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One aspect I think is often overlooked in the CLI vs. MCP debate: MCP's support for structured output and output schema (introduced in the 2025-06-18 spec). This is a genuinely und…

smolagents by Hugging Face tackles your issues with MCP tools. They added support for the output schema and structured output provided by the latest MCP spec. This way print and in…

The latest MCP specifications (2025-06-18+) introduced crucial enhancements like support for Structured Content and the Output Schema. Smolagents makes use of this and handles tool…

Wrapping tool calls in code together with using the benefits of the MCP output schema was implemented in smolagents for some time. Think that’s even one step further conceptually. …

smolagents provides something very similar: https://huggingface.co/blog/llchahn/ai-agents-output-schema

The latest Model Context Protocol introduces Output Schema: agents now know the exact data structure a tool will return before calling it. This eliminates the "print-and-inspect" p…

For me magnesium (oral) works very well. 100mg to 300mg per day. Decreased my migraine from weekly to once per half year.

Mark Gurman even mentioned a lot of good people were leaving the company. ( https://www.bloomberg.com/news/articles/2016-12-20/how-apple... )