ml0x / what I sell
Renting this category costs $49 to $899 a month, $588 to $10,788 by month twelve. Everything on this page is $99 or $199, paid once, full source, run on your own machine, and whatever it produces belongs to you. Five products, not three. Three of them are pipelines with their own sites and their own checkouts, and two are sold here on ml0x.com. If a rented tool is doing its job for you, keep it. This page is for the other case. Ordered by what I think you will use first, not by price.
I built these for my own sites before putting them on this page, and every number below sits on the product page it came from, next to the results that went against me. I logged about 1,000 hours across the three pipelines, and my token bill says their development runs burned over 100 million tokens of inference.
| Question | handsofflinks | toolsthatrank | aiwebsitepipeline | ml0x Pipeline | Training Run Triage |
|---|---|---|---|---|---|
| What it solves | Backlinks with no outreach email sent | pSEO pages where no number is invented | The build architecture for site number four | Agentic dev runs with gates and a budget ceiling | A training run that failed at hour six |
| Price | $99 one time | $99 one time | $199 one time | $99 one time | $99 one time |
| What you run it on | macOS only, Node 18 or newer | Your own machine | Python, standard library only | bash and Python, your own machine | Python 3.9 or newer |
| What you bring | Your own data in a CSV | Your own API keys, and you pay the inference | Your own project to apply it to. It is a specification plus code, not a service | An API key. The bill lands on you | A run you are debugging, not a first model |
| Refund window | 30 days, unconditional | 14 days, in full | 60 days, no reason needed | 60 days, no questions asked | 60 days, no questions asked |
| Where it is sold | handsofflinks.com | toolsthatrank.com | aiwebsitepipeline.com | ml0x.com/pipeline | ml0x.com/triage |
These three each have a domain, a page carrying their own evidence, and their own Stripe checkout. The button here takes you there, and nothing charges on ml0x.com.
$99 one time
For people who want backlinks but will not send a single outreach email. It publishes real assets to public developer platforms instead, and a verifier re-fetches every URL it published and writes down the ones that died. The alternatives go wrong at both ends. On The Hoth's Trustpilot page, one-star reviewers describe paying $1,000 a month on retainer, one of them almost $13,000, and watching clicks decline. At the other end sit $10 marketplace links that Fiverr buyers on Trustpilot call garbage that got their sites de-indexed. Both failure modes stay invisible until you can read the fate of every link. That is what the ledger is for.
Full source, unlimited sites and unlimited runs, eight active publishing channels plus the 116 channel registry, and the verifier. It is macOS only and needs Node 18 or newer plus your own data in a CSV.
The ledger from my own sites is on the page. 413 links across 13 publishing days, 232 passed audit, and the table of the ones that failed sits next to the ones that worked. Twelve of the live links are named so you can click them yourself. Across my sites it averaged 7.25 referring domains per site with a ceiling of 9, it caps at 12 links per week per site, and it guarantees no rankings.
Read the ledger at handsofflinks.com30 day refund, unconditional, and the source stays yours either way
You land on handsofflinks.com. The price and the refund window are restated there, and payment is its Stripe checkout.
$99 one time
If a model has ever invented a statistic on a page you shipped, this is the fix I built. The model never types a number. Code fetches each value, recomputes it, then re-fetches the citation to check it still says what was claimed, and nothing publishes until a human clears the last stage. Byword's published price for 25 article credits is $99 a month. Same digits, opposite terms. Here $99 buys the pipeline once, with unlimited runs and no per site fee.
Full source, fourteen anti-fabrication layers, and five originality layers. You bring your own API keys and pay your own inference. Cuppa's customers also bring their own OpenAI key, on top of $1,188 to $10,788 a year in subscription. You pay tokens either way. The difference is the rent.
A run wanted grams per cup for butter and no source met the fetch rule, so it held the value. The page shipped without that unit rather than with a plausible one. That is the trade, a missing number instead of an invented one.
See the layers at toolsthatrank.com14 day refund, in full
You land on toolsthatrank.com. The price and the refund window are restated there, and payment is its Stripe checkout.
$199 one time
You are starting site number four and about to re-make the same fifty build decisions you made on the last three. It is the build architecture underneath the other two cards, written down and enforced. Thirteen layer contracts and 395 gates, 363 of them blocking, decide whether a run is allowed to keep going. If you have ever watched a layer pass because a flag was missing rather than false, that bug is the reason these gates fail closed.
One repository with the full source, a seventeen command CLI over 18 Python modules, 546 regression tests, 57,205 lines, and the documents that specify every gate and every threshold. Python, standard library only. It is a specification plus code, not a hosted service.
Plainly, it has zero buyers. Nobody, me included, has taken it end to end as a product, so there are no reviews and no case studies to show you. What I can put next to that is the shape of the purchase. ShipFast sells one-time code at $199 to $299 and states it cannot be refunded. Mine is $199 with 60 days to hand it back, in full, no reason needed.
Read the spec at aiwebsitepipeline.com60 day refund, no reason needed
You land on aiwebsitepipeline.com. The price and the refund window are restated there, and payment is its Stripe checkout.
These two check out on this site instead of a product domain. Same terms, one payment, files you keep, no account to create. They are about the machine you build with rather than the sites you build.
$99 one time
The four stage CLI, the parallel research runner and the quality gates I put my own agentic work through, packaged and pinned at a version. The core is MIT and free on GitHub, and the product page says so in its first paragraph instead of burying it. What the money buys is the packaging, the configuration, the runbook and the written research behind the design. Not the code, which was always yours.
48 files in one zip, no licence key, no account and no phone home. The CLI, the runner with eight presets, the hook and gate configuration, and thirteen written pieces of research. You bring the API key and you pay your own inference.
It has no buyers and no testimonials, and its own page says that in those words. Two documentation claims were cut on the way in because no source could be found for either, rather than softened and kept.
Read the archive list at ml0x.com/pipeline60 day refund, no questions asked, and you keep the files
You stay on this site. The price and the refund window are restated there, and payment is its Stripe checkout.
$99 one time
Your run died at hour six and every search result explains what a learning rate is instead of telling you what to set it to. Seven guides and four scripts for the part nobody writes down, with the source and the measurement conditions printed beside every default. One question it answers has 69,461 views on Stack Exchange, and the asker says the official documentation was not explained properly.
Seven PDF guides across 183 pages, four Python scripts, two offline calculators, and a source map beside every guide. Python 3.9 or newer, standard library for the core paths.
No buyers and no testimonials, stated plainly on its own page. It carries no throughput or speedup numbers either, because I measured none and will not borrow somebody else's.
Read the guide list at ml0x.com/triage60 day refund, no questions asked, and you keep the files
You stay on this site. The price and the refund window are restated there, and payment is its Stripe checkout.
Start from the problem, not the price. If you want links and will not email anyone, handsofflinks. If a model has invented a statistic on a page you shipped, toolsthatrank. If you are about to start site number four and dread re-making the same fifty decisions, aiwebsitepipeline. If your agentic dev runs have no gates and no budget ceiling, ml0x Pipeline. If a training run just failed and you are debugging rather than learning, Training Run Triage. If two of those describe you, buy the cheaper one and see whether you actually use it.
Yes, and there is no bundle price. I would rather not dress a discount up as a reason to buy something you have no use for. Each product has its own checkout on its own page, so two purchases means paying twice, and each refund window runs from its own purchase date. Nothing about one purchase changes the terms of another.
Your own machine, and for toolsthatrank and ml0x Pipeline your own API keys, because you pay your own inference. handsofflinks is macOS only and needs Node 18 or newer. aiwebsitepipeline is Python with the standard library only. Training Run Triage needs Python 3.9 or newer, with torch only where it cannot be avoided. ml0x Pipeline is bash and Python. None of the five is a hosted service and none of them phones home.
You ask for the money back inside the window that product states and you get it. No licence key exists to revoke on any of the five, so nothing stops working while you wait. Reply to the Stripe receipt, which carries my support address and reaches me directly. If a formula or a figure in any of them turns out to be wrong, I would rather hear about it than not.
No. Every one of the five is a single payment and nothing renews. The refund windows are deliberately different, because each product site sets its own and I have not flattened them into one number. handsofflinks is 30 days and unconditional. toolsthatrank is 14 days in full. aiwebsitepipeline is 60 days with no reason needed, and the two sold here on ml0x.com are also 60 days, no questions asked.
The calculators and the tools index on this site are free and always will be. KV cache sizing, LLM memory, and about twenty smaller ones. No signup, no email. Use them to judge whether my code is worth $99 before you spend anything. If none of the five cards is your situation, the write-up of what this portfolio actually earned, 46,000 users and $1,631 gross, has a free sample page. The paid version is waitlist only, and nothing there can be bought today.
Michael Lip, Warsaw. All five are mine, the three product sites included, and receipts come from Stripe on each. Code at github.com/theluckystrike.