Alexandre Ayoub

Founder @ Product analytics for MCP servers.
Posting what I learn about how people actually use MCPs.

[Alexandre Ayoub @Alex_Ayoub_]

building flowlines: product analytics for MCP servers.

see who uses your MCP, what they're trying to do, and where they get stuck.

posting what I learn about MCP usage here.

[Alexandre Ayoub @Alex_Ayoub_]

submitting to MCPs marketplaces is tedious but platforms are making it easier and is 100% worth it

[Alexandre Ayoub @Alex_Ayoub_]

4 weeks after launching our MCP, 81% of our signups come through it, not our website anymore. didn't expect that

[Alexandre Ayoub @Alex_Ayoub_]

@joshmillgate should be fixed, went back to a traditional CTA - onboarding once account is done should be self explanatory but happy to hear comments :) thanks josh

[Alexandre Ayoub @Alex_Ayoub_]

Your MCP logs show which tools were called. But do you know what users were actually trying to accomplish?

Flowlines uncovers user intent, silent failures, and product opportunities across MCP sessions.

Get started for free. No credit card required ↓

[Alexandre Ayoub @Alex_Ayoub_]

@joshmillgate ah our bad josh we will improve the flow let me get on it

[Alexandre Ayoub @Alex_Ayoub_]

@tinyprojectsdev let's goo super cool! all 60 organic from openAI/claude marketplaces?

[Alexandre Ayoub @Alex_Ayoub_]

@theagnft happy to help you get it setup for propr

[Alexandre Ayoub @Alex_Ayoub_]

@theagnft let's goo! you've built an mcp?

[Alexandre Ayoub @Alex_Ayoub_]

@Marriavla well people that call this tool end up sticking with the product and having a great XP, but not enough people call it haha so we need to figure this out!

[Alexandre Ayoub @Alex_Ayoub_]

@SiriusTheMaster @DeRonin_ ours took 11 days

[Alexandre Ayoub @Alex_Ayoub_]

@StefanRows pretty cool, will follow to see how your tests go :)

[Alexandre Ayoub @Alex_Ayoub_]

this is one of the dashboards we built from it: requests by client.

[Alexandre Ayoub @Alex_Ayoub_]

we use our own product daily:
we released an MCP, monitored what people asked, and ended up building dashboards in our app to answer those questions.
MCPs are the greatest source of product discovery there is.

[Alexandre Ayoub @Alex_Ayoub_]

@jackson_llk if you go on google analytics, they have announced their MCP server (self hosted though)

[Alexandre Ayoub @Alex_Ayoub_]

@heytherecolin as in understand usage of your mcp? or understand the source of traffic?

[Alexandre Ayoub @Alex_Ayoub_]

@TechPostsEU @gregisenberg we actually consistently get about 10 a day so pretty decent - what's your plugin?