Update README.md

README.md

@@ -15,21 +15,21 @@ tag: mcp-server-track
 # 👁 MCP Powered RAG and Research Topic 🌍
 
 I present to you an MCP-powered RAG and Research Topic.
+The Tools are hosted and executed on **Modal Labs**
 
-RAG Tool uses the **GroundX** storage by **eyelevel.ai** to fetch the knowledge base. The knowledge base is a document that contains information about the SU-35 aircraft, including its features, capabilities, and specifications.
-Please check [this PDF](https://airgroup2000.com/gallery/albums/userpics/32438/SU-35_TM_eng.pdf) to formulate queries on Sukhoi.
+RAG Tool uses the **GroundX** storage by **eyelevel.ai** to fetch the knowledge base. The knowledge base is a document that contains information about the SU-35 aircraft, including its features, capabilities, and specifications. Please check [this PDF](https://airgroup2000.com/gallery/albums/userpics/32438/SU-35_TM_eng.pdf) to formulate queries on Sukhoi.
 
 The Research Tool is implemented using a multi-agent workflow using **LlamaIndex** (ResearchAgent, WriteAgent, and ReviewAgent).
 <br>
-The agents use **Nebius** provided LLM.
+The Agents use **Nebius** provided LLM.
 
 ## Available Tools
 
 ### search_knowledge_base_for_context
 - **Description**: Searches and retrieves relevant context from a knowledge base based on the user's query.
 - **Example Queries**:
-    - "What are the main features of fuel system of SU-35."
-    - "What are the combat potential of SU-35."
+    - "What are the main features of fuel system of SU-35?"
+    - "What is the combat potential of SU-35?"
 
 ### research_write_review_topic
 - **Description**: Helps with writing a report with research, writing, and review on any topic.
@@ -40,7 +40,7 @@ The agents use **Nebius** provided LLM.
 
 ## How to Use
 - Use the MCP RAG Tool tab above to query the knowledge base.
-- Use the Research Tool tab above to write report on any topic.
+- Use the Research Tool tab above to write a report on any topic.
 
 ## Watch the Demo Video here
 [Link to Demo on Youtube](https://youtu.be/wvHBqW2ABGg)