Merge branch 'Subgraph-MCP' of https://github.com/graphprotocol/docs into Subgraph-MCP

Author: MichaelMacaulay

website/src/pages/en/resources/claud-mcp.mdx

@@ -53,12 +53,14 @@ Replace the contents of the existing config file with:
 
 ### 3. Add Your API Keys
 
-1. Replace `ACCESS_TOKEN` with your Token API key from [The Graph Market](https://thegraph.market/)
-2. Replace `GATEWAY_API_KEY` with your Gateway API key from [Subgraph Studio](https://thegraph.com/studio/apikeys/)
+Replace:
+- `ACCESS_TOKEN` with your Token API key from [The Graph Market](https://thegraph.market/)
+- `GATEWAY_API_KEY` with your Gateway API key from [Subgraph Studio](https://thegraph.com/studio/apikeys/)
 
 ### 4. Save and Restart
 
-Save the configuration file and restart Claude Desktop.
+- Save the configuration file 
+- Restart Claude Desktop
 
 ### 5. Add The Graph Resources in Claude
 
@@ -68,7 +70,7 @@ After configuration:
 2. Click on the context menu (top right)
 3. Add "The Graph" resource by entering `graphql://subgraph` for Subgraph MCP
 
-**Important**: You must manually add The Graph resources to your chat context for each conversation where you want to use them.
+> **Important**: You must manually add The Graph resources to your chat context for each conversation where you want to use them.
 
 ### 6. Run Queries
 

website/src/pages/en/subgraphs/mcp/claude.mdx

@@ -118,7 +118,7 @@ After configuring Claude Desktop:
 3. Click on the context menu (top right)
 4. Add "The Graph" resource by adding `graphql://subgraph` to your chat context
 
-**Important**: Claude Desktop may not automatically utilize the Subgraph MCP. You must manually add "The Graph" resource to your chat context for each conversation where you want to use it.
+> **Important**: Claude Desktop may not automatically utilize the Subgraph MCP. You must manually add "The Graph" resource to your chat context for each conversation where you want to use it.
 
 ## Troubleshooting
 
@@ -151,7 +151,7 @@ The Subgraph MCP provides several tools for interacting with Subgraphs:
 - **Deployment ID** (e.g., `0x4d7c...`): Identifier for a specific, immutable deployment. Use `execute_query_by_deployment_id` or `get_schema_by_deployment_id`.
 - **IPFS Hash** (e.g., `QmTZ8e...`): Identifier for the manifest of a specific, immutable deployment. Use `execute_query_by_deployment_id` (the gateway treats it like a deployment ID for querying) or `get_schema_by_ipfs_hash`.
 
-## Natural Language Queries
+## Benefits of Natural Language Queries
 
 One of the most powerful features of the Subgraph MCP integration is the ability to ask questions in natural language. Claude will: