We ve spent the last few months moving our Google Workspace tools over to the Model Context Protocol (MCP). While the potential for 'agentic' workflows is huge, but the friction of working on the edge of a new protocol is very real.

For those who haven't dived in yet, the biggest hurdle we found was the Remote vs. Local setup, rather than the protocol itself. Most tutorials focus on local command-line installs, but for a production-ready SaaS, you have to build for remote MCP servers. This requires a completely different approach to authentication and persistent state that the current docs don't fully cover yet.

Product Hunt is home to amazing products across every category.

Today, we wanted to look at AI creative tools from a slightly different angle not just features, but the real-world marketing activity behind them.

Big update. The optimizer can now prioritize high-traffic rooms over hallways and closets. Shoutout to @yotam_dahan who suggested density-aware placement.

Room type assignment - Right-click any room to tag it with a type from 46 presets across 6 building categories (commercial, residential, education, healthcare, hospitality, industrial). Each type carries a device density sourced from Cisco, IBC, and industry planning guides. Densities are fully adjustable per room. Custom type lets you name rooms whatever you want.

Over the past few months, we ve been talking to a lot of you using Velo.
Real conversations, and people trying it out, sending clips, pointing things out.
And almost everyone said some version of the same thing: It sounds like me but something feels missing.
At first, we thought it was about accuracy. Maybe the voice wasn t close enough. But the more we listened, the clearer it became - that wasn t the issue.
The issue was how it felt. The tone stays a bit too samey. The emphasis doesn t always land where you expect it to. And the little natural shifts that make your voice yours just aren t fully there yet. It sounds right, but it doesn t feel alive.
So we went back and started reworking how we think about voice cloning at Velo. Not just matching how you sound, but capturing how you express. The way your voice changes when you re explaining something, when you re just talking casually, or when you actually care about what you re saying.
That s what we re building now. The next version of Velo is focused on higher fidelity voice cloning. More nuance. Better pacing. More natural expression.
Something that doesn t feel like a generated voice reading your script, but closer to you actually speaking.
We re still building it, but it s coming together fast. We re planning to ship this soon.
If you ve used Velo before, we d love to know - what do you think about Velo's voice cloning or other workflows? What would make it feel right?
We re listening.

Hey all, BIG announcement! We just crossed 2 million users on Scrimba This marks a massive step towards our goal to be the place to learn and build with code. If you haven't already tried Scrimba, come on in! We still have many completely free courses from frontend, fullstack, backend and AI as well as a lively discord of friendly folks all around the world who help inspire, support and motivate one-another every.single.day.

Created a very simple app to gather feedback about Inquir.
In case you find bugs, or just want to see any new features, add them all here.
It's not modarated XD.

I like Lambda for a lot of things, but there s a very specific point where it stops feeling elegant.

Usually it starts with something like:

• a job that runs too long

• a workflow that should keep going in the background

• a task that needs better isolation or custom runtime behavior

• a system that starts needing cron, retries, webhooks, logs, and routing in one place

And then the answer often becomes: move to Fargate, ECS, Step Functions, EC2, or stitch multiple services together.

Hey guys, I'm opening this thread to collect your questions, feedback, and curiosities about Clico. Whether it's about how it works, what's coming next, or how to get the most out of it. Drop it below and we'll answer everything here.
Keep clicooooo!

Hey Product Hunt

I m excited to introduce kokoro ai a platform where you can create and interact with your own personalized AI waifu companions.

The idea came from a simple thought:
What if AI could feel more personal, more emotional more alive?

Most chatbots today feel generic. They don t remember you, they don t evolve, and they don t create real connections.