mcp/dsl-integration",
@@ -8106,11 +9499,11 @@
                     ]
                   },
                   {
-                    "group": "\ub3c4\uad6c (Tools)",
+                    "group": "도구 (Tools)",
                     "pages": [
                       "ko/tools/overview",
                       {
-                        "group": "\ud30c\uc77c & \ubb38\uc11c",
+                        "group": "파일 & 문서",
                         "icon": "folder-open",
                         "pages": [
                           "ko/tools/file-document/overview",
@@ -8130,7 +9523,7 @@
                         ]
                       },
                       {
-                        "group": "\uc6f9 \uc2a4\ud06c\ub798\ud551 & \ube0c\ub77c\uc6b0\uc9d5",
+                        "group": "웹 스크래핑 & 브라우징",
                         "icon": "globe",
                         "pages": [
                           "ko/tools/web-scraping/overview",
@@ -8150,7 +9543,7 @@
                         ]
                       },
                       {
-                        "group": "\uac80\uc0c9 \ubc0f \uc5f0\uad6c",
+                        "group": "검색 및 연구",
                         "icon": "magnifying-glass",
                         "pages": [
                           "ko/tools/search-research/overview",
@@ -8172,7 +9565,7 @@
                         ]
                       },
                       {
-                        "group": "\ub370\uc774\ud130\ubca0\uc774\uc2a4 & \ub370\uc774\ud130",
+                        "group": "데이터베이스 & 데이터",
                         "icon": "database",
                         "pages": [
                           "ko/tools/database-data/overview",
@@ -8187,7 +9580,7 @@
                         ]
                       },
                       {
-                        "group": "\uc778\uacf5\uc9c0\ub2a5 & \uba38\uc2e0\ub7ec\ub2dd",
+                        "group": "인공지능 & 머신러닝",
                         "icon": "brain",
                         "pages": [
                           "ko/tools/ai-ml/overview",
@@ -8201,7 +9594,7 @@
                         ]
                       },
                       {
-                        "group": "\ud074\ub77c\uc6b0\ub4dc & \uc2a4\ud1a0\ub9ac\uc9c0",
+                        "group": "클라우드 & 스토리지",
                         "icon": "cloud",
                         "pages": [
                           "ko/tools/cloud-storage/overview",
@@ -8220,7 +9613,7 @@
                         ]
                       },
                       {
-                        "group": "\uc790\ub3d9\ud654",
+                        "group": "자동화",
                         "icon": "bolt",
                         "pages": [
                           "ko/tools/automation/overview",
@@ -8255,7 +9648,7 @@
                     ]
                   },
                   {
-                    "group": "\ud559\uc2b5",
+                    "group": "학습",
                     "pages": [
                       "ko/learn/overview",
                       "ko/learn/llm-selection-guide",
@@ -8292,17 +9685,17 @@
                 ]
               },
               {
-                "tab": "\uc5d4\ud130\ud504\ub77c\uc774\uc988",
+                "tab": "엔터프라이즈",
                 "icon": "briefcase",
                 "groups": [
                   {
-                    "group": "\uc2dc\uc791 \uc548\ub0b4",
+                    "group": "시작 안내",
                     "pages": [
                       "ko/enterprise/introduction"
                     ]
                   },
                   {
-                    "group": "\ube4c\ub4dc",
+                    "group": "빌드",
                     "pages": [
                       "ko/enterprise/features/automations",
                       "ko/enterprise/features/crew-studio",
@@ -8313,7 +9706,7 @@
                     ]
                   },
                   {
-                    "group": "\uc6b4\uc601",
+                    "group": "운영",
                     "pages": [
                       "ko/enterprise/features/traces",
                       "ko/enterprise/features/webhook-streaming",
@@ -8322,13 +9715,13 @@
                     ]
                   },
                   {
-                    "group": "\uad00\ub9ac",
+                    "group": "관리",
                     "pages": [
                       "ko/enterprise/features/rbac"
                     ]
                   },
                   {
-                    "group": "\ud1b5\ud569 \ubb38\uc11c",
+                    "group": "통합 문서",
                     "pages": [
                       "ko/enterprise/integrations/asana",
                       "ko/enterprise/integrations/box",
@@ -8379,7 +9772,7 @@
                     ]
                   },
                   {
-                    "group": "\ud2b8\ub9ac\uac70",
+                    "group": "트리거",
                     "pages": [
                       "ko/enterprise/guides/automation-triggers",
                       "ko/enterprise/guides/gmail-trigger",
@@ -8395,7 +9788,7 @@
                     ]
                   },
                   {
-                    "group": "\ud559\uc2b5 \uc790\uc6d0",
+                    "group": "학습 자원",
                     "pages": [
                       "ko/enterprise/resources/frequently-asked-questions"
                     ]
@@ -8403,11 +9796,11 @@
                 ]
               },
               {
-                "tab": "API \ub808\ud37c\ub7f0\uc2a4",
+                "tab": "API 레퍼런스",
                 "icon": "magnifying-glass",
                 "groups": [
                   {
-                    "group": "\uc2dc\uc791 \uc548\ub0b4",
+                    "group": "시작 안내",
                     "pages": [
                       "ko/api-reference/introduction",
                       "ko/api-reference/inputs",
@@ -8419,11 +9812,11 @@
                 ]
               },
               {
-                "tab": "\uc608\uc2dc",
+                "tab": "예시",
                 "icon": "code",
                 "groups": [
                   {
-                    "group": "\uc608\uc2dc",
+                    "group": "예시",
                     "pages": [
                       "ko/examples/example",
                       "ko/examples/cookbooks"
@@ -8432,11 +9825,11 @@
                 ]
               },
               {
-                "tab": "\ubcc0\uacbd \ub85c\uadf8",
+                "tab": "변경 로그",
                 "icon": "clock",
                 "groups": [
                   {
-                    "group": "\ub9b4\ub9ac\uc2a4 \ub178\ud2b8",
+                    "group": "릴리스 노트",
                     "pages": [
                       "ko/changelog"
                     ]
@@ -8449,11 +9842,11 @@
             "version": "v1.11.0",
             "tabs": [
               {
-                "tab": "\ud648",
+                "tab": "홈",
                 "icon": "house",
                 "groups": [
                   {
-                    "group": "\ud658\uc601\ud569\ub2c8\ub2e4",
+                    "group": "환영합니다",
                     "pages": [
                       "ko/index"
                     ]
@@ -8461,11 +9854,11 @@
                 ]
               },
               {
-                "tab": "\uae30\uc220 \ubb38\uc11c",
+                "tab": "기술 문서",
                 "icon": "book-open",
                 "groups": [
                   {
-                    "group": "\uc2dc\uc791 \uc548\ub0b4",
+                    "group": "시작 안내",
                     "pages": [
                       "ko/introduction",
                       "ko/installation",
@@ -8473,31 +9866,31 @@
                     ]
                   },
                   {
-                    "group": "\uac00\uc774\ub4dc",
+                    "group": "가이드",
                     "pages": [
                       {
-                        "group": "\uc804\ub7b5",
+                        "group": "전략",
                         "icon": "compass",
                         "pages": [
                           "ko/guides/concepts/evaluating-use-cases"
                         ]
                       },
                       {
-                        "group": "\uc5d0\uc774\uc804\ud2b8 (Agents)",
+                        "group": "에이전트 (Agents)",
                         "icon": "user",
                         "pages": [
                           "ko/guides/agents/crafting-effective-agents"
                         ]
                       },
                       {
-                        "group": "\ud06c\ub8e8 (Crews)",
+                        "group": "크루 (Crews)",
                         "icon": "users",
                         "pages": [
                           "ko/guides/crews/first-crew"
                         ]
                       },
                       {
-                        "group": "\ud50c\ub85c\uc6b0 (Flows)",
+                        "group": "플로우 (Flows)",
                         "icon": "code-branch",
                         "pages": [
                           "ko/guides/flows/first-flow",
@@ -8505,21 +9898,21 @@
                         ]
                       },
                       {
-                        "group": "\ub3c4\uad6c",
+                        "group": "도구",
                         "icon": "wrench",
                         "pages": [
                           "ko/guides/tools/publish-custom-tools"
                         ]
                       },
                       {
-                        "group": "\ucf54\ub529 \ub3c4\uad6c",
+                        "group": "코딩 도구",
                         "icon": "terminal",
                         "pages": [
                           "ko/guides/coding-tools/agents-md"
                         ]
                       },
                       {
-                        "group": "\uace0\uae09",
+                        "group": "고급",
                         "icon": "gear",
                         "pages": [
                           "ko/guides/advanced/customizing-prompts",
@@ -8527,7 +9920,7 @@
                         ]
                       },
                       {
-                        "group": "\ub9c8\uc774\uadf8\ub808\uc774\uc158",
+                        "group": "마이그레이션",
                         "icon": "shuffle",
                         "pages": [
                           "ko/guides/migration/migrating-from-langgraph"
@@ -8536,7 +9929,7 @@
                     ]
                   },
                   {
-                    "group": "\ud575\uc2ec \uac1c\ub150",
+                    "group": "핵심 개념",
                     "pages": [
                       "ko/concepts/agents",
                       "ko/concepts/tasks",
@@ -8559,7 +9952,7 @@
                     ]
                   },
                   {
-                    "group": "MCP \ud1b5\ud569",
+                    "group": "MCP 통합",
                     "pages": [
                       "ko/mcp/overview",
                       "ko/mcp/dsl-integration",
@@ -8571,11 +9964,11 @@
                     ]
                   },
                   {
-                    "group": "\ub3c4\uad6c (Tools)",
+                    "group": "도구 (Tools)",
                     "pages": [
                       "ko/tools/overview",
                       {
-                        "group": "\ud30c\uc77c & \ubb38\uc11c",
+                        "group": "파일 & 문서",
                         "icon": "folder-open",
                         "pages": [
                           "ko/tools/file-document/overview",
@@ -8595,7 +9988,7 @@
                         ]
                       },
                       {
-                        "group": "\uc6f9 \uc2a4\ud06c\ub798\ud551 & \ube0c\ub77c\uc6b0\uc9d5",
+                        "group": "웹 스크래핑 & 브라우징",
                         "icon": "globe",
                         "pages": [
                           "ko/tools/web-scraping/overview",
@@ -8615,7 +10008,7 @@
                         ]
                       },
                       {
-                        "group": "\uac80\uc0c9 \ubc0f \uc5f0\uad6c",
+                        "group": "검색 및 연구",
                         "icon": "magnifying-glass",
                         "pages": [
                           "ko/tools/search-research/overview",
@@ -8637,7 +10030,7 @@
                         ]
                       },
                       {
-                        "group": "\ub370\uc774\ud130\ubca0\uc774\uc2a4 & \ub370\uc774\ud130",
+                        "group": "데이터베이스 & 데이터",
                         "icon": "database",
                         "pages": [
                           "ko/tools/database-data/overview",
@@ -8652,7 +10045,7 @@
                         ]
                       },
                       {
-                        "group": "\uc778\uacf5\uc9c0\ub2a5 & \uba38\uc2e0\ub7ec\ub2dd",
+                        "group": "인공지능 & 머신러닝",
                         "icon": "brain",
                         "pages": [
                           "ko/tools/ai-ml/overview",
@@ -8666,7 +10059,7 @@
                         ]
                       },
                       {
-                        "group": "\ud074\ub77c\uc6b0\ub4dc & \uc2a4\ud1a0\ub9ac\uc9c0",
+                        "group": "클라우드 & 스토리지",
                         "icon": "cloud",
                         "pages": [
                           "ko/tools/cloud-storage/overview",
@@ -8685,7 +10078,7 @@
                         ]
                       },
                       {
-                        "group": "\uc790\ub3d9\ud654",
+                        "group": "자동화",
                         "icon": "bolt",
                         "pages": [
                           "ko/tools/automation/overview",
@@ -8720,7 +10113,7 @@
                     ]
                   },
                   {
-                    "group": "\ud559\uc2b5",
+                    "group": "학습",
                     "pages": [
                       "ko/learn/overview",
                       "ko/learn/llm-selection-guide",
@@ -8757,17 +10150,17 @@
                 ]
               },
               {
-                "tab": "\uc5d4\ud130\ud504\ub77c\uc774\uc988",
+                "tab": "엔터프라이즈",
                 "icon": "briefcase",
                 "groups": [
                   {
-                    "group": "\uc2dc\uc791 \uc548\ub0b4",
+                    "group": "시작 안내",
                     "pages": [
                       "ko/enterprise/introduction"
                     ]
                   },
                   {
-                    "group": "\ube4c\ub4dc",
+                    "group": "빌드",
                     "pages": [
                       "ko/enterprise/features/automations",
                       "ko/enterprise/features/crew-studio",
@@ -8778,7 +10171,7 @@
                     ]
                   },
                   {
-                    "group": "\uc6b4\uc601",
+                    "group": "운영",
                     "pages": [
                       "ko/enterprise/features/traces",
                       "ko/enterprise/features/webhook-streaming",
@@ -8787,13 +10180,13 @@
                     ]
                   },
                   {
-                    "group": "\uad00\ub9ac",
+                    "group": "관리",
                     "pages": [
                       "ko/enterprise/features/rbac"
                     ]
                   },
                   {
-                    "group": "\ud1b5\ud569 \ubb38\uc11c",
+                    "group": "통합 문서",
                     "pages": [
                       "ko/enterprise/integrations/asana",
                       "ko/enterprise/integrations/box",
@@ -8844,7 +10237,7 @@
                     ]
                   },
                   {
-                    "group": "\ud2b8\ub9ac\uac70",
+                    "group": "트리거",
                     "pages": [
                       "ko/enterprise/guides/automation-triggers",
                       "ko/enterprise/guides/gmail-trigger",
@@ -8860,7 +10253,7 @@
                     ]
                   },
                   {
-                    "group": "\ud559\uc2b5 \uc790\uc6d0",
+                    "group": "학습 자원",
                     "pages": [
                       "ko/enterprise/resources/frequently-asked-questions"
                     ]
@@ -8868,11 +10261,11 @@
                 ]
               },
               {
-                "tab": "API \ub808\ud37c\ub7f0\uc2a4",
+                "tab": "API 레퍼런스",
                 "icon": "magnifying-glass",
                 "groups": [
                   {
-                    "group": "\uc2dc\uc791 \uc548\ub0b4",
+                    "group": "시작 안내",
                     "pages": [
                       "ko/api-reference/introduction",
                       "ko/api-reference/inputs",
@@ -8884,11 +10277,11 @@
                 ]
               },
               {
-                "tab": "\uc608\uc2dc",
+                "tab": "예시",
                 "icon": "code",
                 "groups": [
                   {
-                    "group": "\uc608\uc2dc",
+                    "group": "예시",
                     "pages": [
                       "ko/examples/example",
                       "ko/examples/cookbooks"
@@ -8897,11 +10290,11 @@
                 ]
               },
               {
-                "tab": "\ubcc0\uacbd \ub85c\uadf8",
+                "tab": "변경 로그",
                 "icon": "clock",
                 "groups": [
                   {
-                    "group": "\ub9b4\ub9ac\uc2a4 \ub178\ud2b8",
+                    "group": "릴리스 노트",
                     "pages": [
                       "ko/changelog"
                     ]
@@ -8914,11 +10307,11 @@
             "version": "v1.10.1",
             "tabs": [
               {
-                "tab": "\ud648",
+                "tab": "홈",
                 "icon": "house",
                 "groups": [
                   {
-                    "group": "\ud658\uc601\ud569\ub2c8\ub2e4",
+                    "group": "환영합니다",
                     "pages": [
                       "ko/index"
                     ]
@@ -8926,11 +10319,11 @@
                 ]
               },
               {
-                "tab": "\uae30\uc220 \ubb38\uc11c",
+                "tab": "기술 문서",
                 "icon": "book-open",
                 "groups": [
                   {
-                    "group": "\uc2dc\uc791 \uc548\ub0b4",
+                    "group": "시작 안내",
                     "pages": [
                       "ko/introduction",
                       "ko/installation",
@@ -8938,31 +10331,31 @@
                     ]
                   },
                   {
-                    "group": "\uac00\uc774\ub4dc",
+                    "group": "가이드",
                     "pages": [
                       {
-                        "group": "\uc804\ub7b5",
+                        "group": "전략",
                         "icon": "compass",
                         "pages": [
                           "ko/guides/concepts/evaluating-use-cases"
                         ]
                       },
                       {
-                        "group": "\uc5d0\uc774\uc804\ud2b8 (Agents)",
+                        "group": "에이전트 (Agents)",
                         "icon": "user",
                         "pages": [
                           "ko/guides/agents/crafting-effective-agents"
                         ]
                       },
                       {
-                        "group": "\ud06c\ub8e8 (Crews)",
+                        "group": "크루 (Crews)",
                         "icon": "users",
                         "pages": [
                           "ko/guides/crews/first-crew"
                         ]
                       },
                       {
-                        "group": "\ud50c\ub85c\uc6b0 (Flows)",
+                        "group": "플로우 (Flows)",
                         "icon": "code-branch",
                         "pages": [
                           "ko/guides/flows/first-flow",
@@ -8970,21 +10363,21 @@
                         ]
                       },
                       {
-                        "group": "\ub3c4\uad6c",
+                        "group": "도구",
                         "icon": "wrench",
                         "pages": [
                           "ko/guides/tools/publish-custom-tools"
                         ]
                       },
                       {
-                        "group": "\ucf54\ub529 \ub3c4\uad6c",
+                        "group": "코딩 도구",
                         "icon": "terminal",
                         "pages": [
                           "ko/guides/coding-tools/agents-md"
                         ]
                       },
                       {
-                        "group": "\uace0\uae09",
+                        "group": "고급",
                         "icon": "gear",
                         "pages": [
                           "ko/guides/advanced/customizing-prompts",
@@ -8992,7 +10385,7 @@
                         ]
                       },
                       {
-                        "group": "\ub9c8\uc774\uadf8\ub808\uc774\uc158",
+                        "group": "마이그레이션",
                         "icon": "shuffle",
                         "pages": [
                           "ko/guides/migration/migrating-from-langgraph"
@@ -9001,7 +10394,7 @@
                     ]
                   },
                   {
-                    "group": "\ud575\uc2ec \uac1c\ub150",
+                    "group": "핵심 개념",
                     "pages": [
                       "ko/concepts/agents",
                       "ko/concepts/tasks",
@@ -9024,7 +10417,7 @@
                     ]
                   },
                   {
-                    "group": "MCP \ud1b5\ud569",
+                    "group": "MCP 통합",
                     "pages": [
                       "ko/mcp/overview",
                       "ko/mcp/dsl-integration",
@@ -9036,11 +10429,11 @@
                     ]
                   },
                   {
-                    "group": "\ub3c4\uad6c (Tools)",
+                    "group": "도구 (Tools)",
                     "pages": [
                       "ko/tools/overview",
                       {
-                        "group": "\ud30c\uc77c & \ubb38\uc11c",
+                        "group": "파일 & 문서",
                         "icon": "folder-open",
                         "pages": [
                           "ko/tools/file-document/overview",
@@ -9060,7 +10453,7 @@
                         ]
                       },
                       {
-                        "group": "\uc6f9 \uc2a4\ud06c\ub798\ud551 & \ube0c\ub77c\uc6b0\uc9d5",
+                        "group": "웹 스크래핑 & 브라우징",
                         "icon": "globe",
                         "pages": [
                           "ko/tools/web-scraping/overview",
@@ -9080,7 +10473,7 @@
                         ]
                       },
                       {
-                        "group": "\uac80\uc0c9 \ubc0f \uc5f0\uad6c",
+                        "group": "검색 및 연구",
                         "icon": "magnifying-glass",
                         "pages": [
                           "ko/tools/search-research/overview",
@@ -9102,7 +10495,7 @@
                         ]
                       },
                       {
-                        "group": "\ub370\uc774\ud130\ubca0\uc774\uc2a4 & \ub370\uc774\ud130",
+                        "group": "데이터베이스 & 데이터",
                         "icon": "database",
                         "pages": [
                           "ko/tools/database-data/overview",
@@ -9117,7 +10510,7 @@
                         ]
                       },
                       {
-                        "group": "\uc778\uacf5\uc9c0\ub2a5 & \uba38\uc2e0\ub7ec\ub2dd",
+                        "group": "인공지능 & 머신러닝",
                         "icon": "brain",
                         "pages": [
                           "ko/tools/ai-ml/overview",
@@ -9131,7 +10524,7 @@
                         ]
                       },
                       {
-                        "group": "\ud074\ub77c\uc6b0\ub4dc & \uc2a4\ud1a0\ub9ac\uc9c0",
+                        "group": "클라우드 & 스토리지",
                         "icon": "cloud",
                         "pages": [
                           "ko/tools/cloud-storage/overview",
@@ -9150,7 +10543,7 @@
                         ]
                       },
                       {
-                        "group": "\uc790\ub3d9\ud654",
+                        "group": "자동화",
                         "icon": "bolt",
                         "pages": [
                           "ko/tools/automation/overview",
@@ -9185,7 +10578,7 @@
                     ]
                   },
                   {
-                    "group": "\ud559\uc2b5",
+                    "group": "학습",
                     "pages": [
                       "ko/learn/overview",
                       "ko/learn/llm-selection-guide",
@@ -9222,17 +10615,17 @@
                 ]
               },
               {
-                "tab": "\uc5d4\ud130\ud504\ub77c\uc774\uc988",
+                "tab": "엔터프라이즈",
                 "icon": "briefcase",
                 "groups": [
                   {
-                    "group": "\uc2dc\uc791 \uc548\ub0b4",
+                    "group": "시작 안내",
                     "pages": [
                       "ko/enterprise/introduction"
                     ]
                   },
                   {
-                    "group": "\ube4c\ub4dc",
+                    "group": "빌드",
                     "pages": [
                       "ko/enterprise/features/automations",
                       "ko/enterprise/features/crew-studio",
@@ -9243,7 +10636,7 @@
                     ]
                   },
                   {
-                    "group": "\uc6b4\uc601",
+                    "group": "운영",
                     "pages": [
                       "ko/enterprise/features/traces",
                       "ko/enterprise/features/webhook-streaming",
@@ -9252,13 +10645,13 @@
                     ]
                   },
                   {
-                    "group": "\uad00\ub9ac",
+                    "group": "관리",
                     "pages": [
                       "ko/enterprise/features/rbac"
                     ]
                   },
                   {
-                    "group": "\ud1b5\ud569 \ubb38\uc11c",
+                    "group": "통합 문서",
                     "pages": [
                       "ko/enterprise/integrations/asana",
                       "ko/enterprise/integrations/box",
@@ -9309,7 +10702,7 @@
                     ]
                   },
                   {
-                    "group": "\ud2b8\ub9ac\uac70",
+                    "group": "트리거",
                     "pages": [
                       "ko/enterprise/guides/automation-triggers",
                       "ko/enterprise/guides/gmail-trigger",
@@ -9325,7 +10718,7 @@
                     ]
                   },
                   {
-                    "group": "\ud559\uc2b5 \uc790\uc6d0",
+                    "group": "학습 자원",
                     "pages": [
                       "ko/enterprise/resources/frequently-asked-questions"
                     ]
@@ -9333,11 +10726,11 @@
                 ]
               },
               {
-                "tab": "API \ub808\ud37c\ub7f0\uc2a4",
+                "tab": "API 레퍼런스",
                 "icon": "magnifying-glass",
                 "groups": [
                   {
-                    "group": "\uc2dc\uc791 \uc548\ub0b4",
+                    "group": "시작 안내",
                     "pages": [
                       "ko/api-reference/introduction",
                       "ko/api-reference/inputs",
@@ -9349,11 +10742,11 @@
                 ]
               },
               {
-                "tab": "\uc608\uc2dc",
+                "tab": "예시",
                 "icon": "code",
                 "groups": [
                   {
-                    "group": "\uc608\uc2dc",
+                    "group": "예시",
                     "pages": [
                       "ko/examples/example",
                       "ko/examples/cookbooks"
@@ -9362,11 +10755,11 @@
                 ]
               },
               {
-                "tab": "\ubcc0\uacbd \ub85c\uadf8",
+                "tab": "변경 로그",
                 "icon": "clock",
                 "groups": [
                   {
-                    "group": "\ub9b4\ub9ac\uc2a4 \ub178\ud2b8",
+                    "group": "릴리스 노트",
                     "pages": [
                       "ko/changelog"
                     ]
@@ -9379,11 +10772,11 @@
             "version": "v1.10.0",
             "tabs": [
               {
-                "tab": "\ud648",
+                "tab": "홈",
                 "icon": "house",
                 "groups": [
                   {
-                    "group": "\ud658\uc601\ud569\ub2c8\ub2e4",
+                    "group": "환영합니다",
                     "pages": [
                       "ko/index"
                     ]
@@ -9391,11 +10784,11 @@
                 ]
               },
               {
-                "tab": "\uae30\uc220 \ubb38\uc11c",
+                "tab": "기술 문서",
                 "icon": "book-open",
                 "groups": [
                   {
-                    "group": "\uc2dc\uc791 \uc548\ub0b4",
+                    "group": "시작 안내",
                     "pages": [
                       "ko/introduction",
                       "ko/installation",
@@ -9403,31 +10796,31 @@
                     ]
                   },
                   {
-                    "group": "\uac00\uc774\ub4dc",
+                    "group": "가이드",
                     "pages": [
                       {
-                        "group": "\uc804\ub7b5",
+                        "group": "전략",
                         "icon": "compass",
                         "pages": [
                           "ko/guides/concepts/evaluating-use-cases"
                         ]
                       },
                       {
-                        "group": "\uc5d0\uc774\uc804\ud2b8 (Agents)",
+                        "group": "에이전트 (Agents)",
                         "icon": "user",
                         "pages": [
                           "ko/guides/agents/crafting-effective-agents"
                         ]
                       },
                       {
-                        "group": "\ud06c\ub8e8 (Crews)",
+                        "group": "크루 (Crews)",
                         "icon": "users",
                         "pages": [
                           "ko/guides/crews/first-crew"
                         ]
                       },
                       {
-                        "group": "\ud50c\ub85c\uc6b0 (Flows)",
+                        "group": "플로우 (Flows)",
                         "icon": "code-branch",
                         "pages": [
                           "ko/guides/flows/first-flow",
@@ -9435,21 +10828,21 @@
                         ]
                       },
                       {
-                        "group": "\ub3c4\uad6c",
+                        "group": "도구",
                         "icon": "wrench",
                         "pages": [
                           "ko/guides/tools/publish-custom-tools"
                         ]
                       },
                       {
-                        "group": "\ucf54\ub529 \ub3c4\uad6c",
+                        "group": "코딩 도구",
                         "icon": "terminal",
                         "pages": [
                           "ko/guides/coding-tools/agents-md"
                         ]
                       },
                       {
-                        "group": "\uace0\uae09",
+                        "group": "고급",
                         "icon": "gear",
                         "pages": [
                           "ko/guides/advanced/customizing-prompts",
@@ -9457,7 +10850,7 @@
                         ]
                       },
                       {
-                        "group": "\ub9c8\uc774\uadf8\ub808\uc774\uc158",
+                        "group": "마이그레이션",
                         "icon": "shuffle",
                         "pages": [
                           "ko/guides/migration/migrating-from-langgraph"
@@ -9466,7 +10859,7 @@
                     ]
                   },
                   {
-                    "group": "\ud575\uc2ec \uac1c\ub150",
+                    "group": "핵심 개념",
                     "pages": [
                       "ko/concepts/agents",
                       "ko/concepts/tasks",
@@ -9490,7 +10883,7 @@
                     ]
                   },
                   {
-                    "group": "MCP \ud1b5\ud569",
+                    "group": "MCP 통합",
                     "pages": [
                       "ko/mcp/overview",
                       "ko/mcp/dsl-integration",
@@ -9502,11 +10895,11 @@
                     ]
                   },
                   {
-                    "group": "\ub3c4\uad6c (Tools)",
+                    "group": "도구 (Tools)",
                     "pages": [
                       "ko/tools/overview",
                       {
-                        "group": "\ud30c\uc77c & \ubb38\uc11c",
+                        "group": "파일 & 문서",
                         "icon": "folder-open",
                         "pages": [
                           "ko/tools/file-document/overview",
@@ -9526,7 +10919,7 @@
                         ]
                       },
                       {
-                        "group": "\uc6f9 \uc2a4\ud06c\ub798\ud551 & \ube0c\ub77c\uc6b0\uc9d5",
+                        "group": "웹 스크래핑 & 브라우징",
                         "icon": "globe",
                         "pages": [
                           "ko/tools/web-scraping/overview",
@@ -9546,7 +10939,7 @@
                         ]
                       },
                       {
-                        "group": "\uac80\uc0c9 \ubc0f \uc5f0\uad6c",
+                        "group": "검색 및 연구",
                         "icon": "magnifying-glass",
                         "pages": [
                           "ko/tools/search-research/overview",
@@ -9568,7 +10961,7 @@
                         ]
                       },
                       {
-                        "group": "\ub370\uc774\ud130\ubca0\uc774\uc2a4 & \ub370\uc774\ud130",
+                        "group": "데이터베이스 & 데이터",
                         "icon": "database",
                         "pages": [
                           "ko/tools/database-data/overview",
@@ -9583,7 +10976,7 @@
                         ]
                       },
                       {
-                        "group": "\uc778\uacf5\uc9c0\ub2a5 & \uba38\uc2e0\ub7ec\ub2dd",
+                        "group": "인공지능 & 머신러닝",
                         "icon": "brain",
                         "pages": [
                           "ko/tools/ai-ml/overview",
@@ -9597,7 +10990,7 @@
                         ]
                       },
                       {
-                        "group": "\ud074\ub77c\uc6b0\ub4dc & \uc2a4\ud1a0\ub9ac\uc9c0",
+                        "group": "클라우드 & 스토리지",
                         "icon": "cloud",
                         "pages": [
                           "ko/tools/cloud-storage/overview",
@@ -9616,7 +11009,7 @@
                         ]
                       },
                       {
-                        "group": "\uc790\ub3d9\ud654",
+                        "group": "자동화",
                         "icon": "bolt",
                         "pages": [
                           "ko/tools/automation/overview",
@@ -9651,7 +11044,7 @@
                     ]
                   },
                   {
-                    "group": "\ud559\uc2b5",
+                    "group": "학습",
                     "pages": [
                       "ko/learn/overview",
                       "ko/learn/llm-selection-guide",
@@ -9688,17 +11081,17 @@
                 ]
               },
               {
-                "tab": "\uc5d4\ud130\ud504\ub77c\uc774\uc988",
+                "tab": "엔터프라이즈",
                 "icon": "briefcase",
                 "groups": [
                   {
-                    "group": "\uc2dc\uc791 \uc548\ub0b4",
+                    "group": "시작 안내",
                     "pages": [
                       "ko/enterprise/introduction"
                     ]
                   },
                   {
-                    "group": "\ube4c\ub4dc",
+                    "group": "빌드",
                     "pages": [
                       "ko/enterprise/features/automations",
                       "ko/enterprise/features/crew-studio",
@@ -9709,7 +11102,7 @@
                     ]
                   },
                   {
-                    "group": "\uc6b4\uc601",
+                    "group": "운영",
                     "pages": [
                       "ko/enterprise/features/traces",
                       "ko/enterprise/features/webhook-streaming",
@@ -9718,13 +11111,13 @@
                     ]
                   },
                   {
-                    "group": "\uad00\ub9ac",
+                    "group": "관리",
                     "pages": [
                       "ko/enterprise/features/rbac"
                     ]
                   },
                   {
-                    "group": "\ud1b5\ud569 \ubb38\uc11c",
+                    "group": "통합 문서",
                     "pages": [
                       "ko/enterprise/integrations/asana",
                       "ko/enterprise/integrations/box",
@@ -9775,7 +11168,7 @@
                     ]
                   },
                   {
-                    "group": "\ud2b8\ub9ac\uac70",
+                    "group": "트리거",
                     "pages": [
                       "ko/enterprise/guides/automation-triggers",
                       "ko/enterprise/guides/gmail-trigger",
@@ -9791,7 +11184,7 @@
                     ]
                   },
                   {
-                    "group": "\ud559\uc2b5 \uc790\uc6d0",
+                    "group": "학습 자원",
                     "pages": [
                       "ko/enterprise/resources/frequently-asked-questions"
                     ]
@@ -9799,11 +11192,11 @@
                 ]
               },
               {
-                "tab": "API \ub808\ud37c\ub7f0\uc2a4",
+                "tab": "API 레퍼런스",
                 "icon": "magnifying-glass",
                 "groups": [
                   {
-                    "group": "\uc2dc\uc791 \uc548\ub0b4",
+                    "group": "시작 안내",
                     "pages": [
                       "ko/api-reference/introduction",
                       "ko/api-reference/inputs",
@@ -9815,11 +11208,11 @@
                 ]
               },
               {
-                "tab": "\uc608\uc2dc",
+                "tab": "예시",
                 "icon": "code",
                 "groups": [
                   {
-                    "group": "\uc608\uc2dc",
+                    "group": "예시",
                     "pages": [
                       "ko/examples/example",
                       "ko/examples/cookbooks"
@@ -9828,11 +11221,11 @@
                 ]
               },
               {
-                "tab": "\ubcc0\uacbd \ub85c\uadf8",
+                "tab": "변경 로그",
                 "icon": "clock",
                 "groups": [
                   {
-                    "group": "\ub9b4\ub9ac\uc2a4 \ub178\ud2b8",
+                    "group": "릴리스 노트",
                     "pages": [
                       "ko/changelog"
                     ]
@@ -9848,17 +11241,17 @@
         "global": {
           "anchors": [
             {
-              "anchor": "\u0627\u0644\u0645\u0648\u0642\u0639",
+              "anchor": "الموقع",
               "href": "https://crewai.com",
               "icon": "globe"
             },
             {
-              "anchor": "\u0627\u0644\u0645\u0646\u062a\u062f\u0649",
+              "anchor": "المنتدى",
               "href": "https://community.crewai.com",
               "icon": "discourse"
             },
             {
-              "anchor": "\u0627\u0644\u0645\u062f\u0648\u0651\u0646\u0629",
+              "anchor": "المدوّنة",
               "href": "https://blog.crewai.com",
               "icon": "newspaper"
             },
@@ -9871,15 +11264,15 @@
         },
         "versions": [
           {
-            "version": "v1.12.2",
+            "version": "v1.13.0",
             "default": true,
             "tabs": [
               {
-                "tab": "\u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629",
+                "tab": "الرئيسية",
                 "icon": "house",
                 "groups": [
                   {
-                    "group": "\u0645\u0631\u062d\u0628\u0627\u064b",
+                    "group": "مرحباً",
                     "pages": [
                       "ar/index"
                     ]
@@ -9887,11 +11280,11 @@
                 ]
               },
               {
-                "tab": "\u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u062a\u0648\u062b\u064a\u0642",
+                "tab": "التقنية التوثيق",
                 "icon": "book-open",
                 "groups": [
                   {
-                    "group": "\u0627\u0644\u0628\u062f\u0621",
+                    "group": "البدء",
                     "pages": [
                       "ar/introduction",
                       "ar/installation",
@@ -9899,31 +11292,31 @@
                     ]
                   },
                   {
-                    "group": "\u0627\u0644\u0623\u062f\u0644\u0651\u0629",
+                    "group": "الأدلّة",
                     "pages": [
                       {
-                        "group": "\u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629",
+                        "group": "الاستراتيجية",
                         "icon": "compass",
                         "pages": [
                           "ar/guides/concepts/evaluating-use-cases"
                         ]
                       },
                       {
-                        "group": "\u0627\u0644\u0648\u0643\u0644\u0627\u0621",
+                        "group": "الوكلاء",
                         "icon": "user",
                         "pages": [
                           "ar/guides/agents/crafting-effective-agents"
                         ]
                       },
                       {
-                        "group": "\u0627\u0644\u0637\u0648\u0627\u0642\u0645",
+                        "group": "الطواقم",
                         "icon": "users",
                         "pages": [
                           "ar/guides/crews/first-crew"
                         ]
                       },
                       {
-                        "group": "\u0627\u0644\u062a\u062f\u0641\u0642\u0627\u062a",
+                        "group": "التدفقات",
                         "icon": "code-branch",
                         "pages": [
                           "ar/guides/flows/first-flow",
@@ -9931,21 +11324,21 @@
                         ]
                       },
                       {
-                        "group": "\u0627\u0644\u0623\u062f\u0648\u0627\u062a",
+                        "group": "الأدوات",
                         "icon": "wrench",
                         "pages": [
                           "ar/guides/tools/publish-custom-tools"
                         ]
                       },
                       {
-                        "group": "\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u0629",
+                        "group": "أدوات البرمجة",
                         "icon": "terminal",
                         "pages": [
                           "ar/guides/coding-tools/agents-md"
                         ]
                       },
                       {
-                        "group": "\u0645\u062a\u0642\u062f\u0651\u0645",
+                        "group": "متقدّم",
                         "icon": "gear",
                         "pages": [
                           "ar/guides/advanced/customizing-prompts",
@@ -9953,7 +11346,7 @@
                         ]
                       },
                       {
-                        "group": "\u0627\u0644\u062a\u0631\u062d\u064a\u0644",
+                        "group": "الترحيل",
                         "icon": "shuffle",
                         "pages": [
                           "ar/guides/migration/migrating-from-langgraph"
@@ -9962,7 +11355,7 @@
                     ]
                   },
                   {
-                    "group": "\u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629",
+                    "group": "المفاهيم الأساسية",
                     "pages": [
                       "ar/concepts/agents",
                       "ar/concepts/agent-capabilities",
@@ -9987,7 +11380,7 @@
                     ]
                   },
                   {
-                    "group": "\u062a\u0643\u0627\u0645\u0644 MCP",
+                    "group": "تكامل MCP",
                     "pages": [
                       "ar/mcp/overview",
                       "ar/mcp/dsl-integration",
@@ -9999,11 +11392,11 @@
                     ]
                   },
                   {
-                    "group": "\u0627\u0644\u0623\u062f\u0648\u0627\u062a",
+                    "group": "الأدوات",
                     "pages": [
                       "ar/tools/overview",
                       {
-                        "group": "\u0627\u0644\u0645\u0644\u0641\u0627\u062a \u0648\u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a",
+                        "group": "الملفات والمستندات",
                         "icon": "folder-open",
                         "pages": [
                           "ar/tools/file-document/overview",
@@ -10023,7 +11416,7 @@
                         ]
                       },
                       {
-                        "group": "\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0648\u064a\u0628",
+                        "group": "استخراج بيانات الويب",
                         "icon": "globe",
                         "pages": [
                           "ar/tools/web-scraping/overview",
@@ -10043,7 +11436,7 @@
                         ]
                       },
                       {
-                        "group": "\u0627\u0644\u0628\u062d\u062b \u0648\u0627\u0644\u0627\u0633\u062a\u0643\u0634\u0627\u0641",
+                        "group": "البحث والاستكشاف",
                         "icon": "magnifying-glass",
                         "pages": [
                           "ar/tools/search-research/overview",
@@ -10065,7 +11458,7 @@
                         ]
                       },
                       {
-                        "group": "\u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a",
+                        "group": "قواعد البيانات",
                         "icon": "database",
                         "pages": [
                           "ar/tools/database-data/overview",
@@ -10080,7 +11473,7 @@
                         ]
                       },
                       {
-                        "group": "\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0627\u0644\u062a\u0639\u0644\u0651\u0645 \u0627\u0644\u0622\u0644\u064a",
+                        "group": "الذكاء الاصطناعي والتعلّم الآلي",
                         "icon": "brain",
                         "pages": [
                           "ar/tools/ai-ml/overview",
@@ -10094,7 +11487,7 @@
                         ]
                       },
                       {
-                        "group": "\u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0633\u062d\u0627\u0628\u064a",
+                        "group": "التخزين السحابي",
                         "icon": "cloud",
                         "pages": [
                           "ar/tools/cloud-storage/overview",
@@ -10113,7 +11506,7 @@
                         ]
                       },
                       {
-                        "group": "\u0627\u0644\u0623\u062a\u0645\u062a\u0629",
+                        "group": "الأتمتة",
                         "icon": "bolt",
                         "pages": [
                           "ar/tools/automation/overview",
@@ -10148,7 +11541,7 @@
                     ]
                   },
                   {
-                    "group": "\u0627\u0644\u062a\u0639\u0644\u0651\u0645",
+                    "group": "التعلّم",
                     "pages": [
                       "ar/learn/overview",
                       "ar/learn/llm-selection-guide",
@@ -10185,17 +11578,17 @@
                 ]
               },
               {
-                "tab": "\u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a",
+                "tab": "المؤسسات",
                 "icon": "briefcase",
                 "groups": [
                   {
-                    "group": "\u0627\u0644\u0628\u062f\u0621",
+                    "group": "البدء",
                     "pages": [
                       "ar/enterprise/introduction"
                     ]
                   },
                   {
-                    "group": "\u0627\u0644\u0628\u0646\u0627\u0621",
+                    "group": "البناء",
                     "pages": [
                       "ar/enterprise/features/automations",
                       "ar/enterprise/features/crew-studio",
@@ -10206,7 +11599,7 @@
                     ]
                   },
                   {
-                    "group": "\u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a",
+                    "group": "العمليات",
                     "pages": [
                       "ar/enterprise/features/traces",
                       "ar/enterprise/features/webhook-streaming",
@@ -10215,13 +11608,13 @@
                     ]
                   },
                   {
-                    "group": "\u0627\u0644\u0625\u062f\u0627\u0631\u0629",
+                    "group": "الإدارة",
                     "pages": [
                       "ar/enterprise/features/rbac"
                     ]
                   },
                   {
-                    "group": "\u0627\u0644\u062a\u0643\u0627\u0645\u0644\u0627\u062a",
+                    "group": "التكاملات",
                     "pages": [
                       "ar/enterprise/integrations/asana",
                       "ar/enterprise/integrations/box",
@@ -10272,7 +11665,7 @@
                     ]
                   },
                   {
-                    "group": "\u0627\u0644\u0645\u0634\u063a\u0651\u0644\u0627\u062a",
+                    "group": "المشغّلات",
                     "pages": [
                       "ar/enterprise/guides/automation-triggers",
                       "ar/enterprise/guides/gmail-trigger",
@@ -10288,7 +11681,7 @@
                     ]
                   },
                   {
-                    "group": "\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u062a\u0639\u0644\u0651\u0645",
+                    "group": "موارد التعلّم",
                     "pages": [
                       "ar/enterprise/resources/frequently-asked-questions"
                     ]
@@ -10296,11 +11689,11 @@
                 ]
               },
               {
-                "tab": "API \u0627\u0644\u0645\u0631\u062c\u0639",
+                "tab": "API المرجع",
                 "icon": "magnifying-glass",
                 "groups": [
                   {
-                    "group": "\u0627\u0644\u0628\u062f\u0621",
+                    "group": "البدء",
                     "pages": [
                       "ar/api-reference/introduction",
                       "ar/api-reference/inputs",
@@ -10312,11 +11705,11 @@
                 ]
               },
               {
-                "tab": "\u0623\u0645\u062b\u0644\u0629",
+                "tab": "أمثلة",
                 "icon": "code",
                 "groups": [
                   {
-                    "group": "\u0623\u0645\u062b\u0644\u0629",
+                    "group": "أمثلة",
                     "pages": [
                       "ar/examples/example",
                       "ar/examples/cookbooks"
@@ -10325,11 +11718,478 @@
                 ]
               },
               {
-                "tab": "\u0627\u0644\u062a\u063a\u064a\u064a\u0631\u0627\u062a \u0627\u0644\u0633\u062c\u0644\u0627\u062a",
+                "tab": "التغييرات السجلات",
                 "icon": "clock",
                 "groups": [
                   {
-                    "group": "\u0633\u062c\u0644 \u0627\u0644\u062a\u063a\u064a\u064a\u0631\u0627\u062a",
+                    "group": "سجل التغييرات",
+                    "pages": [
+                      "ar/changelog"
+                    ]
+                  }
+                ]
+              }
+            ]
+          },
+          {
+            "version": "v1.12.2",
+            "tabs": [
+              {
+                "tab": "الرئيسية",
+                "icon": "house",
+                "groups": [
+                  {
+                    "group": "مرحباً",
+                    "pages": [
+                      "ar/index"
+                    ]
+                  }
+                ]
+              },
+              {
+                "tab": "التقنية التوثيق",
+                "icon": "book-open",
+                "groups": [
+                  {
+                    "group": "البدء",
+                    "pages": [
+                      "ar/introduction",
+                      "ar/installation",
+                      "ar/quickstart"
+                    ]
+                  },
+                  {
+                    "group": "الأدلّة",
+                    "pages": [
+                      {
+                        "group": "الاستراتيجية",
+                        "icon": "compass",
+                        "pages": [
+                          "ar/guides/concepts/evaluating-use-cases"
+                        ]
+                      },
+                      {
+                        "group": "الوكلاء",
+                        "icon": "user",
+                        "pages": [
+                          "ar/guides/agents/crafting-effective-agents"
+                        ]
+                      },
+                      {
+                        "group": "الطواقم",
+                        "icon": "users",
+                        "pages": [
+                          "ar/guides/crews/first-crew"
+                        ]
+                      },
+                      {
+                        "group": "التدفقات",
+                        "icon": "code-branch",
+                        "pages": [
+                          "ar/guides/flows/first-flow",
+                          "ar/guides/flows/mastering-flow-state"
+                        ]
+                      },
+                      {
+                        "group": "الأدوات",
+                        "icon": "wrench",
+                        "pages": [
+                          "ar/guides/tools/publish-custom-tools"
+                        ]
+                      },
+                      {
+                        "group": "أدوات البرمجة",
+                        "icon": "terminal",
+                        "pages": [
+                          "ar/guides/coding-tools/agents-md"
+                        ]
+                      },
+                      {
+                        "group": "متقدّم",
+                        "icon": "gear",
+                        "pages": [
+                          "ar/guides/advanced/customizing-prompts",
+                          "ar/guides/advanced/fingerprinting"
+                        ]
+                      },
+                      {
+                        "group": "الترحيل",
+                        "icon": "shuffle",
+                        "pages": [
+                          "ar/guides/migration/migrating-from-langgraph"
+                        ]
+                      }
+                    ]
+                  },
+                  {
+                    "group": "المفاهيم الأساسية",
+                    "pages": [
+                      "ar/concepts/agents",
+                      "ar/concepts/agent-capabilities",
+                      "ar/concepts/tasks",
+                      "ar/concepts/crews",
+                      "ar/concepts/flows",
+                      "ar/concepts/production-architecture",
+                      "ar/concepts/knowledge",
+                      "ar/concepts/skills",
+                      "ar/concepts/llms",
+                      "ar/concepts/files",
+                      "ar/concepts/processes",
+                      "ar/concepts/collaboration",
+                      "ar/concepts/training",
+                      "ar/concepts/memory",
+                      "ar/concepts/reasoning",
+                      "ar/concepts/planning",
+                      "ar/concepts/testing",
+                      "ar/concepts/cli",
+                      "ar/concepts/tools",
+                      "ar/concepts/event-listener"
+                    ]
+                  },
+                  {
+                    "group": "تكامل MCP",
+                    "pages": [
+                      "ar/mcp/overview",
+                      "ar/mcp/dsl-integration",
+                      "ar/mcp/stdio",
+                      "ar/mcp/sse",
+                      "ar/mcp/streamable-http",
+                      "ar/mcp/multiple-servers",
+                      "ar/mcp/security"
+                    ]
+                  },
+                  {
+                    "group": "الأدوات",
+                    "pages": [
+                      "ar/tools/overview",
+                      {
+                        "group": "الملفات والمستندات",
+                        "icon": "folder-open",
+                        "pages": [
+                          "ar/tools/file-document/overview",
+                          "ar/tools/file-document/filereadtool",
+                          "ar/tools/file-document/filewritetool",
+                          "ar/tools/file-document/pdfsearchtool",
+                          "ar/tools/file-document/docxsearchtool",
+                          "ar/tools/file-document/mdxsearchtool",
+                          "ar/tools/file-document/xmlsearchtool",
+                          "ar/tools/file-document/txtsearchtool",
+                          "ar/tools/file-document/jsonsearchtool",
+                          "ar/tools/file-document/csvsearchtool",
+                          "ar/tools/file-document/directorysearchtool",
+                          "ar/tools/file-document/directoryreadtool",
+                          "ar/tools/file-document/ocrtool",
+                          "ar/tools/file-document/pdf-text-writing-tool"
+                        ]
+                      },
+                      {
+                        "group": "استخراج بيانات الويب",
+                        "icon": "globe",
+                        "pages": [
+                          "ar/tools/web-scraping/overview",
+                          "ar/tools/web-scraping/scrapewebsitetool",
+                          "ar/tools/web-scraping/scrapeelementfromwebsitetool",
+                          "ar/tools/web-scraping/scrapflyscrapetool",
+                          "ar/tools/web-scraping/seleniumscrapingtool",
+                          "ar/tools/web-scraping/scrapegraphscrapetool",
+                          "ar/tools/web-scraping/spidertool",
+                          "ar/tools/web-scraping/browserbaseloadtool",
+                          "ar/tools/web-scraping/hyperbrowserloadtool",
+                          "ar/tools/web-scraping/stagehandtool",
+                          "ar/tools/web-scraping/firecrawlcrawlwebsitetool",
+                          "ar/tools/web-scraping/firecrawlscrapewebsitetool",
+                          "ar/tools/web-scraping/oxylabsscraperstool",
+                          "ar/tools/web-scraping/brightdata-tools"
+                        ]
+                      },
+                      {
+                        "group": "البحث والاستكشاف",
+                        "icon": "magnifying-glass",
+                        "pages": [
+                          "ar/tools/search-research/overview",
+                          "ar/tools/search-research/serperdevtool",
+                          "ar/tools/search-research/bravesearchtool",
+                          "ar/tools/search-research/exasearchtool",
+                          "ar/tools/search-research/linkupsearchtool",
+                          "ar/tools/search-research/githubsearchtool",
+                          "ar/tools/search-research/websitesearchtool",
+                          "ar/tools/search-research/codedocssearchtool",
+                          "ar/tools/search-research/youtubechannelsearchtool",
+                          "ar/tools/search-research/youtubevideosearchtool",
+                          "ar/tools/search-research/tavilysearchtool",
+                          "ar/tools/search-research/tavilyextractortool",
+                          "ar/tools/search-research/arxivpapertool",
+                          "ar/tools/search-research/serpapi-googlesearchtool",
+                          "ar/tools/search-research/serpapi-googleshoppingtool",
+                          "ar/tools/search-research/databricks-query-tool"
+                        ]
+                      },
+                      {
+                        "group": "قواعد البيانات",
+                        "icon": "database",
+                        "pages": [
+                          "ar/tools/database-data/overview",
+                          "ar/tools/database-data/mysqltool",
+                          "ar/tools/database-data/pgsearchtool",
+                          "ar/tools/database-data/snowflakesearchtool",
+                          "ar/tools/database-data/nl2sqltool",
+                          "ar/tools/database-data/qdrantvectorsearchtool",
+                          "ar/tools/database-data/weaviatevectorsearchtool",
+                          "ar/tools/database-data/mongodbvectorsearchtool",
+                          "ar/tools/database-data/singlestoresearchtool"
+                        ]
+                      },
+                      {
+                        "group": "الذكاء الاصطناعي والتعلّم الآلي",
+                        "icon": "brain",
+                        "pages": [
+                          "ar/tools/ai-ml/overview",
+                          "ar/tools/ai-ml/dalletool",
+                          "ar/tools/ai-ml/visiontool",
+                          "ar/tools/ai-ml/aimindtool",
+                          "ar/tools/ai-ml/llamaindextool",
+                          "ar/tools/ai-ml/langchaintool",
+                          "ar/tools/ai-ml/ragtool",
+                          "ar/tools/ai-ml/codeinterpretertool"
+                        ]
+                      },
+                      {
+                        "group": "التخزين السحابي",
+                        "icon": "cloud",
+                        "pages": [
+                          "ar/tools/cloud-storage/overview",
+                          "ar/tools/cloud-storage/s3readertool",
+                          "ar/tools/cloud-storage/s3writertool",
+                          "ar/tools/cloud-storage/bedrockkbretriever"
+                        ]
+                      },
+                      {
+                        "group": "Integrations",
+                        "icon": "plug",
+                        "pages": [
+                          "ar/tools/integration/overview",
+                          "ar/tools/integration/bedrockinvokeagenttool",
+                          "ar/tools/integration/crewaiautomationtool"
+                        ]
+                      },
+                      {
+                        "group": "الأتمتة",
+                        "icon": "bolt",
+                        "pages": [
+                          "ar/tools/automation/overview",
+                          "ar/tools/automation/apifyactorstool",
+                          "ar/tools/automation/composiotool",
+                          "ar/tools/automation/multiontool",
+                          "ar/tools/automation/zapieractionstool"
+                        ]
+                      }
+                    ]
+                  },
+                  {
+                    "group": "Observability",
+                    "pages": [
+                      "ar/observability/tracing",
+                      "ar/observability/overview",
+                      "ar/observability/arize-phoenix",
+                      "ar/observability/braintrust",
+                      "ar/observability/datadog",
+                      "ar/observability/galileo",
+                      "ar/observability/langdb",
+                      "ar/observability/langfuse",
+                      "ar/observability/langtrace",
+                      "ar/observability/maxim",
+                      "ar/observability/mlflow",
+                      "ar/observability/neatlogs",
+                      "ar/observability/openlit",
+                      "ar/observability/opik",
+                      "ar/observability/patronus-evaluation",
+                      "ar/observability/portkey",
+                      "ar/observability/weave"
+                    ]
+                  },
+                  {
+                    "group": "التعلّم",
+                    "pages": [
+                      "ar/learn/overview",
+                      "ar/learn/llm-selection-guide",
+                      "ar/learn/conditional-tasks",
+                      "ar/learn/coding-agents",
+                      "ar/learn/create-custom-tools",
+                      "ar/learn/custom-llm",
+                      "ar/learn/custom-manager-agent",
+                      "ar/learn/customizing-agents",
+                      "ar/learn/dalle-image-generation",
+                      "ar/learn/force-tool-output-as-result",
+                      "ar/learn/hierarchical-process",
+                      "ar/learn/human-input-on-execution",
+                      "ar/learn/human-in-the-loop",
+                      "ar/learn/human-feedback-in-flows",
+                      "ar/learn/kickoff-async",
+                      "ar/learn/kickoff-for-each",
+                      "ar/learn/llm-connections",
+                      "ar/learn/multimodal-agents",
+                      "ar/learn/replay-tasks-from-latest-crew-kickoff",
+                      "ar/learn/sequential-process",
+                      "ar/learn/using-annotations",
+                      "ar/learn/execution-hooks",
+                      "ar/learn/llm-hooks",
+                      "ar/learn/tool-hooks"
+                    ]
+                  },
+                  {
+                    "group": "Telemetry",
+                    "pages": [
+                      "ar/telemetry"
+                    ]
+                  }
+                ]
+              },
+              {
+                "tab": "المؤسسات",
+                "icon": "briefcase",
+                "groups": [
+                  {
+                    "group": "البدء",
+                    "pages": [
+                      "ar/enterprise/introduction"
+                    ]
+                  },
+                  {
+                    "group": "البناء",
+                    "pages": [
+                      "ar/enterprise/features/automations",
+                      "ar/enterprise/features/crew-studio",
+                      "ar/enterprise/features/marketplace",
+                      "ar/enterprise/features/agent-repositories",
+                      "ar/enterprise/features/tools-and-integrations",
+                      "ar/enterprise/features/pii-trace-redactions"
+                    ]
+                  },
+                  {
+                    "group": "العمليات",
+                    "pages": [
+                      "ar/enterprise/features/traces",
+                      "ar/enterprise/features/webhook-streaming",
+                      "ar/enterprise/features/hallucination-guardrail",
+                      "ar/enterprise/features/flow-hitl-management"
+                    ]
+                  },
+                  {
+                    "group": "الإدارة",
+                    "pages": [
+                      "ar/enterprise/features/rbac"
+                    ]
+                  },
+                  {
+                    "group": "التكاملات",
+                    "pages": [
+                      "ar/enterprise/integrations/asana",
+                      "ar/enterprise/integrations/box",
+                      "ar/enterprise/integrations/clickup",
+                      "ar/enterprise/integrations/github",
+                      "ar/enterprise/integrations/gmail",
+                      "ar/enterprise/integrations/google_calendar",
+                      "ar/enterprise/integrations/google_contacts",
+                      "ar/enterprise/integrations/google_docs",
+                      "ar/enterprise/integrations/google_drive",
+                      "ar/enterprise/integrations/google_sheets",
+                      "ar/enterprise/integrations/google_slides",
+                      "ar/enterprise/integrations/hubspot",
+                      "ar/enterprise/integrations/jira",
+                      "ar/enterprise/integrations/linear",
+                      "ar/enterprise/integrations/microsoft_excel",
+                      "ar/enterprise/integrations/microsoft_onedrive",
+                      "ar/enterprise/integrations/microsoft_outlook",
+                      "ar/enterprise/integrations/microsoft_sharepoint",
+                      "ar/enterprise/integrations/microsoft_teams",
+                      "ar/enterprise/integrations/microsoft_word",
+                      "ar/enterprise/integrations/notion",
+                      "ar/enterprise/integrations/salesforce",
+                      "ar/enterprise/integrations/shopify",
+                      "ar/enterprise/integrations/slack",
+                      "ar/enterprise/integrations/stripe",
+                      "ar/enterprise/integrations/zendesk"
+                    ]
+                  },
+                  {
+                    "group": "How-To Guides",
+                    "pages": [
+                      "ar/enterprise/guides/build-crew",
+                      "ar/enterprise/guides/prepare-for-deployment",
+                      "ar/enterprise/guides/deploy-to-amp",
+                      "ar/enterprise/guides/private-package-registry",
+                      "ar/enterprise/guides/kickoff-crew",
+                      "ar/enterprise/guides/update-crew",
+                      "ar/enterprise/guides/enable-crew-studio",
+                      "ar/enterprise/guides/capture_telemetry_logs",
+                      "ar/enterprise/guides/azure-openai-setup",
+                      "ar/enterprise/guides/tool-repository",
+                      "ar/enterprise/guides/custom-mcp-server",
+                      "ar/enterprise/guides/react-component-export",
+                      "ar/enterprise/guides/team-management",
+                      "ar/enterprise/guides/human-in-the-loop",
+                      "ar/enterprise/guides/webhook-automation"
+                    ]
+                  },
+                  {
+                    "group": "المشغّلات",
+                    "pages": [
+                      "ar/enterprise/guides/automation-triggers",
+                      "ar/enterprise/guides/gmail-trigger",
+                      "ar/enterprise/guides/google-calendar-trigger",
+                      "ar/enterprise/guides/google-drive-trigger",
+                      "ar/enterprise/guides/outlook-trigger",
+                      "ar/enterprise/guides/onedrive-trigger",
+                      "ar/enterprise/guides/microsoft-teams-trigger",
+                      "ar/enterprise/guides/slack-trigger",
+                      "ar/enterprise/guides/hubspot-trigger",
+                      "ar/enterprise/guides/salesforce-trigger",
+                      "ar/enterprise/guides/zapier-trigger"
+                    ]
+                  },
+                  {
+                    "group": "موارد التعلّم",
+                    "pages": [
+                      "ar/enterprise/resources/frequently-asked-questions"
+                    ]
+                  }
+                ]
+              },
+              {
+                "tab": "API المرجع",
+                "icon": "magnifying-glass",
+                "groups": [
+                  {
+                    "group": "البدء",
+                    "pages": [
+                      "ar/api-reference/introduction",
+                      "ar/api-reference/inputs",
+                      "ar/api-reference/kickoff",
+                      "ar/api-reference/resume",
+                      "ar/api-reference/status"
+                    ]
+                  }
+                ]
+              },
+              {
+                "tab": "أمثلة",
+                "icon": "code",
+                "groups": [
+                  {
+                    "group": "أمثلة",
+                    "pages": [
+                      "ar/examples/example",
+                      "ar/examples/cookbooks"
+                    ]
+                  }
+                ]
+              },
+              {
+                "tab": "التغييرات السجلات",
+                "icon": "clock",
+                "groups": [
+                  {
+                    "group": "سجل التغييرات",
                     "pages": [
                       "ar/changelog"
                     ]
@@ -10342,11 +12202,11 @@
             "version": "v1.12.1",
             "tabs": [
               {
-                "tab": "\u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629",
+                "tab": "الرئيسية",
                 "icon": "house",
                 "groups": [
                   {
-                    "group": "\u0645\u0631\u062d\u0628\u0627\u064b",
+                    "group": "مرحباً",
                     "pages": [
                       "ar/index"
                     ]
@@ -10354,11 +12214,11 @@
                 ]
               },
               {
-                "tab": "\u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u062a\u0648\u062b\u064a\u0642",
+                "tab": "التقنية التوثيق",
                 "icon": "book-open",
                 "groups": [
                   {
-                    "group": "\u0627\u0644\u0628\u062f\u0621",
+                    "group": "البدء",
                     "pages": [
                       "ar/introduction",
                       "ar/installation",
@@ -10366,31 +12226,31 @@
                     ]
                   },
                   {
-                    "group": "\u0627\u0644\u0623\u062f\u0644\u0651\u0629",
+                    "group": "الأدلّة",
                     "pages": [
                       {
-                        "group": "\u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629",
+                        "group": "الاستراتيجية",
                         "icon": "compass",
                         "pages": [
                           "ar/guides/concepts/evaluating-use-cases"
                         ]
                       },
                       {
-                        "group": "\u0627\u0644\u0648\u0643\u0644\u0627\u0621",
+                        "group": "الوكلاء",
                         "icon": "user",
                         "pages": [
                           "ar/guides/agents/crafting-effective-agents"
                         ]
                       },
                       {
-                        "group": "\u0627\u0644\u0637\u0648\u0627\u0642\u0645",
+                        "group": "الطواقم",
                         "icon": "users",
                         "pages": [
                           "ar/guides/crews/first-crew"
                         ]
                       },
                       {
-                        "group": "\u0627\u0644\u062a\u062f\u0641\u0642\u0627\u062a",
+                        "group": "التدفقات",
                         "icon": "code-branch",
                         "pages": [
                           "ar/guides/flows/first-flow",
@@ -10398,21 +12258,21 @@
                         ]
                       },
                       {
-                        "group": "\u0627\u0644\u0623\u062f\u0648\u0627\u062a",
+                        "group": "الأدوات",
                         "icon": "wrench",
                         "pages": [
                           "ar/guides/tools/publish-custom-tools"
                         ]
                       },
                       {
-                        "group": "\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u0629",
+                        "group": "أدوات البرمجة",
                         "icon": "terminal",
                         "pages": [
                           "ar/guides/coding-tools/agents-md"
                         ]
                       },
                       {
-                        "group": "\u0645\u062a\u0642\u062f\u0651\u0645",
+                        "group": "متقدّم",
                         "icon": "gear",
                         "pages": [
                           "ar/guides/advanced/customizing-prompts",
@@ -10420,7 +12280,7 @@
                         ]
                       },
                       {
-                        "group": "\u0627\u0644\u062a\u0631\u062d\u064a\u0644",
+                        "group": "الترحيل",
                         "icon": "shuffle",
                         "pages": [
                           "ar/guides/migration/migrating-from-langgraph"
@@ -10429,7 +12289,7 @@
                     ]
                   },
                   {
-                    "group": "\u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629",
+                    "group": "المفاهيم الأساسية",
                     "pages": [
                       "ar/concepts/agents",
                       "ar/concepts/tasks",
@@ -10453,7 +12313,7 @@
                     ]
                   },
                   {
-                    "group": "\u062a\u0643\u0627\u0645\u0644 MCP",
+                    "group": "تكامل MCP",
                     "pages": [
                       "ar/mcp/overview",
                       "ar/mcp/dsl-integration",
@@ -10465,11 +12325,11 @@
                     ]
                   },
                   {
-                    "group": "\u0627\u0644\u0623\u062f\u0648\u0627\u062a",
+                    "group": "الأدوات",
                     "pages": [
                       "ar/tools/overview",
                       {
-                        "group": "\u0627\u0644\u0645\u0644\u0641\u0627\u062a \u0648\u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a",
+                        "group": "الملفات والمستندات",
                         "icon": "folder-open",
                         "pages": [
                           "ar/tools/file-document/overview",
@@ -10489,7 +12349,7 @@
                         ]
                       },
                       {
-                        "group": "\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0648\u064a\u0628",
+                        "group": "استخراج بيانات الويب",
                         "icon": "globe",
                         "pages": [
                           "ar/tools/web-scraping/overview",
@@ -10509,7 +12369,7 @@
                         ]
                       },
                       {
-                        "group": "\u0627\u0644\u0628\u062d\u062b \u0648\u0627\u0644\u0627\u0633\u062a\u0643\u0634\u0627\u0641",
+                        "group": "البحث والاستكشاف",
                         "icon": "magnifying-glass",
                         "pages": [
                           "ar/tools/search-research/overview",
@@ -10531,7 +12391,7 @@
                         ]
                       },
                       {
-                        "group": "\u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a",
+                        "group": "قواعد البيانات",
                         "icon": "database",
                         "pages": [
                           "ar/tools/database-data/overview",
@@ -10546,7 +12406,7 @@
                         ]
                       },
                       {
-                        "group": "\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0627\u0644\u062a\u0639\u0644\u0651\u0645 \u0627\u0644\u0622\u0644\u064a",
+                        "group": "الذكاء الاصطناعي والتعلّم الآلي",
                         "icon": "brain",
                         "pages": [
                           "ar/tools/ai-ml/overview",
@@ -10560,7 +12420,7 @@
                         ]
                       },
                       {
-                        "group": "\u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0633\u062d\u0627\u0628\u064a",
+                        "group": "التخزين السحابي",
                         "icon": "cloud",
                         "pages": [
                           "ar/tools/cloud-storage/overview",
@@ -10579,7 +12439,7 @@
                         ]
                       },
                       {
-                        "group": "\u0627\u0644\u0623\u062a\u0645\u062a\u0629",
+                        "group": "الأتمتة",
                         "icon": "bolt",
                         "pages": [
                           "ar/tools/automation/overview",
@@ -10614,7 +12474,7 @@
                     ]
                   },
                   {
-                    "group": "\u0627\u0644\u062a\u0639\u0644\u0651\u0645",
+                    "group": "التعلّم",
                     "pages": [
                       "ar/learn/overview",
                       "ar/learn/llm-selection-guide",
@@ -10651,17 +12511,17 @@
                 ]
               },
               {
-                "tab": "\u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a",
+                "tab": "المؤسسات",
                 "icon": "briefcase",
                 "groups": [
                   {
-                    "group": "\u0627\u0644\u0628\u062f\u0621",
+                    "group": "البدء",
                     "pages": [
                       "ar/enterprise/introduction"
                     ]
                   },
                   {
-                    "group": "\u0627\u0644\u0628\u0646\u0627\u0621",
+                    "group": "البناء",
                     "pages": [
                       "ar/enterprise/features/automations",
                       "ar/enterprise/features/crew-studio",
@@ -10672,7 +12532,7 @@
                     ]
                   },
                   {
-                    "group": "\u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a",
+                    "group": "العمليات",
                     "pages": [
                       "ar/enterprise/features/traces",
                       "ar/enterprise/features/webhook-streaming",
@@ -10681,13 +12541,13 @@
                     ]
                   },
                   {
-                    "group": "\u0627\u0644\u0625\u062f\u0627\u0631\u0629",
+                    "group": "الإدارة",
                     "pages": [
                       "ar/enterprise/features/rbac"
                     ]
                   },
                   {
-                    "group": "\u0627\u0644\u062a\u0643\u0627\u0645\u0644\u0627\u062a",
+                    "group": "التكاملات",
                     "pages": [
                       "ar/enterprise/integrations/asana",
                       "ar/enterprise/integrations/box",
@@ -10738,7 +12598,7 @@
                     ]
                   },
                   {
-                    "group": "\u0627\u0644\u0645\u0634\u063a\u0651\u0644\u0627\u062a",
+                    "group": "المشغّلات",
                     "pages": [
                       "ar/enterprise/guides/automation-triggers",
                       "ar/enterprise/guides/gmail-trigger",
@@ -10754,7 +12614,7 @@
                     ]
                   },
                   {
-                    "group": "\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u062a\u0639\u0644\u0651\u0645",
+                    "group": "موارد التعلّم",
                     "pages": [
                       "ar/enterprise/resources/frequently-asked-questions"
                     ]
@@ -10762,11 +12622,11 @@
                 ]
               },
               {
-                "tab": "API \u0627\u0644\u0645\u0631\u062c\u0639",
+                "tab": "API المرجع",
                 "icon": "magnifying-glass",
                 "groups": [
                   {
-                    "group": "\u0627\u0644\u0628\u062f\u0621",
+                    "group": "البدء",
                     "pages": [
                       "ar/api-reference/introduction",
                       "ar/api-reference/inputs",
@@ -10778,11 +12638,11 @@
                 ]
               },
               {
-                "tab": "\u0623\u0645\u062b\u0644\u0629",
+                "tab": "أمثلة",
                 "icon": "code",
                 "groups": [
                   {
-                    "group": "\u0623\u0645\u062b\u0644\u0629",
+                    "group": "أمثلة",
                     "pages": [
                       "ar/examples/example",
                       "ar/examples/cookbooks"
@@ -10791,11 +12651,11 @@
                 ]
               },
               {
-                "tab": "\u0627\u0644\u062a\u063a\u064a\u064a\u0631\u0627\u062a \u0627\u0644\u0633\u062c\u0644\u0627\u062a",
+                "tab": "التغييرات السجلات",
                 "icon": "clock",
                 "groups": [
                   {
-                    "group": "\u0633\u062c\u0644 \u0627\u0644\u062a\u063a\u064a\u064a\u0631\u0627\u062a",
+                    "group": "سجل التغييرات",
                     "pages": [
                       "ar/changelog"
                     ]
@@ -10808,11 +12668,11 @@
             "version": "v1.12.0",
             "tabs": [
               {
-                "tab": "\u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629",
+                "tab": "الرئيسية",
                 "icon": "house",
                 "groups": [
                   {
-                    "group": "\u0645\u0631\u062d\u0628\u0627\u064b",
+                    "group": "مرحباً",
                     "pages": [
                       "ar/index"
                     ]
@@ -10820,11 +12680,11 @@
                 ]
               },
               {
-                "tab": "\u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u062a\u0648\u062b\u064a\u0642",
+                "tab": "التقنية التوثيق",
                 "icon": "book-open",
                 "groups": [
                   {
-                    "group": "\u0627\u0644\u0628\u062f\u0621",
+                    "group": "البدء",
                     "pages": [
                       "ar/introduction",
                       "ar/installation",
@@ -10832,31 +12692,31 @@
                     ]
                   },
                   {
-                    "group": "\u0627\u0644\u0623\u062f\u0644\u0651\u0629",
+                    "group": "الأدلّة",
                     "pages": [
                       {
-                        "group": "\u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629",
+                        "group": "الاستراتيجية",
                         "icon": "compass",
                         "pages": [
                           "ar/guides/concepts/evaluating-use-cases"
                         ]
                       },
                       {
-                        "group": "\u0627\u0644\u0648\u0643\u0644\u0627\u0621",
+                        "group": "الوكلاء",
                         "icon": "user",
                         "pages": [
                           "ar/guides/agents/crafting-effective-agents"
                         ]
                       },
                       {
-                        "group": "\u0627\u0644\u0637\u0648\u0627\u0642\u0645",
+                        "group": "الطواقم",
                         "icon": "users",
                         "pages": [
                           "ar/guides/crews/first-crew"
                         ]
                       },
                       {
-                        "group": "\u0627\u0644\u062a\u062f\u0641\u0642\u0627\u062a",
+                        "group": "التدفقات",
                         "icon": "code-branch",
                         "pages": [
                           "ar/guides/flows/first-flow",
@@ -10864,21 +12724,21 @@
                         ]
                       },
                       {
-                        "group": "\u0627\u0644\u0623\u062f\u0648\u0627\u062a",
+                        "group": "الأدوات",
                         "icon": "wrench",
                         "pages": [
                           "ar/guides/tools/publish-custom-tools"
                         ]
                       },
                       {
-                        "group": "\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u0629",
+                        "group": "أدوات البرمجة",
                         "icon": "terminal",
                         "pages": [
                           "ar/guides/coding-tools/agents-md"
                         ]
                       },
                       {
-                        "group": "\u0645\u062a\u0642\u062f\u0651\u0645",
+                        "group": "متقدّم",
                         "icon": "gear",
                         "pages": [
                           "ar/guides/advanced/customizing-prompts",
@@ -10886,7 +12746,7 @@
                         ]
                       },
                       {
-                        "group": "\u0627\u0644\u062a\u0631\u062d\u064a\u0644",
+                        "group": "الترحيل",
                         "icon": "shuffle",
                         "pages": [
                           "ar/guides/migration/migrating-from-langgraph"
@@ -10895,7 +12755,7 @@
                     ]
                   },
                   {
-                    "group": "\u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629",
+                    "group": "المفاهيم الأساسية",
                     "pages": [
                       "ar/concepts/agents",
                       "ar/concepts/tasks",
@@ -10919,7 +12779,7 @@
                     ]
                   },
                   {
-                    "group": "\u062a\u0643\u0627\u0645\u0644 MCP",
+                    "group": "تكامل MCP",
                     "pages": [
                       "ar/mcp/overview",
                       "ar/mcp/dsl-integration",
@@ -10931,11 +12791,11 @@
                     ]
                   },
                   {
-                    "group": "\u0627\u0644\u0623\u062f\u0648\u0627\u062a",
+                    "group": "الأدوات",
                     "pages": [
                       "ar/tools/overview",
                       {
-                        "group": "\u0627\u0644\u0645\u0644\u0641\u0627\u062a \u0648\u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a",
+                        "group": "الملفات والمستندات",
                         "icon": "folder-open",
                         "pages": [
                           "ar/tools/file-document/overview",
@@ -10955,7 +12815,7 @@
                         ]
                       },
                       {
-                        "group": "\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0648\u064a\u0628",
+                        "group": "استخراج بيانات الويب",
                         "icon": "globe",
                         "pages": [
                           "ar/tools/web-scraping/overview",
@@ -10975,7 +12835,7 @@
                         ]
                       },
                       {
-                        "group": "\u0627\u0644\u0628\u062d\u062b \u0648\u0627\u0644\u0627\u0633\u062a\u0643\u0634\u0627\u0641",
+                        "group": "البحث والاستكشاف",
                         "icon": "magnifying-glass",
                         "pages": [
                           "ar/tools/search-research/overview",
@@ -10997,7 +12857,7 @@
                         ]
                       },
                       {
-                        "group": "\u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a",
+                        "group": "قواعد البيانات",
                         "icon": "database",
                         "pages": [
                           "ar/tools/database-data/overview",
@@ -11012,7 +12872,7 @@
                         ]
                       },
                       {
-                        "group": "\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0627\u0644\u062a\u0639\u0644\u0651\u0645 \u0627\u0644\u0622\u0644\u064a",
+                        "group": "الذكاء الاصطناعي والتعلّم الآلي",
                         "icon": "brain",
                         "pages": [
                           "ar/tools/ai-ml/overview",
@@ -11026,7 +12886,7 @@
                         ]
                       },
                       {
-                        "group": "\u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0633\u062d\u0627\u0628\u064a",
+                        "group": "التخزين السحابي",
                         "icon": "cloud",
                         "pages": [
                           "ar/tools/cloud-storage/overview",
@@ -11045,7 +12905,7 @@
                         ]
                       },
                       {
-                        "group": "\u0627\u0644\u0623\u062a\u0645\u062a\u0629",
+                        "group": "الأتمتة",
                         "icon": "bolt",
                         "pages": [
                           "ar/tools/automation/overview",
@@ -11080,7 +12940,7 @@
                     ]
                   },
                   {
-                    "group": "\u0627\u0644\u062a\u0639\u0644\u0651\u0645",
+                    "group": "التعلّم",
                     "pages": [
                       "ar/learn/overview",
                       "ar/learn/llm-selection-guide",
@@ -11117,17 +12977,17 @@
                 ]
               },
               {
-                "tab": "\u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a",
+                "tab": "المؤسسات",
                 "icon": "briefcase",
                 "groups": [
                   {
-                    "group": "\u0627\u0644\u0628\u062f\u0621",
+                    "group": "البدء",
                     "pages": [
                       "ar/enterprise/introduction"
                     ]
                   },
                   {
-                    "group": "\u0627\u0644\u0628\u0646\u0627\u0621",
+                    "group": "البناء",
                     "pages": [
                       "ar/enterprise/features/automations",
                       "ar/enterprise/features/crew-studio",
@@ -11138,7 +12998,7 @@
                     ]
                   },
                   {
-                    "group": "\u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a",
+                    "group": "العمليات",
                     "pages": [
                       "ar/enterprise/features/traces",
                       "ar/enterprise/features/webhook-streaming",
@@ -11147,13 +13007,13 @@
                     ]
                   },
                   {
-                    "group": "\u0627\u0644\u0625\u062f\u0627\u0631\u0629",
+                    "group": "الإدارة",
                     "pages": [
                       "ar/enterprise/features/rbac"
                     ]
                   },
                   {
-                    "group": "\u0627\u0644\u062a\u0643\u0627\u0645\u0644\u0627\u062a",
+                    "group": "التكاملات",
                     "pages": [
                       "ar/enterprise/integrations/asana",
                       "ar/enterprise/integrations/box",
@@ -11204,7 +13064,7 @@
                     ]
                   },
                   {
-                    "group": "\u0627\u0644\u0645\u0634\u063a\u0651\u0644\u0627\u062a",
+                    "group": "المشغّلات",
                     "pages": [
                       "ar/enterprise/guides/automation-triggers",
                       "ar/enterprise/guides/gmail-trigger",
@@ -11220,7 +13080,7 @@
                     ]
                   },
                   {
-                    "group": "\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u062a\u0639\u0644\u0651\u0645",
+                    "group": "موارد التعلّم",
                     "pages": [
                       "ar/enterprise/resources/frequently-asked-questions"
                     ]
@@ -11228,11 +13088,11 @@
                 ]
               },
               {
-                "tab": "API \u0627\u0644\u0645\u0631\u062c\u0639",
+                "tab": "API المرجع",
                 "icon": "magnifying-glass",
                 "groups": [
                   {
-                    "group": "\u0627\u0644\u0628\u062f\u0621",
+                    "group": "البدء",
                     "pages": [
                       "ar/api-reference/introduction",
                       "ar/api-reference/inputs",
@@ -11244,11 +13104,11 @@
                 ]
               },
               {
-                "tab": "\u0623\u0645\u062b\u0644\u0629",
+                "tab": "أمثلة",
                 "icon": "code",
                 "groups": [
                   {
-                    "group": "\u0623\u0645\u062b\u0644\u0629",
+                    "group": "أمثلة",
                     "pages": [
                       "ar/examples/example",
                       "ar/examples/cookbooks"
@@ -11257,11 +13117,11 @@
                 ]
               },
               {
-                "tab": "\u0627\u0644\u062a\u063a\u064a\u064a\u0631\u0627\u062a \u0627\u0644\u0633\u062c\u0644\u0627\u062a",
+                "tab": "التغييرات السجلات",
                 "icon": "clock",
                 "groups": [
                   {
-                    "group": "\u0633\u062c\u0644 \u0627\u0644\u062a\u063a\u064a\u064a\u0631\u0627\u062a",
+                    "group": "سجل التغييرات",
                     "pages": [
                       "ar/changelog"
                     ]
@@ -11274,11 +13134,11 @@
             "version": "v1.11.1",
             "tabs": [
               {
-                "tab": "\u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629",
+                "tab": "الرئيسية",
                 "icon": "house",
                 "groups": [
                   {
-                    "group": "\u0645\u0631\u062d\u0628\u0627\u064b",
+                    "group": "مرحباً",
                     "pages": [
                       "ar/index"
                     ]
@@ -11286,11 +13146,11 @@
                 ]
               },
               {
-                "tab": "\u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u062a\u0648\u062b\u064a\u0642",
+                "tab": "التقنية التوثيق",
                 "icon": "book-open",
                 "groups": [
                   {
-                    "group": "\u0627\u0644\u0628\u062f\u0621",
+                    "group": "البدء",
                     "pages": [
                       "ar/introduction",
                       "ar/installation",
@@ -11298,31 +13158,31 @@
                     ]
                   },
                   {
-                    "group": "\u0627\u0644\u0623\u062f\u0644\u0651\u0629",
+                    "group": "الأدلّة",
                     "pages": [
                       {
-                        "group": "\u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629",
+                        "group": "الاستراتيجية",
                         "icon": "compass",
                         "pages": [
                           "ar/guides/concepts/evaluating-use-cases"
                         ]
                       },
                       {
-                        "group": "\u0627\u0644\u0648\u0643\u0644\u0627\u0621",
+                        "group": "الوكلاء",
                         "icon": "user",
                         "pages": [
                           "ar/guides/agents/crafting-effective-agents"
                         ]
                       },
                       {
-                        "group": "\u0627\u0644\u0637\u0648\u0627\u0642\u0645",
+                        "group": "الطواقم",
                         "icon": "users",
                         "pages": [
                           "ar/guides/crews/first-crew"
                         ]
                       },
                       {
-                        "group": "\u0627\u0644\u062a\u062f\u0641\u0642\u0627\u062a",
+                        "group": "التدفقات",
                         "icon": "code-branch",
                         "pages": [
                           "ar/guides/flows/first-flow",
@@ -11330,21 +13190,21 @@
                         ]
                       },
                       {
-                        "group": "\u0627\u0644\u0623\u062f\u0648\u0627\u062a",
+                        "group": "الأدوات",
                         "icon": "wrench",
                         "pages": [
                           "ar/guides/tools/publish-custom-tools"
                         ]
                       },
                       {
-                        "group": "\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u0629",
+                        "group": "أدوات البرمجة",
                         "icon": "terminal",
                         "pages": [
                           "ar/guides/coding-tools/agents-md"
                         ]
                       },
                       {
-                        "group": "\u0645\u062a\u0642\u062f\u0651\u0645",
+                        "group": "متقدّم",
                         "icon": "gear",
                         "pages": [
                           "ar/guides/advanced/customizing-prompts",
@@ -11352,7 +13212,7 @@
                         ]
                       },
                       {
-                        "group": "\u0627\u0644\u062a\u0631\u062d\u064a\u0644",
+                        "group": "الترحيل",
                         "icon": "shuffle",
                         "pages": [
                           "ar/guides/migration/migrating-from-langgraph"
@@ -11361,7 +13221,7 @@
                     ]
                   },
                   {
-                    "group": "\u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629",
+                    "group": "المفاهيم الأساسية",
                     "pages": [
                       "ar/concepts/agents",
                       "ar/concepts/tasks",
@@ -11385,7 +13245,7 @@
                     ]
                   },
                   {
-                    "group": "\u062a\u0643\u0627\u0645\u0644 MCP",
+                    "group": "تكامل MCP",
                     "pages": [
                       "ar/mcp/overview",
                       "ar/mcp/dsl-integration",
@@ -11397,11 +13257,11 @@
                     ]
                   },
                   {
-                    "group": "\u0627\u0644\u0623\u062f\u0648\u0627\u062a",
+                    "group": "الأدوات",
                     "pages": [
                       "ar/tools/overview",
                       {
-                        "group": "\u0627\u0644\u0645\u0644\u0641\u0627\u062a \u0648\u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a",
+                        "group": "الملفات والمستندات",
                         "icon": "folder-open",
                         "pages": [
                           "ar/tools/file-document/overview",
@@ -11421,7 +13281,7 @@
                         ]
                       },
                       {
-                        "group": "\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0648\u064a\u0628",
+                        "group": "استخراج بيانات الويب",
                         "icon": "globe",
                         "pages": [
                           "ar/tools/web-scraping/overview",
@@ -11441,7 +13301,7 @@
                         ]
                       },
                       {
-                        "group": "\u0627\u0644\u0628\u062d\u062b \u0648\u0627\u0644\u0627\u0633\u062a\u0643\u0634\u0627\u0641",
+                        "group": "البحث والاستكشاف",
                         "icon": "magnifying-glass",
                         "pages": [
                           "ar/tools/search-research/overview",
@@ -11463,7 +13323,7 @@
                         ]
                       },
                       {
-                        "group": "\u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a",
+                        "group": "قواعد البيانات",
                         "icon": "database",
                         "pages": [
                           "ar/tools/database-data/overview",
@@ -11478,7 +13338,7 @@
                         ]
                       },
                       {
-                        "group": "\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0627\u0644\u062a\u0639\u0644\u0651\u0645 \u0627\u0644\u0622\u0644\u064a",
+                        "group": "الذكاء الاصطناعي والتعلّم الآلي",
                         "icon": "brain",
                         "pages": [
                           "ar/tools/ai-ml/overview",
@@ -11492,7 +13352,7 @@
                         ]
                       },
                       {
-                        "group": "\u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0633\u062d\u0627\u0628\u064a",
+                        "group": "التخزين السحابي",
                         "icon": "cloud",
                         "pages": [
                           "ar/tools/cloud-storage/overview",
@@ -11511,7 +13371,7 @@
                         ]
                       },
                       {
-                        "group": "\u0627\u0644\u0623\u062a\u0645\u062a\u0629",
+                        "group": "الأتمتة",
                         "icon": "bolt",
                         "pages": [
                           "ar/tools/automation/overview",
@@ -11546,7 +13406,7 @@
                     ]
                   },
                   {
-                    "group": "\u0627\u0644\u062a\u0639\u0644\u0651\u0645",
+                    "group": "التعلّم",
                     "pages": [
                       "ar/learn/overview",
                       "ar/learn/llm-selection-guide",
@@ -11583,17 +13443,17 @@
                 ]
               },
               {
-                "tab": "\u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a",
+                "tab": "المؤسسات",
                 "icon": "briefcase",
                 "groups": [
                   {
-                    "group": "\u0627\u0644\u0628\u062f\u0621",
+                    "group": "البدء",
                     "pages": [
                       "ar/enterprise/introduction"
                     ]
                   },
                   {
-                    "group": "\u0627\u0644\u0628\u0646\u0627\u0621",
+                    "group": "البناء",
                     "pages": [
                       "ar/enterprise/features/automations",
                       "ar/enterprise/features/crew-studio",
@@ -11604,7 +13464,7 @@
                     ]
                   },
                   {
-                    "group": "\u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a",
+                    "group": "العمليات",
                     "pages": [
                       "ar/enterprise/features/traces",
                       "ar/enterprise/features/webhook-streaming",
@@ -11613,13 +13473,13 @@
                     ]
                   },
                   {
-                    "group": "\u0627\u0644\u0625\u062f\u0627\u0631\u0629",
+                    "group": "الإدارة",
                     "pages": [
                       "ar/enterprise/features/rbac"
                     ]
                   },
                   {
-                    "group": "\u0627\u0644\u062a\u0643\u0627\u0645\u0644\u0627\u062a",
+                    "group": "التكاملات",
                     "pages": [
                       "ar/enterprise/integrations/asana",
                       "ar/enterprise/integrations/box",
@@ -11670,7 +13530,7 @@
                     ]
                   },
                   {
-                    "group": "\u0627\u0644\u0645\u0634\u063a\u0651\u0644\u0627\u062a",
+                    "group": "المشغّلات",
                     "pages": [
                       "ar/enterprise/guides/automation-triggers",
                       "ar/enterprise/guides/gmail-trigger",
@@ -11686,7 +13546,7 @@
                     ]
                   },
                   {
-                    "group": "\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u062a\u0639\u0644\u0651\u0645",
+                    "group": "موارد التعلّم",
                     "pages": [
                       "ar/enterprise/resources/frequently-asked-questions"
                     ]
@@ -11694,11 +13554,11 @@
                 ]
               },
               {
-                "tab": "API \u0627\u0644\u0645\u0631\u062c\u0639",
+                "tab": "API المرجع",
                 "icon": "magnifying-glass",
                 "groups": [
                   {
-                    "group": "\u0627\u0644\u0628\u062f\u0621",
+                    "group": "البدء",
                     "pages": [
                       "ar/api-reference/introduction",
                       "ar/api-reference/inputs",
@@ -11710,11 +13570,11 @@
                 ]
               },
               {
-                "tab": "\u0623\u0645\u062b\u0644\u0629",
+                "tab": "أمثلة",
                 "icon": "code",
                 "groups": [
                   {
-                    "group": "\u0623\u0645\u062b\u0644\u0629",
+                    "group": "أمثلة",
                     "pages": [
                       "ar/examples/example",
                       "ar/examples/cookbooks"
@@ -11723,11 +13583,11 @@
                 ]
               },
               {
-                "tab": "\u0627\u0644\u062a\u063a\u064a\u064a\u0631\u0627\u062a \u0627\u0644\u0633\u062c\u0644\u0627\u062a",
+                "tab": "التغييرات السجلات",
                 "icon": "clock",
                 "groups": [
                   {
-                    "group": "\u0633\u062c\u0644 \u0627\u0644\u062a\u063a\u064a\u064a\u0631\u0627\u062a",
+                    "group": "سجل التغييرات",
                     "pages": [
                       "ar/changelog"
                     ]
@@ -11740,11 +13600,11 @@
             "version": "v1.11.0",
             "tabs": [
               {
-                "tab": "\u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629",
+                "tab": "الرئيسية",
                 "icon": "house",
                 "groups": [
                   {
-                    "group": "\u0645\u0631\u062d\u0628\u0627\u064b",
+                    "group": "مرحباً",
                     "pages": [
                       "ar/index"
                     ]
@@ -11752,11 +13612,11 @@
                 ]
               },
               {
-                "tab": "\u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u062a\u0648\u062b\u064a\u0642",
+                "tab": "التقنية التوثيق",
                 "icon": "book-open",
                 "groups": [
                   {
-                    "group": "\u0627\u0644\u0628\u062f\u0621",
+                    "group": "البدء",
                     "pages": [
                       "ar/introduction",
                       "ar/installation",
@@ -11764,31 +13624,31 @@
                     ]
                   },
                   {
-                    "group": "\u0627\u0644\u0623\u062f\u0644\u0651\u0629",
+                    "group": "الأدلّة",
                     "pages": [
                       {
-                        "group": "\u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629",
+                        "group": "الاستراتيجية",
                         "icon": "compass",
                         "pages": [
                           "ar/guides/concepts/evaluating-use-cases"
                         ]
                       },
                       {
-                        "group": "\u0627\u0644\u0648\u0643\u0644\u0627\u0621",
+                        "group": "الوكلاء",
                         "icon": "user",
                         "pages": [
                           "ar/guides/agents/crafting-effective-agents"
                         ]
                       },
                       {
-                        "group": "\u0627\u0644\u0637\u0648\u0627\u0642\u0645",
+                        "group": "الطواقم",
                         "icon": "users",
                         "pages": [
                           "ar/guides/crews/first-crew"
                         ]
                       },
                       {
-                        "group": "\u0627\u0644\u062a\u062f\u0641\u0642\u0627\u062a",
+                        "group": "التدفقات",
                         "icon": "code-branch",
                         "pages": [
                           "ar/guides/flows/first-flow",
@@ -11796,21 +13656,21 @@
                         ]
                       },
                       {
-                        "group": "\u0627\u0644\u0623\u062f\u0648\u0627\u062a",
+                        "group": "الأدوات",
                         "icon": "wrench",
                         "pages": [
                           "ar/guides/tools/publish-custom-tools"
                         ]
                       },
                       {
-                        "group": "\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u0629",
+                        "group": "أدوات البرمجة",
                         "icon": "terminal",
                         "pages": [
                           "ar/guides/coding-tools/agents-md"
                         ]
                       },
                       {
-                        "group": "\u0645\u062a\u0642\u062f\u0651\u0645",
+                        "group": "متقدّم",
                         "icon": "gear",
                         "pages": [
                           "ar/guides/advanced/customizing-prompts",
@@ -11818,7 +13678,7 @@
                         ]
                       },
                       {
-                        "group": "\u0627\u0644\u062a\u0631\u062d\u064a\u0644",
+                        "group": "الترحيل",
                         "icon": "shuffle",
                         "pages": [
                           "ar/guides/migration/migrating-from-langgraph"
@@ -11827,7 +13687,7 @@
                     ]
                   },
                   {
-                    "group": "\u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629",
+                    "group": "المفاهيم الأساسية",
                     "pages": [
                       "ar/concepts/agents",
                       "ar/concepts/tasks",
@@ -11850,7 +13710,7 @@
                     ]
                   },
                   {
-                    "group": "\u062a\u0643\u0627\u0645\u0644 MCP",
+                    "group": "تكامل MCP",
                     "pages": [
                       "ar/mcp/overview",
                       "ar/mcp/dsl-integration",
@@ -11862,11 +13722,11 @@
                     ]
                   },
                   {
-                    "group": "\u0627\u0644\u0623\u062f\u0648\u0627\u062a",
+                    "group": "الأدوات",
                     "pages": [
                       "ar/tools/overview",
                       {
-                        "group": "\u0627\u0644\u0645\u0644\u0641\u0627\u062a \u0648\u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a",
+                        "group": "الملفات والمستندات",
                         "icon": "folder-open",
                         "pages": [
                           "ar/tools/file-document/overview",
@@ -11886,7 +13746,7 @@
                         ]
                       },
                       {
-                        "group": "\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0648\u064a\u0628",
+                        "group": "استخراج بيانات الويب",
                         "icon": "globe",
                         "pages": [
                           "ar/tools/web-scraping/overview",
@@ -11906,7 +13766,7 @@
                         ]
                       },
                       {
-                        "group": "\u0627\u0644\u0628\u062d\u062b \u0648\u0627\u0644\u0627\u0633\u062a\u0643\u0634\u0627\u0641",
+                        "group": "البحث والاستكشاف",
                         "icon": "magnifying-glass",
                         "pages": [
                           "ar/tools/search-research/overview",
@@ -11928,7 +13788,7 @@
                         ]
                       },
                       {
-                        "group": "\u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a",
+                        "group": "قواعد البيانات",
                         "icon": "database",
                         "pages": [
                           "ar/tools/database-data/overview",
@@ -11943,7 +13803,7 @@
                         ]
                       },
                       {
-                        "group": "\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0627\u0644\u062a\u0639\u0644\u0651\u0645 \u0627\u0644\u0622\u0644\u064a",
+                        "group": "الذكاء الاصطناعي والتعلّم الآلي",
                         "icon": "brain",
                         "pages": [
                           "ar/tools/ai-ml/overview",
@@ -11957,7 +13817,7 @@
                         ]
                       },
                       {
-                        "group": "\u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0633\u062d\u0627\u0628\u064a",
+                        "group": "التخزين السحابي",
                         "icon": "cloud",
                         "pages": [
                           "ar/tools/cloud-storage/overview",
@@ -11976,7 +13836,7 @@
                         ]
                       },
                       {
-                        "group": "\u0627\u0644\u0623\u062a\u0645\u062a\u0629",
+                        "group": "الأتمتة",
                         "icon": "bolt",
                         "pages": [
                           "ar/tools/automation/overview",
@@ -12011,7 +13871,7 @@
                     ]
                   },
                   {
-                    "group": "\u0627\u0644\u062a\u0639\u0644\u0651\u0645",
+                    "group": "التعلّم",
                     "pages": [
                       "ar/learn/overview",
                       "ar/learn/llm-selection-guide",
@@ -12048,17 +13908,17 @@
                 ]
               },
               {
-                "tab": "\u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a",
+                "tab": "المؤسسات",
                 "icon": "briefcase",
                 "groups": [
                   {
-                    "group": "\u0627\u0644\u0628\u062f\u0621",
+                    "group": "البدء",
                     "pages": [
                       "ar/enterprise/introduction"
                     ]
                   },
                   {
-                    "group": "\u0627\u0644\u0628\u0646\u0627\u0621",
+                    "group": "البناء",
                     "pages": [
                       "ar/enterprise/features/automations",
                       "ar/enterprise/features/crew-studio",
@@ -12069,7 +13929,7 @@
                     ]
                   },
                   {
-                    "group": "\u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a",
+                    "group": "العمليات",
                     "pages": [
                       "ar/enterprise/features/traces",
                       "ar/enterprise/features/webhook-streaming",
@@ -12078,13 +13938,13 @@
                     ]
                   },
                   {
-                    "group": "\u0627\u0644\u0625\u062f\u0627\u0631\u0629",
+                    "group": "الإدارة",
                     "pages": [
                       "ar/enterprise/features/rbac"
                     ]
                   },
                   {
-                    "group": "\u0627\u0644\u062a\u0643\u0627\u0645\u0644\u0627\u062a",
+                    "group": "التكاملات",
                     "pages": [
                       "ar/enterprise/integrations/asana",
                       "ar/enterprise/integrations/box",
@@ -12135,7 +13995,7 @@
                     ]
                   },
                   {
-                    "group": "\u0627\u0644\u0645\u0634\u063a\u0651\u0644\u0627\u062a",
+                    "group": "المشغّلات",
                     "pages": [
                       "ar/enterprise/guides/automation-triggers",
                       "ar/enterprise/guides/gmail-trigger",
@@ -12151,7 +14011,7 @@
                     ]
                   },
                   {
-                    "group": "\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u062a\u0639\u0644\u0651\u0645",
+                    "group": "موارد التعلّم",
                     "pages": [
                       "ar/enterprise/resources/frequently-asked-questions"
                     ]
@@ -12159,11 +14019,11 @@
                 ]
               },
               {
-                "tab": "API \u0627\u0644\u0645\u0631\u062c\u0639",
+                "tab": "API المرجع",
                 "icon": "magnifying-glass",
                 "groups": [
                   {
-                    "group": "\u0627\u0644\u0628\u062f\u0621",
+                    "group": "البدء",
                     "pages": [
                       "ar/api-reference/introduction",
                       "ar/api-reference/inputs",
@@ -12175,11 +14035,11 @@
                 ]
               },
               {
-                "tab": "\u0623\u0645\u062b\u0644\u0629",
+                "tab": "أمثلة",
                 "icon": "code",
                 "groups": [
                   {
-                    "group": "\u0623\u0645\u062b\u0644\u0629",
+                    "group": "أمثلة",
                     "pages": [
                       "ar/examples/example",
                       "ar/examples/cookbooks"
@@ -12188,11 +14048,11 @@
                 ]
               },
               {
-                "tab": "\u0627\u0644\u062a\u063a\u064a\u064a\u0631\u0627\u062a \u0627\u0644\u0633\u062c\u0644\u0627\u062a",
+                "tab": "التغييرات السجلات",
                 "icon": "clock",
                 "groups": [
                   {
-                    "group": "\u0633\u062c\u0644 \u0627\u0644\u062a\u063a\u064a\u064a\u0631\u0627\u062a",
+                    "group": "سجل التغييرات",
                     "pages": [
                       "ar/changelog"
                     ]
@@ -12205,11 +14065,11 @@
             "version": "v1.10.1",
             "tabs": [
               {
-                "tab": "\u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629",
+                "tab": "الرئيسية",
                 "icon": "house",
                 "groups": [
                   {
-                    "group": "\u0645\u0631\u062d\u0628\u0627\u064b",
+                    "group": "مرحباً",
                     "pages": [
                       "ar/index"
                     ]
@@ -12217,11 +14077,11 @@
                 ]
               },
               {
-                "tab": "\u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u062a\u0648\u062b\u064a\u0642",
+                "tab": "التقنية التوثيق",
                 "icon": "book-open",
                 "groups": [
                   {
-                    "group": "\u0627\u0644\u0628\u062f\u0621",
+                    "group": "البدء",
                     "pages": [
                       "ar/introduction",
                       "ar/installation",
@@ -12229,31 +14089,31 @@
                     ]
                   },
                   {
-                    "group": "\u0627\u0644\u0623\u062f\u0644\u0651\u0629",
+                    "group": "الأدلّة",
                     "pages": [
                       {
-                        "group": "\u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629",
+                        "group": "الاستراتيجية",
                         "icon": "compass",
                         "pages": [
                           "ar/guides/concepts/evaluating-use-cases"
                         ]
                       },
                       {
-                        "group": "\u0627\u0644\u0648\u0643\u0644\u0627\u0621",
+                        "group": "الوكلاء",
                         "icon": "user",
                         "pages": [
                           "ar/guides/agents/crafting-effective-agents"
                         ]
                       },
                       {
-                        "group": "\u0627\u0644\u0637\u0648\u0627\u0642\u0645",
+                        "group": "الطواقم",
                         "icon": "users",
                         "pages": [
                           "ar/guides/crews/first-crew"
                         ]
                       },
                       {
-                        "group": "\u0627\u0644\u062a\u062f\u0641\u0642\u0627\u062a",
+                        "group": "التدفقات",
                         "icon": "code-branch",
                         "pages": [
                           "ar/guides/flows/first-flow",
@@ -12261,21 +14121,21 @@
                         ]
                       },
                       {
-                        "group": "\u0627\u0644\u0623\u062f\u0648\u0627\u062a",
+                        "group": "الأدوات",
                         "icon": "wrench",
                         "pages": [
                           "ar/guides/tools/publish-custom-tools"
                         ]
                       },
                       {
-                        "group": "\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u0629",
+                        "group": "أدوات البرمجة",
                         "icon": "terminal",
                         "pages": [
                           "ar/guides/coding-tools/agents-md"
                         ]
                       },
                       {
-                        "group": "\u0645\u062a\u0642\u062f\u0651\u0645",
+                        "group": "متقدّم",
                         "icon": "gear",
                         "pages": [
                           "ar/guides/advanced/customizing-prompts",
@@ -12283,7 +14143,7 @@
                         ]
                       },
                       {
-                        "group": "\u0627\u0644\u062a\u0631\u062d\u064a\u0644",
+                        "group": "الترحيل",
                         "icon": "shuffle",
                         "pages": [
                           "ar/guides/migration/migrating-from-langgraph"
@@ -12292,7 +14152,7 @@
                     ]
                   },
                   {
-                    "group": "\u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629",
+                    "group": "المفاهيم الأساسية",
                     "pages": [
                       "ar/concepts/agents",
                       "ar/concepts/tasks",
@@ -12315,7 +14175,7 @@
                     ]
                   },
                   {
-                    "group": "\u062a\u0643\u0627\u0645\u0644 MCP",
+                    "group": "تكامل MCP",
                     "pages": [
                       "ar/mcp/overview",
                       "ar/mcp/dsl-integration",
@@ -12327,11 +14187,11 @@
                     ]
                   },
                   {
-                    "group": "\u0627\u0644\u0623\u062f\u0648\u0627\u062a",
+                    "group": "الأدوات",
                     "pages": [
                       "ar/tools/overview",
                       {
-                        "group": "\u0627\u0644\u0645\u0644\u0641\u0627\u062a \u0648\u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a",
+                        "group": "الملفات والمستندات",
                         "icon": "folder-open",
                         "pages": [
                           "ar/tools/file-document/overview",
@@ -12351,7 +14211,7 @@
                         ]
                       },
                       {
-                        "group": "\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0648\u064a\u0628",
+                        "group": "استخراج بيانات الويب",
                         "icon": "globe",
                         "pages": [
                           "ar/tools/web-scraping/overview",
@@ -12371,7 +14231,7 @@
                         ]
                       },
                       {
-                        "group": "\u0627\u0644\u0628\u062d\u062b \u0648\u0627\u0644\u0627\u0633\u062a\u0643\u0634\u0627\u0641",
+                        "group": "البحث والاستكشاف",
                         "icon": "magnifying-glass",
                         "pages": [
                           "ar/tools/search-research/overview",
@@ -12393,7 +14253,7 @@
                         ]
                       },
                       {
-                        "group": "\u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a",
+                        "group": "قواعد البيانات",
                         "icon": "database",
                         "pages": [
                           "ar/tools/database-data/overview",
@@ -12408,7 +14268,7 @@
                         ]
                       },
                       {
-                        "group": "\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0627\u0644\u062a\u0639\u0644\u0651\u0645 \u0627\u0644\u0622\u0644\u064a",
+                        "group": "الذكاء الاصطناعي والتعلّم الآلي",
                         "icon": "brain",
                         "pages": [
                           "ar/tools/ai-ml/overview",
@@ -12422,7 +14282,7 @@
                         ]
                       },
                       {
-                        "group": "\u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0633\u062d\u0627\u0628\u064a",
+                        "group": "التخزين السحابي",
                         "icon": "cloud",
                         "pages": [
                           "ar/tools/cloud-storage/overview",
@@ -12441,7 +14301,7 @@
                         ]
                       },
                       {
-                        "group": "\u0627\u0644\u0623\u062a\u0645\u062a\u0629",
+                        "group": "الأتمتة",
                         "icon": "bolt",
                         "pages": [
                           "ar/tools/automation/overview",
@@ -12476,7 +14336,7 @@
                     ]
                   },
                   {
-                    "group": "\u0627\u0644\u062a\u0639\u0644\u0651\u0645",
+                    "group": "التعلّم",
                     "pages": [
                       "ar/learn/overview",
                       "ar/learn/llm-selection-guide",
@@ -12513,17 +14373,17 @@
                 ]
               },
               {
-                "tab": "\u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a",
+                "tab": "المؤسسات",
                 "icon": "briefcase",
                 "groups": [
                   {
-                    "group": "\u0627\u0644\u0628\u062f\u0621",
+                    "group": "البدء",
                     "pages": [
                       "ar/enterprise/introduction"
                     ]
                   },
                   {
-                    "group": "\u0627\u0644\u0628\u0646\u0627\u0621",
+                    "group": "البناء",
                     "pages": [
                       "ar/enterprise/features/automations",
                       "ar/enterprise/features/crew-studio",
@@ -12534,7 +14394,7 @@
                     ]
                   },
                   {
-                    "group": "\u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a",
+                    "group": "العمليات",
                     "pages": [
                       "ar/enterprise/features/traces",
                       "ar/enterprise/features/webhook-streaming",
@@ -12543,13 +14403,13 @@
                     ]
                   },
                   {
-                    "group": "\u0627\u0644\u0625\u062f\u0627\u0631\u0629",
+                    "group": "الإدارة",
                     "pages": [
                       "ar/enterprise/features/rbac"
                     ]
                   },
                   {
-                    "group": "\u0627\u0644\u062a\u0643\u0627\u0645\u0644\u0627\u062a",
+                    "group": "التكاملات",
                     "pages": [
                       "ar/enterprise/integrations/asana",
                       "ar/enterprise/integrations/box",
@@ -12600,7 +14460,7 @@
                     ]
                   },
                   {
-                    "group": "\u0627\u0644\u0645\u0634\u063a\u0651\u0644\u0627\u062a",
+                    "group": "المشغّلات",
                     "pages": [
                       "ar/enterprise/guides/automation-triggers",
                       "ar/enterprise/guides/gmail-trigger",
@@ -12616,7 +14476,7 @@
                     ]
                   },
                   {
-                    "group": "\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u062a\u0639\u0644\u0651\u0645",
+                    "group": "موارد التعلّم",
                     "pages": [
                       "ar/enterprise/resources/frequently-asked-questions"
                     ]
@@ -12624,11 +14484,11 @@
                 ]
               },
               {
-                "tab": "API \u0627\u0644\u0645\u0631\u062c\u0639",
+                "tab": "API المرجع",
                 "icon": "magnifying-glass",
                 "groups": [
                   {
-                    "group": "\u0627\u0644\u0628\u062f\u0621",
+                    "group": "البدء",
                     "pages": [
                       "ar/api-reference/introduction",
                       "ar/api-reference/inputs",
@@ -12640,11 +14500,11 @@
                 ]
               },
               {
-                "tab": "\u0623\u0645\u062b\u0644\u0629",
+                "tab": "أمثلة",
                 "icon": "code",
                 "groups": [
                   {
-                    "group": "\u0623\u0645\u062b\u0644\u0629",
+                    "group": "أمثلة",
                     "pages": [
                       "ar/examples/example",
                       "ar/examples/cookbooks"
@@ -12653,11 +14513,11 @@
                 ]
               },
               {
-                "tab": "\u0627\u0644\u062a\u063a\u064a\u064a\u0631\u0627\u062a \u0627\u0644\u0633\u062c\u0644\u0627\u062a",
+                "tab": "التغييرات السجلات",
                 "icon": "clock",
                 "groups": [
                   {
-                    "group": "\u0633\u062c\u0644 \u0627\u0644\u062a\u063a\u064a\u064a\u0631\u0627\u062a",
+                    "group": "سجل التغييرات",
                     "pages": [
                       "ar/changelog"
                     ]
@@ -12670,11 +14530,11 @@
             "version": "v1.10.0",
             "tabs": [
               {
-                "tab": "\u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629",
+                "tab": "الرئيسية",
                 "icon": "house",
                 "groups": [
                   {
-                    "group": "\u0645\u0631\u062d\u0628\u0627\u064b",
+                    "group": "مرحباً",
                     "pages": [
                       "ar/index"
                     ]
@@ -12682,11 +14542,11 @@
                 ]
               },
               {
-                "tab": "\u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u062a\u0648\u062b\u064a\u0642",
+                "tab": "التقنية التوثيق",
                 "icon": "book-open",
                 "groups": [
                   {
-                    "group": "\u0627\u0644\u0628\u062f\u0621",
+                    "group": "البدء",
                     "pages": [
                       "ar/introduction",
                       "ar/installation",
@@ -12694,31 +14554,31 @@
                     ]
                   },
                   {
-                    "group": "\u0627\u0644\u0623\u062f\u0644\u0651\u0629",
+                    "group": "الأدلّة",
                     "pages": [
                       {
-                        "group": "\u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629",
+                        "group": "الاستراتيجية",
                         "icon": "compass",
                         "pages": [
                           "ar/guides/concepts/evaluating-use-cases"
                         ]
                       },
                       {
-                        "group": "\u0627\u0644\u0648\u0643\u0644\u0627\u0621",
+                        "group": "الوكلاء",
                         "icon": "user",
                         "pages": [
                           "ar/guides/agents/crafting-effective-agents"
                         ]
                       },
                       {
-                        "group": "\u0627\u0644\u0637\u0648\u0627\u0642\u0645",
+                        "group": "الطواقم",
                         "icon": "users",
                         "pages": [
                           "ar/guides/crews/first-crew"
                         ]
                       },
                       {
-                        "group": "\u0627\u0644\u062a\u062f\u0641\u0642\u0627\u062a",
+                        "group": "التدفقات",
                         "icon": "code-branch",
                         "pages": [
                           "ar/guides/flows/first-flow",
@@ -12726,21 +14586,21 @@
                         ]
                       },
                       {
-                        "group": "\u0627\u0644\u0623\u062f\u0648\u0627\u062a",
+                        "group": "الأدوات",
                         "icon": "wrench",
                         "pages": [
                           "ar/guides/tools/publish-custom-tools"
                         ]
                       },
                       {
-                        "group": "\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u0629",
+                        "group": "أدوات البرمجة",
                         "icon": "terminal",
                         "pages": [
                           "ar/guides/coding-tools/agents-md"
                         ]
                       },
                       {
-                        "group": "\u0645\u062a\u0642\u062f\u0651\u0645",
+                        "group": "متقدّم",
                         "icon": "gear",
                         "pages": [
                           "ar/guides/advanced/customizing-prompts",
@@ -12748,7 +14608,7 @@
                         ]
                       },
                       {
-                        "group": "\u0627\u0644\u062a\u0631\u062d\u064a\u0644",
+                        "group": "الترحيل",
                         "icon": "shuffle",
                         "pages": [
                           "ar/guides/migration/migrating-from-langgraph"
@@ -12757,7 +14617,7 @@
                     ]
                   },
                   {
-                    "group": "\u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629",
+                    "group": "المفاهيم الأساسية",
                     "pages": [
                       "ar/concepts/agents",
                       "ar/concepts/tasks",
@@ -12781,7 +14641,7 @@
                     ]
                   },
                   {
-                    "group": "\u062a\u0643\u0627\u0645\u0644 MCP",
+                    "group": "تكامل MCP",
                     "pages": [
                       "ar/mcp/overview",
                       "ar/mcp/dsl-integration",
@@ -12793,11 +14653,11 @@
                     ]
                   },
                   {
-                    "group": "\u0627\u0644\u0623\u062f\u0648\u0627\u062a",
+                    "group": "الأدوات",
                     "pages": [
                       "ar/tools/overview",
                       {
-                        "group": "\u0627\u0644\u0645\u0644\u0641\u0627\u062a \u0648\u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a",
+                        "group": "الملفات والمستندات",
                         "icon": "folder-open",
                         "pages": [
                           "ar/tools/file-document/overview",
@@ -12817,7 +14677,7 @@
                         ]
                       },
                       {
-                        "group": "\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0648\u064a\u0628",
+                        "group": "استخراج بيانات الويب",
                         "icon": "globe",
                         "pages": [
                           "ar/tools/web-scraping/overview",
@@ -12837,7 +14697,7 @@
                         ]
                       },
                       {
-                        "group": "\u0627\u0644\u0628\u062d\u062b \u0648\u0627\u0644\u0627\u0633\u062a\u0643\u0634\u0627\u0641",
+                        "group": "البحث والاستكشاف",
                         "icon": "magnifying-glass",
                         "pages": [
                           "ar/tools/search-research/overview",
@@ -12859,7 +14719,7 @@
                         ]
                       },
                       {
-                        "group": "\u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a",
+                        "group": "قواعد البيانات",
                         "icon": "database",
                         "pages": [
                           "ar/tools/database-data/overview",
@@ -12874,7 +14734,7 @@
                         ]
                       },
                       {
-                        "group": "\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0627\u0644\u062a\u0639\u0644\u0651\u0645 \u0627\u0644\u0622\u0644\u064a",
+                        "group": "الذكاء الاصطناعي والتعلّم الآلي",
                         "icon": "brain",
                         "pages": [
                           "ar/tools/ai-ml/overview",
@@ -12888,7 +14748,7 @@
                         ]
                       },
                       {
-                        "group": "\u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0633\u062d\u0627\u0628\u064a",
+                        "group": "التخزين السحابي",
                         "icon": "cloud",
                         "pages": [
                           "ar/tools/cloud-storage/overview",
@@ -12907,7 +14767,7 @@
                         ]
                       },
                       {
-                        "group": "\u0627\u0644\u0623\u062a\u0645\u062a\u0629",
+                        "group": "الأتمتة",
                         "icon": "bolt",
                         "pages": [
                           "ar/tools/automation/overview",
@@ -12942,7 +14802,7 @@
                     ]
                   },
                   {
-                    "group": "\u0627\u0644\u062a\u0639\u0644\u0651\u0645",
+                    "group": "التعلّم",
                     "pages": [
                       "ar/learn/overview",
                       "ar/learn/llm-selection-guide",
@@ -12979,17 +14839,17 @@
                 ]
               },
               {
-                "tab": "\u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a",
+                "tab": "المؤسسات",
                 "icon": "briefcase",
                 "groups": [
                   {
-                    "group": "\u0627\u0644\u0628\u062f\u0621",
+                    "group": "البدء",
                     "pages": [
                       "ar/enterprise/introduction"
                     ]
                   },
                   {
-                    "group": "\u0627\u0644\u0628\u0646\u0627\u0621",
+                    "group": "البناء",
                     "pages": [
                       "ar/enterprise/features/automations",
                       "ar/enterprise/features/crew-studio",
@@ -13000,7 +14860,7 @@
                     ]
                   },
                   {
-                    "group": "\u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a",
+                    "group": "العمليات",
                     "pages": [
                       "ar/enterprise/features/traces",
                       "ar/enterprise/features/webhook-streaming",
@@ -13009,13 +14869,13 @@
                     ]
                   },
                   {
-                    "group": "\u0627\u0644\u0625\u062f\u0627\u0631\u0629",
+                    "group": "الإدارة",
                     "pages": [
                       "ar/enterprise/features/rbac"
                     ]
                   },
                   {
-                    "group": "\u0627\u0644\u062a\u0643\u0627\u0645\u0644\u0627\u062a",
+                    "group": "التكاملات",
                     "pages": [
                       "ar/enterprise/integrations/asana",
                       "ar/enterprise/integrations/box",
@@ -13066,7 +14926,7 @@
                     ]
                   },
                   {
-                    "group": "\u0627\u0644\u0645\u0634\u063a\u0651\u0644\u0627\u062a",
+                    "group": "المشغّلات",
                     "pages": [
                       "ar/enterprise/guides/automation-triggers",
                       "ar/enterprise/guides/gmail-trigger",
@@ -13082,7 +14942,7 @@
                     ]
                   },
                   {
-                    "group": "\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u062a\u0639\u0644\u0651\u0645",
+                    "group": "موارد التعلّم",
                     "pages": [
                       "ar/enterprise/resources/frequently-asked-questions"
                     ]
@@ -13090,11 +14950,11 @@
                 ]
               },
               {
-                "tab": "API \u0627\u0644\u0645\u0631\u062c\u0639",
+                "tab": "API المرجع",
                 "icon": "magnifying-glass",
                 "groups": [
                   {
-                    "group": "\u0627\u0644\u0628\u062f\u0621",
+                    "group": "البدء",
                     "pages": [
                       "ar/api-reference/introduction",
                       "ar/api-reference/inputs",
@@ -13106,11 +14966,11 @@
                 ]
               },
               {
-                "tab": "\u0623\u0645\u062b\u0644\u0629",
+                "tab": "أمثلة",
                 "icon": "code",
                 "groups": [
                   {
-                    "group": "\u0623\u0645\u062b\u0644\u0629",
+                    "group": "أمثلة",
                     "pages": [
                       "ar/examples/example",
                       "ar/examples/cookbooks"
@@ -13119,11 +14979,11 @@
                 ]
               },
               {
-                "tab": "\u0627\u0644\u062a\u063a\u064a\u064a\u0631\u0627\u062a \u0627\u0644\u0633\u062c\u0644\u0627\u062a",
+                "tab": "التغييرات السجلات",
                 "icon": "clock",
                 "groups": [
                   {
-                    "group": "\u0633\u062c\u0644 \u0627\u0644\u062a\u063a\u064a\u064a\u0631\u0627\u062a",
+                    "group": "سجل التغييرات",
                     "pages": [
                       "ar/changelog"
                     ]
diff --git a/docs/en/changelog.mdx b/docs/en/changelog.mdx
index 037db203e..015cd3088 100644
--- a/docs/en/changelog.mdx
+++ b/docs/en/changelog.mdx
@@ -4,6 +4,53 @@ description: "Product updates, improvements, and bug fixes for CrewAI"
 icon: "clock"
 mode: "wide"
 ---
+<Update label="Apr 02, 2026">
+  ## v1.13.0
+
+  [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.13.0)
+
+  ## What's Changed
+
+  ### Features
+  - Add RuntimeState RootModel for unified state serialization
+  - Enhance event listener with new telemetry spans for skill and memory events
+  - Add A2UI extension with v0.8/v0.9 support, schemas, and docs
+  - Emit token usage data in LLMCallCompletedEvent
+  - Auto-update deployment test repo during release
+  - Improve enterprise release resilience and UX
+
+  ### Bug Fixes
+  - Add tool repository credentials to crewai install
+  - Add tool repository credentials to uv build in tool publish
+  - Pass fingerprint metadata via config instead of tool args
+  - Handle GPT-5.x models not supporting the `stop` API parameter
+  - Add GPT-5 and o-series to multimodal vision prefixes
+  - Bust uv cache for freshly published packages in enterprise release
+  - Cap lancedb below 0.30.1 for Windows compatibility
+  - Fix RBAC permission levels to match actual UI options
+  - Fix inaccuracies in agent-capabilities across all languages
+
+  ### Documentation
+  - Add coding agent skills demo video to getting started pages
+  - Add comprehensive SSO configuration guide
+  - Add comprehensive RBAC permissions matrix and deployment guide
+  - Update changelog and version for v1.13.0
+
+  ### Performance
+  - Reduce framework overhead with lazy event bus, skip tracing when disabled
+
+  ### Refactoring
+  - Convert Flow to Pydantic BaseModel
+  - Convert LLM classes to Pydantic BaseModel
+  - Replace InstanceOf[T] with plain type annotations
+  - Remove unused third_party LLM directory
+
+  ## Contributors
+
+  @alex-clawd, @dependabot[bot], @greysonlalonde, @iris-clawd, @joaomdmoura, @lorenzejay, @lucasgomide, @thiagomoretto
+
+</Update>
+
 <Update label="Apr 02, 2026">
   ## v1.13.0a7
 
diff --git a/docs/ko/changelog.mdx b/docs/ko/changelog.mdx
index f4f30ae07..d0243fb1e 100644
--- a/docs/ko/changelog.mdx
+++ b/docs/ko/changelog.mdx
@@ -4,6 +4,53 @@ description: "CrewAI의 제품 업데이트, 개선 사항 및 버그 수정"
 icon: "clock"
 mode: "wide"
 ---
+<Update label="2026년 4월 2일">
+  ## v1.13.0
+
+  [GitHub 릴리스 보기](https://github.com/crewAIInc/crewAI/releases/tag/1.13.0)
+
+  ## 변경 사항
+
+  ### 기능
+  - 통합 상태 직렬화를 위한 RuntimeState RootModel 추가
+  - 기술 및 메모리 이벤트에 대한 새로운 텔레메트리 스팬으로 이벤트 리스너 강화
+  - v0.8/v0.9 지원, 스키마 및 문서가 포함된 A2UI 확장 추가
+  - LLMCallCompletedEvent에서 토큰 사용 데이터 방출
+  - 릴리스 중 배포 테스트 리포 자동 업데이트
+  - 기업 릴리스의 복원력 및 사용자 경험 개선
+
+  ### 버그 수정
+  - crewai 설치에 도구 리포지토리 자격 증명 추가
+  - 도구 게시의 uv 빌드에 도구 리포지토리 자격 증명 추가
+  - 도구 인수 대신 구성으로 지문 메타데이터 전달
+  - `stop` API 매개변수를 지원하지 않는 GPT-5.x 모델 처리
+  - 멀티모달 비전 접두사에 GPT-5 및 o-series 추가
+  - 기업 릴리스에서 새로 게시된 패키지에 대한 uv 캐시 무효화
+  - Windows 호환성을 위해 lancedb를 0.30.1 이하로 제한
+  - 실제 UI 옵션과 일치하도록 RBAC 권한 수준 수정
+  - 모든 언어에서 에이전트 기능의 부정확성 수정
+
+  ### 문서
+  - 시작하기 페이지에 코딩 에이전트 기술 데모 비디오 추가
+  - 포괄적인 SSO 구성 가이드 추가
+  - 포괄적인 RBAC 권한 매트릭스 및 배포 가이드 추가
+  - v1.13.0에 대한 변경 로그 및 버전 업데이트
+
+  ### 성능
+  - 비활성화 시 추적 건너뛰기와 함께 지연 이벤트 버스를 사용하여 프레임워크 오버헤드 감소
+
+  ### 리팩토링
+  - Flow를 Pydantic BaseModel로 변환
+  - LLM 클래스를 Pydantic BaseModel로 변환
+  - InstanceOf[T]를 일반 타입 주석으로 교체
+  - 사용되지 않는 third_party LLM 디렉토리 제거
+
+  ## 기여자
+
+  @alex-clawd, @dependabot[bot], @greysonlalonde, @iris-clawd, @joaomdmoura, @lorenzejay, @lucasgomide, @thiagomoretto
+
+</Update>
+
 <Update label="2026년 4월 2일">
   ## v1.13.0a7
 
diff --git a/docs/pt-BR/changelog.mdx b/docs/pt-BR/changelog.mdx
index 3173bcf1b..64c00a8f9 100644
--- a/docs/pt-BR/changelog.mdx
+++ b/docs/pt-BR/changelog.mdx
@@ -4,6 +4,53 @@ description: "Atualizações de produto, melhorias e correções do CrewAI"
 icon: "clock"
 mode: "wide"
 ---
+<Update label="02 abr 2026">
+  ## v1.13.0
+
+  [Ver release no GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.13.0)
+
+  ## O que Mudou
+
+  ### Funcionalidades
+  - Adicionar RuntimeState RootModel para serialização de estado unificado
+  - Melhorar o listener de eventos com novos spans de telemetria para eventos de habilidade e memória
+  - Adicionar extensão A2UI com suporte a v0.8/v0.9, esquemas e documentação
+  - Emitir dados de uso de token no LLMCallCompletedEvent
+  - Atualizar automaticamente o repositório de testes de implantação durante o lançamento
+  - Melhorar a resiliência e a experiência do usuário na versão empresarial
+
+  ### Correções de Bugs
+  - Adicionar credenciais do repositório de ferramentas ao crewai install
+  - Adicionar credenciais do repositório de ferramentas ao uv build na publicação de ferramentas
+  - Passar metadados de impressão digital via configuração em vez de argumentos de ferramenta
+  - Lidar com modelos GPT-5.x que não suportam o parâmetro API `stop`
+  - Adicionar GPT-5 e a série o aos prefixos de visão multimodal
+  - Limpar cache uv para pacotes recém-publicados na versão empresarial
+  - Limitar lancedb abaixo de 0.30.1 para compatibilidade com Windows
+  - Corrigir níveis de permissão RBAC para corresponder às opções reais da interface do usuário
+  - Corrigir imprecisões nas capacidades do agente em todos os idiomas
+
+  ### Documentação
+  - Adicionar vídeo de demonstração de habilidades do agente de codificação às páginas de introdução
+  - Adicionar guia abrangente de configuração SSO
+  - Adicionar matriz de permissões RBAC abrangente e guia de implantação
+  - Atualizar changelog e versão para v1.13.0
+
+  ### Desempenho
+  - Reduzir a sobrecarga do framework com bus de eventos preguiçoso, pular rastreamento quando desativado
+
+  ### Refatoração
+  - Converter Flow para Pydantic BaseModel
+  - Converter classes LLM para Pydantic BaseModel
+  - Substituir InstanceOf[T] por anotações de tipo simples
+  - Remover diretório LLM de terceiros não utilizado
+
+  ## Contribuidores
+
+  @alex-clawd, @dependabot[bot], @greysonlalonde, @iris-clawd, @joaomdmoura, @lorenzejay, @lucasgomide, @thiagomoretto
+
+</Update>
+
 <Update label="02 abr 2026">
   ## v1.13.0a7