How we verify every calculator

Most online calculators ask you to trust a black box. You type numbers in, a number comes out, and there is no way to know whether the formula behind it is right. We built Toolsloft the opposite way. A calculator only goes live after its math passes an independent check, and anything that fails stays hidden.

Why checking code against itself proves nothing

A tool's own tests can be wrong the same way its code is wrong. If one person writes both the formula and the test with the same assumption, a mistake hides in both and the tests still pass. So we do not just check a calculator against itself. We check it against a second, completely independent derivation of the same math.

Three layers, each catching what the last cannot

1. Unit tests. Every tool ships with tests that pin its output to expected values, so a change that breaks the math fails loudly.

2. An independent oracle. We re-derive each tool's math from the canonical formula, from scratch, in a different language (Python), without copying the site's code. The oracle recomputes the expected answer for every test case. If the two independent derivations disagree, the tool does not ship. This is the part that matters: two methods, built separately, have to reach the same number.

3. Differential fuzz. We then run the real code against that oracle on thousands of random inputs, not just the hand-picked examples, to catch bugs the examples would never hit.

Exact answers, and honest estimates

Most tools are exact. Loans, mortgages, amortization, interest, and conversions have a closed-form answer, and the independent oracle agrees to the cent. Some tools are estimates by nature, such as US federal tax or cost of living. Their math is verified exactly against the published model, but your real figure also depends on things no calculator can know, like state tax, credits, and your personal circumstances. Those tools say so on the page. We would rather tell you a tool is an estimate than pretend it is not.

The badge is not a marketing word

“Independently verified” is a switch in how the site is built. An unverified tool does not exist here, no page, no link, nothing in search. The full check re-runs on every single deploy, and if it fails, nothing ships. The badge on a tool page means that specific calculator cleared all three layers.

Found a number that looks off?

We are not perfect and we do not hide behind the badge. If a result ever looks wrong, tell us on the Contact page and we will check it and fix it. More about the project is on the About page.

Check it yourself

The oracle and every tool's test vectors are public. Clone the repository, run one command, and you get a per-tool pass or fail table for all 517 published tools without taking anyone's word for it: github.com/a97madison/toolsloft-verification. It needs Python 3 and nothing else. If you find a formula you disagree with, open an issue, because if it is wrong there it is wrong on this site too.

Who wrote this check

I do. I am Anthony Madison, and I built Toolsloft. I studied Computational Mathematics at the University of Waterloo and spent three years at Google working on Vertex AI infrastructure and the Gemini API. Every oracle described above is one I derived by hand from the source formula, and I am the person to argue with if one of them is wrong. More on the About page.