diff --git a/src/crewai_tools/tools/patronus_eval_tool/patronus_local_evaluator_tool.py b/src/crewai_tools/tools/patronus_eval_tool/patronus_local_evaluator_tool.py
index dfc9e757f..602b45864 100644
--- a/src/crewai_tools/tools/patronus_eval_tool/patronus_local_evaluator_tool.py
+++ b/src/crewai_tools/tools/patronus_eval_tool/patronus_local_evaluator_tool.py
@@ -1,7 +1,7 @@
 from typing import TYPE_CHECKING, Any, Type
 
 from crewai.tools import BaseTool
-from pydantic import BaseModel, Field
+from pydantic import BaseModel, ConfigDict, Field
 
 if TYPE_CHECKING:
     from patronus import Client, EvaluationResult
@@ -40,8 +40,7 @@ class PatronusLocalEvaluatorTool(BaseTool):
     evaluator: str
     evaluated_model_gold_answer: str
 
-    class Config:
-        arbitrary_types_allowed = True
+    model_config = ConfigDict(arbitrary_types_allowed=True)
 
     def __init__(
         self,
diff --git a/src/crewai_tools/tools/rag/rag_tool.py b/src/crewai_tools/tools/rag/rag_tool.py
index a9bbdab53..6d0320c0c 100644
--- a/src/crewai_tools/tools/rag/rag_tool.py
+++ b/src/crewai_tools/tools/rag/rag_tool.py
@@ -2,12 +2,11 @@ from abc import ABC, abstractmethod
 from typing import Any
 
 from crewai.tools import BaseTool
-from pydantic import BaseModel, Field, model_validator
+from pydantic import BaseModel, ConfigDict, Field, model_validator
 
 
 class Adapter(BaseModel, ABC):
-    class Config:
-        arbitrary_types_allowed = True
+    model_config = ConfigDict(arbitrary_types_allowed=True)
 
     @abstractmethod
     def query(self, question: str) -> str:
diff --git a/src/crewai_tools/tools/scrapegraph_scrape_tool/scrapegraph_scrape_tool.py b/src/crewai_tools/tools/scrapegraph_scrape_tool/scrapegraph_scrape_tool.py
index 0c142de18..70764c294 100644
--- a/src/crewai_tools/tools/scrapegraph_scrape_tool/scrapegraph_scrape_tool.py
+++ b/src/crewai_tools/tools/scrapegraph_scrape_tool/scrapegraph_scrape_tool.py
@@ -1,9 +1,9 @@
 import os
-from typing import Any, Optional, Type, TYPE_CHECKING
+from typing import TYPE_CHECKING, Any, Optional, Type
 from urllib.parse import urlparse
 
 from crewai.tools import BaseTool
-from pydantic import BaseModel, Field, validator, ConfigDict
+from pydantic import BaseModel, ConfigDict, Field, field_validator
 
 # Type checking import
 if TYPE_CHECKING:
@@ -31,7 +31,7 @@ class ScrapegraphScrapeToolSchema(FixedScrapegraphScrapeToolSchema):
         description="Prompt to guide the extraction of content",
     )
 
-    @validator("website_url")
+    @field_validator("website_url")
     def validate_url(cls, v):
         """Validate URL format"""
         try:
diff --git a/src/crewai_tools/tools/selenium_scraping_tool/selenium_scraping_tool.py b/src/crewai_tools/tools/selenium_scraping_tool/selenium_scraping_tool.py
index 240269756..27f7db132 100644
--- a/src/crewai_tools/tools/selenium_scraping_tool/selenium_scraping_tool.py
+++ b/src/crewai_tools/tools/selenium_scraping_tool/selenium_scraping_tool.py
@@ -4,7 +4,7 @@ from typing import Any, Optional, Type
 from urllib.parse import urlparse
 
 from crewai.tools import BaseTool
-from pydantic import BaseModel, Field, validator
+from pydantic import BaseModel, Field, field_validator
 
 
 class FixedSeleniumScrapingToolSchema(BaseModel):
@@ -23,7 +23,7 @@ class SeleniumScrapingToolSchema(FixedSeleniumScrapingToolSchema):
         description="Mandatory css reference for element to scrape from the website",
     )
 
-    @validator("website_url")
+    @field_validator("website_url")
     def validate_website_url(cls, v):
         if not v:
             raise ValueError("Website URL cannot be empty")
diff --git a/src/crewai_tools/tools/vision_tool/vision_tool.py b/src/crewai_tools/tools/vision_tool/vision_tool.py
index 594be0b22..a8daaabb9 100644
--- a/src/crewai_tools/tools/vision_tool/vision_tool.py
+++ b/src/crewai_tools/tools/vision_tool/vision_tool.py
@@ -4,7 +4,7 @@ from typing import Optional, Type
 
 from crewai.tools import BaseTool
 from openai import OpenAI
-from pydantic import BaseModel, validator
+from pydantic import BaseModel, field_validator
 
 
 class ImagePromptSchema(BaseModel):
@@ -12,7 +12,7 @@ class ImagePromptSchema(BaseModel):
 
     image_path_url: str = "The image path or URL."
 
-    @validator("image_path_url")
+    @field_validator("image_path_url")
     def validate_image_path_url(cls, v: str) -> str:
         if v.startswith("http"):
             return v