[Docs] : Fix typos in docs (#1960)

docs/features/openai_compatibility.mdx

@@ -2,7 +2,7 @@
 title: OpenAI Compatibility
 ---
 
-Mem0 can be easily integrate into chat applications to enhance conversational agents with structured memory. Mem0's APIs are designed to be compatible with OpenAI's, with the goal of making it easy to leverage Mem0 in applications you may have already built.
+Mem0 can be easily integrated into chat applications to enhance conversational agents with structured memory. Mem0's APIs are designed to be compatible with OpenAI's, with the goal of making it easy to leverage Mem0 in applications you may have already built.
 
 If you have a `Mem0 API key`, you can use it to initialize the client. Alternatively, you can initialize Mem0 without an API key if you're using it locally.
 

docs/integrations/multion.mdx

@@ -2,13 +2,13 @@
 title: MultiOn
 ---
 
-Build personal browser agent remembers user preferences and automates web tasks. It integrates Mem0 for memory management with MultiOn for executing browser actions, enabling personalized and efficient web interactions.
+Build a personal browser agent that remembers user preferences and automates web tasks. It integrates Mem0 for memory management with MultiOn for executing browser actions, enabling personalized and efficient web interactions.
 
 ## Overview
 
 In this guide, we'll explore two examples of creating Browser-based AI Agents:
 1. An agent that searches [arxiv.org](https://arxiv.org) for research papers relevant to user's research interests.
-2. A travel agent that provides personalized travel information based on user preferences. Refer the [notebook](https://github.com/MULTI-ON/cookbook/blob/main/personalized-travel-agent/mem0_travel_agent.ipynb) for detailed code.
+2. A travel agent that provides personalized travel information based on user preferences. Refer to the [notebook](https://github.com/MULTI-ON/cookbook/blob/main/personalized-travel-agent/mem0_travel_agent.ipynb) for detailed code.
 
 ## Setup and Configuration
 
@@ -161,7 +161,7 @@ conversation = [
         - **Weather**: San Francisco has a mild climate, but it can be foggy and windy. Dress in layers. \
         - **Transportation**: Use public transportation like BART, Muni, and cable cars to get around. \
         - **Safety**: Be aware of your surroundings, especially in crowded tourist areas. \
-        - **Dining**: Try local specialties like sourdough bread, seafood, and Mission-style burritos. \
+        - **Dining**: Try local specialities like sourdough bread, seafood, and Mission-style burritos. \
         """
     },
     {

docs/open-source/quickstart.mdx

@@ -229,12 +229,12 @@ m.reset() # Reset all memories
 
 ## Run Mem0 Locally
 
-Please refer the example [Mem0 with Ollama](../examples/mem0-with-ollama) to run Mem0 locally.
+Please refer to the example [Mem0 with Ollama](../examples/mem0-with-ollama) to run Mem0 locally.
 
 
 ## Chat Completion
 
-Mem0 can be easily integrate into chat applications to enhance conversational agents with structured memory. Mem0's APIs are designed to be compatible with OpenAI's, with the goal of making it easy to leverage Mem0 in applications you may have already built.
+Mem0 can be easily integrated into chat applications to enhance conversational agents with structured memory. Mem0's APIs are designed to be compatible with OpenAI's, with the goal of making it easy to leverage Mem0 in applications you may have already built.
 
 If you have a `Mem0 API key`, you can use it to initialize the client. Alternatively, you can initialize Mem0 without an API key if you're using it locally.
 

docs/snippets/snippet-intro.mdx

@@ -1,4 +1,4 @@
 One of the core principles of software development is DRY (Don't Repeat
-Yourself). This is a principle that apply to documentation as
+Yourself). This is a principle that applies to documentation as
 well. If you find yourself repeating the same content in multiple places, you
 should consider creating a custom snippet to keep your content in sync.