1. Testing the Free Claude Code Claim
The speaker introduces a supposedly free way to use Claude Code and explains that they tested it with detailed logs. They preview the main findings: it works sometimes, but there are important caveats.
I asked Claude code for Claude Opus.Look who actually answered.Gemini.It still built me this app for zero rupees.The videos call this free Claude Code with 7.4 billion tokens a month.So, I tested it and logged every request.And one default setting in this setup can cost you real money.I'll show you the fix.First, the good news.This app really works.Six spins and six times it named the person under the pointer.The bad news, I ran this build eight times.Only this one fully worked.I'm Machine Room Tech.I test AI claims on a normal laptop with real logs.So, let's see what you're really getting.
2. How the Free LLM Router Works
This section explains the free LLM API setup, how it uses provider keys, and why the output is not actually Claude. The speaker shows that requests are routed to other models while still appearing as Claude in the interface.
The tool is free LLM API.Free open- source and it runs on your own computer.You give it free API keys from Google, Grock, Open Router, Nvidia, and others.It gives you back one key and picks a free model behind it.I used six free keys I already had.No card, no payment.Is it free?Yes.Second question, is it really Claude?I logged every request.Claude Code asked for Claude Opus 5.5 every single time.What answered was Gemini Flash, then Neotron, Quen, Dots, Muse.114 requests and not one reached Claude.Here's the sneaky part.The reply still says Claude Opus.That's the name Claude Code shows you.Only a hidden header says Gemini.To be fair, the router's own list calls it an Opus slot routed to a free model.And when I told Claude Code to use one exact model, the router ignored that, too.
3. Reliability Problems and Failed Runs
The speaker walks through multiple test runs and shows how often the app fails or produces incorrect results. They explain that free tiers are unstable, rate-limited, or too small for the prompt, causing the router to switch models silently.
So, what went wrong the other seven times?Same prompt as my Claude Code video.A spin wheel called Who Pays Today?Four runs.Run one.It said I'll build a fun app.Then it stopped.No file and cloud code still said success.Run two, the good one, Gemini Flash, 77 seconds and it works.Run three, 8 seconds.Looks fine, but it named the wrong person on all four spins.Run four, the wheel spins, but it never tells you who pays.Then four more runs on camera.Two named the wrong person, one wasn't even a wheel, and one made no file at all.Open Codes three runs all missed something.Claude's own model took 6 minutes on this and got 400 out of 400 spins right.So, the free route is fast when it works.One time in eight.Why so random?Free tiers break all the time.
The newest Gemini said, "High demand, try again later."Both times I reached it.Other requests hung for a minute or three, then failed.Gro's free tier can't even fit Claude codes prompt.Request too large.Every time the router quietly jumps to another model.So one app can be written by two different AIs and you'd never know without the logs.
4. Token Limits and Security Risks
This chapter breaks down the headline token number and shows why the real usable limit is much lower. It also covers the security risk of storing multiple API keys in one tool and the danger of exposing the local service on a network.
Now the big number 7.4 billion is every provider's published free limit added up and multiplied by how many keys you add.My router says my keys add up to 251 million.And even that's inflated.My Mistro key went in twice by mistake.Same account, 100 million more tokens on paper.One key each, it's about 150 million, 150th of the headline.And don't fix it with more accounts.Grock, Open Router, and Olama don't allow extra accounts to get around limits.Also, Google's free tier uses your prompts to improve its products, and Nvidia's trial collects them, too.So, no passwords and no client code.Now, the part that can cost you money.A onekey tool holds all your other keys.Last month, Open Code's hosted console was breached.the online service where people saved their provider keys.Some users reported more than $1,700 in charges overnight.Free LLM API runs on your own PC and encrypts your keys.
Good.The Docker install stays local by default, but I installed it from source and that listened on my whole Wi-Fi.Anyone on my network could reach it with only one key in the way.
5. Fixes, Verdict, and Final Advice
The speaker gives the one-line fix for local exposure and summarizes the safe setup rules. They conclude that the tool is useful for learning and experiments, but not reliable for real work or true Claude access.
One line fixes it.Host equals 127001.So, three rules.Keep it on local host.One account per provider with your own keys.And if a key ever leaks, revoke it at the provider, not just in the app.So the scoreboard free, yes.Real claude, no.Does it work?One time in eight.Limits, you'll hit them.7.4 billion, more like 150 million.Keys safe only if you lock it down.It's good for learning and free experiments.It's not for real work and it's not clawed.My safe setup guide with no keys in it is linked below.I test these claims so you don't waste a weekend.Subscribe for the next one.
