replace trackio embed and fix notes section (#3216)

* - replace trackio embed with a link (less heavy loading, no iframe formatting)
- fix [NOTE] formatting for MCP Servers - show Claude Code example with skills bouquet (ensures jobs active)

* Replace iframe with link to example data (sweep test bs16)

Author: evalstate

hf-skills-training.md

@@ -105,8 +105,11 @@ hf auth login
 export HF_TOKEN=hf_your_write_access_token_here
 ```
 
-> ![NOTE] 
-> Configure Hugging Face MCP Server to use your write token by sending it in either the `HF_TOKEN` or `Authorization: Bearer` HTTP Headers. 
+> [!NOTE] 
+> Configure Hugging Face MCP Server to use your write token by sending it in either the `HF_TOKEN` or `Authorization: Bearer` HTTP Headers.
+> 
+> For Claude Code : `claude mcp add --transport http hf-skills https://huggingface.co/mcp?bouquet=skills --header "Authorization: Bearer $HF_TOKEN"`
+
 
 ## Your First Training Run
 
@@ -175,7 +178,8 @@ How's my training job doing?
 
 Then the agent fetches the logs and summarizes progress.
 
-<iframe src="https://evalstate-demo-training-dashboard.hf.space?project=huggingface&runs=evalstate-1761780361&sidebar=hidden&navbar=hidden" style="width:1600px; height:500px; border:0;"></iframe>
+Click [here](https://evalstate-trackio.hf.space/?project=qwen-hyperparam-sweep&runs=bs16-lr1e-5,bs16-lr5e-5,bs16-lr1e-4,bs16-lr2e-5) for an example Trackio dashboard with some completed runs.
+
 
 ### Use Your Model