diff --git a/libs/langchain/langchain/_api/deprecation.py b/libs/langchain/langchain/_api/deprecation.py
index e85ab4046ce..ecd5a71b896 100644
--- a/libs/langchain/langchain/_api/deprecation.py
+++ b/libs/langchain/langchain/_api/deprecation.py
@@ -7,7 +7,20 @@ from langchain_core._api.deprecation import (
     warn_deprecated,
 )
 
+AGENT_DEPRECATION_WARNING = (
+    "LangChain agents will continue to be supported, but it is recommended for new "
+    "use cases to be built with LangGraph. LangGraph offers a more flexible and "
+    "full-featured framework for building agents, including support for "
+    "tool-calling, persistence of state, and human-in-the-loop workflows. See "
+    "LangGraph documentation for more details: "
+    "https://langchain-ai.github.io/langgraph/. Refer here for its pre-built "
+    "ReAct agent: "
+    "https://langchain-ai.github.io/langgraph/how-tos/create-react-agent/"
+)
+
+
 __all__ = [
+    "AGENT_DEPRECATION_WARNING",
     "LangChainDeprecationWarning",
     "LangChainPendingDeprecationWarning",
     "deprecated",
diff --git a/libs/langchain/langchain/agents/agent.py b/libs/langchain/langchain/agents/agent.py
index 500e884cd73..6d1facd3e52 100644
--- a/libs/langchain/langchain/agents/agent.py
+++ b/libs/langchain/langchain/agents/agent.py
@@ -47,6 +47,7 @@ from langchain_core.utils.input import get_color_mapping
 from pydantic import BaseModel, ConfigDict, model_validator
 from typing_extensions import Self
 
+from langchain._api.deprecation import AGENT_DEPRECATION_WARNING
 from langchain.agents.agent_iterator import AgentExecutorIterator
 from langchain.agents.agent_types import AgentType
 from langchain.agents.tools import InvalidTool
@@ -633,10 +634,7 @@ class RunnableMultiActionAgent(BaseMultiActionAgent):
 
 @deprecated(
     "0.1.0",
-    message=(
-        "Use new agent constructor methods like create_react_agent, create_json_agent, "
-        "create_structured_chat_agent, etc."
-    ),
+    message=AGENT_DEPRECATION_WARNING,
     removal="1.0",
 )
 class LLMSingleActionAgent(BaseSingleActionAgent):
@@ -724,10 +722,7 @@ class LLMSingleActionAgent(BaseSingleActionAgent):
 
 @deprecated(
     "0.1.0",
-    message=(
-        "Use new agent constructor methods like create_react_agent, create_json_agent, "
-        "create_structured_chat_agent, etc."
-    ),
+    message=AGENT_DEPRECATION_WARNING,
     removal="1.0",
 )
 class Agent(BaseSingleActionAgent):
diff --git a/libs/langchain/langchain/agents/agent_toolkits/vectorstore/base.py b/libs/langchain/langchain/agents/agent_toolkits/vectorstore/base.py
index eb8548cc6e8..4a3e6e76f6d 100644
--- a/libs/langchain/langchain/agents/agent_toolkits/vectorstore/base.py
+++ b/libs/langchain/langchain/agents/agent_toolkits/vectorstore/base.py
@@ -20,6 +20,10 @@ from langchain.chains.llm import LLMChain
     since="0.2.13",
     removal="1.0",
     message=(
+        "This function will continue to be supported, but it is recommended for new "
+        "use cases to be built with LangGraph. LangGraph offers a more flexible and "
+        "full-featured framework for building agents, including support for "
+        "tool-calling, persistence of state, and human-in-the-loop workflows. "
         "See API reference for this function for a replacement implementation: "
         "https://api.python.langchain.com/en/latest/agents/langchain.agents.agent_toolkits.vectorstore.base.create_vectorstore_agent.html "  # noqa: E501
         "Read more here on how to create agents that query vector stores: "
@@ -109,6 +113,10 @@ def create_vectorstore_agent(
     since="0.2.13",
     removal="1.0",
     message=(
+        "This function will continue to be supported, but it is recommended for new "
+        "use cases to be built with LangGraph. LangGraph offers a more flexible and "
+        "full-featured framework for building agents, including support for "
+        "tool-calling, persistence of state, and human-in-the-loop workflows. "
         "See API reference for this function for a replacement implementation: "
         "https://api.python.langchain.com/en/latest/agents/langchain.agents.agent_toolkits.vectorstore.base.create_vectorstore_router_agent.html "  # noqa: E501
         "Read more here on how to create agents that query vector stores: "
diff --git a/libs/langchain/langchain/agents/agent_types.py b/libs/langchain/langchain/agents/agent_types.py
index 14844a2a38f..e6a72a98aef 100644
--- a/libs/langchain/langchain/agents/agent_types.py
+++ b/libs/langchain/langchain/agents/agent_types.py
@@ -4,13 +4,12 @@ from enum import Enum
 
 from langchain_core._api import deprecated
 
+from langchain._api.deprecation import AGENT_DEPRECATION_WARNING
+
 
 @deprecated(
     "0.1.0",
-    message=(
-        "Use new agent constructor methods like create_react_agent, create_json_agent, "
-        "create_structured_chat_agent, etc."
-    ),
+    message=AGENT_DEPRECATION_WARNING,
     removal="1.0",
 )
 class AgentType(str, Enum):
diff --git a/libs/langchain/langchain/agents/chat/base.py b/libs/langchain/langchain/agents/chat/base.py
index 00ced776f13..22f8e77c5ca 100644
--- a/libs/langchain/langchain/agents/chat/base.py
+++ b/libs/langchain/langchain/agents/chat/base.py
@@ -13,6 +13,7 @@ from langchain_core.prompts.chat import (
 from langchain_core.tools import BaseTool
 from pydantic import Field
 
+from langchain._api.deprecation import AGENT_DEPRECATION_WARNING
 from langchain.agents.agent import Agent, AgentOutputParser
 from langchain.agents.chat.output_parser import ChatOutputParser
 from langchain.agents.chat.prompt import (
@@ -25,7 +26,11 @@ from langchain.agents.utils import validate_tools_single_input
 from langchain.chains.llm import LLMChain
 
 
-@deprecated("0.1.0", alternative="create_react_agent", removal="1.0")
+@deprecated(
+    "0.1.0",
+    message=AGENT_DEPRECATION_WARNING,
+    removal="1.0",
+)
 class ChatAgent(Agent):
     """Chat Agent."""
 
diff --git a/libs/langchain/langchain/agents/conversational/base.py b/libs/langchain/langchain/agents/conversational/base.py
index a0ef85946ab..6d7fc0312b9 100644
--- a/libs/langchain/langchain/agents/conversational/base.py
+++ b/libs/langchain/langchain/agents/conversational/base.py
@@ -11,6 +11,7 @@ from langchain_core.prompts import PromptTemplate
 from langchain_core.tools import BaseTool
 from pydantic import Field
 
+from langchain._api.deprecation import AGENT_DEPRECATION_WARNING
 from langchain.agents.agent import Agent, AgentOutputParser
 from langchain.agents.agent_types import AgentType
 from langchain.agents.conversational.output_parser import ConvoOutputParser
@@ -19,7 +20,11 @@ from langchain.agents.utils import validate_tools_single_input
 from langchain.chains import LLMChain
 
 
-@deprecated("0.1.0", alternative="create_react_agent", removal="1.0")
+@deprecated(
+    "0.1.0",
+    message=AGENT_DEPRECATION_WARNING,
+    removal="1.0",
+)
 class ConversationalAgent(Agent):
     """An agent that holds a conversation in addition to using tools."""
 
diff --git a/libs/langchain/langchain/agents/initialize.py b/libs/langchain/langchain/agents/initialize.py
index 17765e92276..cbcf06c5a3a 100644
--- a/libs/langchain/langchain/agents/initialize.py
+++ b/libs/langchain/langchain/agents/initialize.py
@@ -7,6 +7,7 @@ from langchain_core.callbacks import BaseCallbackManager
 from langchain_core.language_models import BaseLanguageModel
 from langchain_core.tools import BaseTool
 
+from langchain._api.deprecation import AGENT_DEPRECATION_WARNING
 from langchain.agents.agent import AgentExecutor
 from langchain.agents.agent_types import AgentType
 from langchain.agents.loading import AGENT_TO_CLASS, load_agent
@@ -14,10 +15,7 @@ from langchain.agents.loading import AGENT_TO_CLASS, load_agent
 
 @deprecated(
     "0.1.0",
-    alternative=(
-        "Use new agent constructor methods like create_react_agent, create_json_agent, "
-        "create_structured_chat_agent, etc."
-    ),
+    message=AGENT_DEPRECATION_WARNING,
     removal="1.0",
 )
 def initialize_agent(
diff --git a/libs/langchain/langchain/agents/mrkl/base.py b/libs/langchain/langchain/agents/mrkl/base.py
index cc4d9da5537..538a0bc8285 100644
--- a/libs/langchain/langchain/agents/mrkl/base.py
+++ b/libs/langchain/langchain/agents/mrkl/base.py
@@ -12,6 +12,7 @@ from langchain_core.tools import BaseTool, Tool
 from langchain_core.tools.render import render_text_description
 from pydantic import Field
 
+from langchain._api.deprecation import AGENT_DEPRECATION_WARNING
 from langchain.agents.agent import Agent, AgentExecutor, AgentOutputParser
 from langchain.agents.agent_types import AgentType
 from langchain.agents.mrkl.output_parser import MRKLOutputParser
@@ -34,7 +35,11 @@ class ChainConfig(NamedTuple):
     action_description: str
 
 
-@deprecated("0.1.0", alternative="create_react_agent", removal="1.0")
+@deprecated(
+    "0.1.0",
+    message=AGENT_DEPRECATION_WARNING,
+    removal="1.0",
+)
 class ZeroShotAgent(Agent):
     """Agent for the MRKL chain.
 
@@ -168,7 +173,11 @@ class ZeroShotAgent(Agent):
         super()._validate_tools(tools)
 
 
-@deprecated("0.1.0", removal="1.0")
+@deprecated(
+    "0.1.0",
+    message=AGENT_DEPRECATION_WARNING,
+    removal="1.0",
+)
 class MRKLChain(AgentExecutor):
     """Chain that implements the MRKL system."""
 
diff --git a/libs/langchain/langchain/agents/react/base.py b/libs/langchain/langchain/agents/react/base.py
index 81a38141fe6..1f9191ab7be 100644
--- a/libs/langchain/langchain/agents/react/base.py
+++ b/libs/langchain/langchain/agents/react/base.py
@@ -11,6 +11,7 @@ from langchain_core.prompts import BasePromptTemplate
 from langchain_core.tools import BaseTool, Tool
 from pydantic import Field
 
+from langchain._api.deprecation import AGENT_DEPRECATION_WARNING
 from langchain.agents.agent import Agent, AgentExecutor, AgentOutputParser
 from langchain.agents.agent_types import AgentType
 from langchain.agents.react.output_parser import ReActOutputParser
@@ -22,7 +23,11 @@ if TYPE_CHECKING:
     from langchain_community.docstore.base import Docstore
 
 
-@deprecated("0.1.0", removal="1.0")
+@deprecated(
+    "0.1.0",
+    message=AGENT_DEPRECATION_WARNING,
+    removal="1.0",
+)
 class ReActDocstoreAgent(Agent):
     """Agent for the ReAct chain."""
 
@@ -69,7 +74,11 @@ class ReActDocstoreAgent(Agent):
         return "Thought:"
 
 
-@deprecated("0.1.0", removal="1.0")
+@deprecated(
+    "0.1.0",
+    message=AGENT_DEPRECATION_WARNING,
+    removal="1.0",
+)
 class DocstoreExplorer:
     """Class to assist with exploration of a document store."""
 
@@ -119,7 +128,11 @@ class DocstoreExplorer:
         return self.document.page_content.split("\n\n")
 
 
-@deprecated("0.1.0", removal="1.0")
+@deprecated(
+    "0.1.0",
+    message=AGENT_DEPRECATION_WARNING,
+    removal="1.0",
+)
 class ReActTextWorldAgent(ReActDocstoreAgent):
     """Agent for the ReAct TextWorld chain."""
 
@@ -139,7 +152,11 @@ class ReActTextWorldAgent(ReActDocstoreAgent):
             raise ValueError(f"Tool name should be Play, got {tool_names}")
 
 
-@deprecated("0.1.0", removal="1.0")
+@deprecated(
+    "0.1.0",
+    message=AGENT_DEPRECATION_WARNING,
+    removal="1.0",
+)
 class ReActChain(AgentExecutor):
     """[Deprecated] Chain that implements the ReAct paper."""