diff --git a/docs/README.md b/docs/README.md
index d2eb0cd48db..1b8ce46e863 100644
--- a/docs/README.md
+++ b/docs/README.md
@@ -118,18 +118,13 @@ def example_function(param1: str, param2: int = 5) -> bool:
 
     .. warning::
         This function is experimental and may change.
-
-    .. deprecated:: 0.2.0
-        Use :func:`new_function` instead.
     """
 ```
 
 **Special Markers:**
 
 - `:private:` in docstrings excludes members from documentation
-- `.. deprecated::` creates deprecation notices
 - `.. warning::` adds warning admonitions
-- `.. beta::` (custom directive) marks beta features
 
 #### Site Styling and Assets
 
diff --git a/libs/langchain_v1/langchain/agents/react_agent.py b/libs/langchain_v1/langchain/agents/react_agent.py
index d9392c47527..1d8c7904452 100644
--- a/libs/langchain_v1/langchain/agents/react_agent.py
+++ b/libs/langchain_v1/langchain/agents/react_agent.py
@@ -971,7 +971,7 @@ def create_agent(  # noqa: D417
                 return model.bind_tools(tools)
             ```
 
-            !!! note "Dynamic Model Requirements"
+            .. note::
                 Ensure returned models have appropriate tools bound via
                 `.bind_tools()` and support required functionality. Bound tools
                 must be a subset of those specified in the `tools` parameter.
@@ -1011,10 +1011,10 @@ def create_agent(  # noqa: D417
                 - description: Optional custom description (defaults to model docstring)
                 - strict: Whether to enforce strict validation
 
-            !!! Important
+            .. important::
                 `response_format` requires the model to support tool calling
 
-            !!! Note
+            .. note::
                 Structured responses are handled directly in the model call node via tool calls,
                 eliminating the need for separate structured response nodes.
 
@@ -1037,12 +1037,12 @@ def create_agent(  # noqa: D417
                 }
                 ```
 
-            !!! Important
+            .. important::
                 At least one of `messages` or `llm_input_messages` MUST be provided
                 and will be used as an input to the `agent` node.
                 The rest of the keys will be added to the graph state.
 
-            !!! Warning
+            .. warning::
                 If you are returning `messages` in the pre-model hook,
                 you should OVERWRITE the `messages` key by doing the following:
 
@@ -1059,7 +1059,7 @@ def create_agent(  # noqa: D417
             Post-model hook must be a callable or a runnable that takes in
             current graph state and returns a state update.
 
-            !!! Note
+            .. note::
                 Only available with `version="v2"`.
         state_schema: An optional state schema that defines graph state.
             Must have `messages` and `remaining_steps` keys.
@@ -1092,7 +1092,7 @@ def create_agent(  # noqa: D417
             another graph as a subgraph node -
             particularly useful for building multi-agent systems.
 
-    !!! warning "`config_schema` Deprecated"
+    .. warning::
         The `config_schema` parameter is deprecated in v0.6.0 and support will be removed in v2.0.0.
         Please use `context_schema` instead to specify the schema for run-scoped context.
 
diff --git a/libs/langchain_v1/langchain/agents/tool_node.py b/libs/langchain_v1/langchain/agents/tool_node.py
index 263867bf758..dd018420d06 100644
--- a/libs/langchain_v1/langchain/agents/tool_node.py
+++ b/libs/langchain_v1/langchain/agents/tool_node.py
@@ -1020,7 +1020,7 @@ class InjectedStore(InjectedToolArg):
     for maintaining context, user preferences, or any other data that needs to
     persist beyond individual workflow executions.
 
-    !!! Warning
+    .. warning::
         `InjectedStore` annotation requires `langchain-core >= 0.3.8`
 
     Example:
diff --git a/uv.lock b/uv.lock
index 955ecd43950..3e0eb13c7ba 100644
--- a/uv.lock
+++ b/uv.lock
@@ -2218,7 +2218,7 @@ dev = [
 lint = [
     { name = "cffi", marker = "python_full_version < '3.10'", specifier = "<1.17.1" },
     { name = "cffi", marker = "python_full_version >= '3.10'" },
-    { name = "ruff", specifier = ">=0.12.2,<0.13.0" },
+    { name = "ruff", specifier = ">=0.13.1,<0.14.0" },
 ]
 test = [
     { name = "blockbuster", specifier = ">=1.5.18,<1.6.0" },
@@ -2292,7 +2292,7 @@ requires-dist = [
 
 [package.metadata.requires-dev]
 dev = [{ name = "langchain-core", editable = "libs/core" }]
-lint = [{ name = "ruff", specifier = ">=0.12.9,<0.13.0" }]
+lint = [{ name = "ruff", specifier = ">=0.13.1,<0.14.0" }]
 test = [
     { name = "defusedxml", specifier = ">=0.7.1,<1.0.0" },
     { name = "freezegun", specifier = ">=1.2.2,<2.0.0" },
@@ -2354,7 +2354,7 @@ dev = [{ name = "langchain-core", editable = "libs/core" }]
 lint = [
     { name = "onnxruntime", marker = "python_full_version < '3.10'", specifier = "<1.20" },
     { name = "onnxruntime", marker = "python_full_version >= '3.10'" },
-    { name = "ruff", specifier = ">=0.12.2,<0.13.0" },
+    { name = "ruff", specifier = ">=0.13.1,<0.14.0" },
 ]
 test = [
     { name = "freezegun", specifier = ">=1.2.2,<2.0.0" },
@@ -2432,7 +2432,7 @@ dev = [
     { name = "jupyter", specifier = ">=1.0.0,<2.0.0" },
     { name = "setuptools", specifier = ">=67.6.1,<68.0.0" },
 ]
-lint = [{ name = "ruff", specifier = ">=0.12.2,<0.13.0" }]
+lint = [{ name = "ruff", specifier = ">=0.13.1,<0.14.0" }]
 test = [
     { name = "blockbuster", specifier = ">=1.5.18,<1.6.0" },
     { name = "freezegun", specifier = ">=1.2.2,<2.0.0" },
@@ -2491,7 +2491,7 @@ requires-dist = [
 
 [package.metadata.requires-dev]
 dev = [{ name = "langchain-core", editable = "libs/core" }]
-lint = [{ name = "ruff", specifier = ">=0.12.2,<0.13.0" }]
+lint = [{ name = "ruff", specifier = ">=0.13.1,<0.14.0" }]
 test = [
     { name = "freezegun", specifier = ">=1.2.2,<2.0.0" },
     { name = "langchain-core", editable = "libs/core" },
@@ -2552,7 +2552,7 @@ requires-dist = [
 
 [package.metadata.requires-dev]
 dev = [{ name = "langchain-core", editable = "libs/core" }]
-lint = [{ name = "ruff", specifier = ">=0.12.2,<0.13.0" }]
+lint = [{ name = "ruff", specifier = ">=0.13.1,<0.14.0" }]
 test = [
     { name = "langchain-core", editable = "libs/core" },
     { name = "langchain-tests", editable = "libs/standard-tests" },
@@ -2591,7 +2591,7 @@ requires-dist = [
 
 [package.metadata.requires-dev]
 dev = [{ name = "langchain-core", editable = "libs/core" }]
-lint = [{ name = "ruff", specifier = ">=0.12.2,<0.13.0" }]
+lint = [{ name = "ruff", specifier = ">=0.13.1,<0.14.0" }]
 test = [
     { name = "langchain-core", editable = "libs/core" },
     { name = "langchain-tests", editable = "libs/standard-tests" },
@@ -2750,7 +2750,7 @@ requires-dist = [
 
 [package.metadata.requires-dev]
 dev = [{ name = "langchain-core", editable = "libs/core" }]
-lint = [{ name = "ruff", specifier = ">=0.12.8,<0.13.0" }]
+lint = [{ name = "ruff", specifier = ">=0.13.1,<0.14.0" }]
 test = [
     { name = "freezegun", specifier = ">=1.2.2,<2.0.0" },
     { name = "langchain-core", editable = "libs/core" },
@@ -2814,7 +2814,7 @@ dev = [
 ]
 lint = [
     { name = "langchain-core", editable = "libs/core" },
-    { name = "ruff", specifier = ">=0.12.8,<0.13.0" },
+    { name = "ruff", specifier = ">=0.13.1,<0.14.0" },
 ]
 test = [
     { name = "freezegun", specifier = ">=1.2.2,<2.0.0" },