The Truth About MCP: Pros, Cons & Real-World Use Cases @juliensimonfr
The Truth About MCP: Pros, Cons & Real-World Use Cases  @juliensimonfr
Uploaded October 2025 | Updated September 2026, 2 weeks ago
Join Yann Jouanin, Director of Engineering Strategy and Transformation at TheFork and MCP Contributor, and Julien, Chief Evangelist at Arcee AI, in this in-depth discussion about MCP (Model Context Protocol): what it really is, why it matters today, and how it could reshape the way we interact with models.

⭐️⭐️⭐️ Don't forget to subscribe to be notified of future videos. You can also follow me on Medium at julsimon.medium.com or Substack at https://julsimon.substack.com. ⭐️⭐️⭐️

We start with a quick introduction of both speakers and the relevance of MCP in today’s AI ecosystem, then dive into:

- Defining MCP: what it is (and what it isn’t).
- Real capabilities: how it compares to function calling or traditional APIs, with concrete examples and anecdotes.
- Users & use cases: who should use MCP, when it’s ideal, and when it’s an overkill or even risky.
- Limits & risks: current flaws, whether they’re being addressed, and what to watch out for.
- Adoption strategy: should you wait or jump in now? Which alternatives or complementary tools exist? How to start small without unnecessary risks.
- Conclusion: Yann shares why he believes in MCP, while Julien explains why he’s skeptical but may eventually have to give in.

If you’re curious about how MCP could impact developers, companies, and the future of AI integration, this conversation is for you.
The Truth About MCP: Pros, Cons & Real-World Use CasesRun SLMs locally: Llama.cpp vs. MLX with 10B and 32B Arcee modelsEnterprise AI with the Hugging Face Enterprise HubRouting function calling queries to the best SLM/LLM with Arcee ConductorUnlocking Hidden Treasures: Your Data is More Valuable Than You Think! 💎Is AI the answer to every problem? 🤔 Think again!Retail AI at the edge - Cisco Live 2025 interviewArcee Orchestra - Build an Agentic Code Review WorkflowHow Witty Works leverages Hugging Face to scale inclusive languageSLM Inference on a Windows laptop 🤯 Intel Lunar Lake CPU/GPU/NPU + OpenVINOFine-tune Stable Diffusion with LoRA for as low as $1🚀 The AI Revolution is Happening Fast! Are You Keeping Up? 💡
Julien Simon |

The Truth About MCP: Pros, Cons & Real-World Use Cases

SHARE TO X SHARE TO REDDIT SHARE TO FACEBOOK WALLPAPER