sebbi.pro
Token saver

Stop paying for the same answer twice.

A single file you run on your own machine. It sits between your application and your model provider, and it never lets you buy an answer you have already bought. Your integration is one line.

wasbase_url = "https://api.anthropic.com"
nowbase_url = "http://127.0.0.1:8788"
Download sebbi_tokensaver.py
Free for 90 days, then 50p per machine per month. Runs with no account at all if you just want the saving.

Four ways it takes money off your bill

None of these involve calling another model. Governance that costs tokens to run is the thing this replaces.

Free

An identical request is answered from your own machine

Same model, same messages, same settings — it never reaches your provider. The answer is stored on your disk, not ours, and comes back byte for byte.

Stopped

A runaway agent is caught in microseconds

The same call going round eight times in two minutes is a loop, not a workload. It gets refused locally before the money goes. Four times if you have told it no human is watching.

Stopped

A spend ceiling that actually holds

Set a token ceiling. When it is reached, requests are refused before they reach the model. A single call that could cost more than the budget left is held before it spends, not reported after.

Named

It tells you what is wasteful in each request

Thirty turns re-sent on every call. Twelve tool definitions nothing has ever used. Temperature above zero on a request that did not need to vary, which is the only reason its answer cannot be reused. This is the part that changes what you send tomorrow.

What leaves your building

Paste a real request on the left. The right side is computed in your browser, right now, and is exactly what the file would send us. Nothing is uploaded by this page.

Your requeststays on your machine
The digestall we ever see

A SHA-256 fingerprint and five counts. There is no way to read a prompt back out of a hash — change one character on the left and watch the whole fingerprint change, with nothing about the change visible in it. Run it with --offline and even the digest stays home.

Running it

Python 3.8 or newer. No dependencies to install — it uses only what ships with Python.

  1. Start it

    python3 sebbi_tokensaver.py --key YOUR_KEY --provider anthropic

    No key yet? Use --offline. It saves you exactly the same money; you just do not get receipts.

  2. Change the one line

    base_url = "http://127.0.0.1:8788"   # that is the whole integration
  3. Watch it work

    http://127.0.0.1:8788/saver

    One number: tokens you did not buy, taken from your provider's own reported counts. Never an estimate, never a percentage.

Getting a key

The file is free and always will be. A key is what turns your saving into a receipt: every decision sealed into a chain, a ledger you can hand to your finance team, and spend ceilings that hold across every machine you run.

Free for 90 days — the full thing, no card. After that it is 50p per machine per month, billed through Stripe, counted on the machines that actually used your key rather than a number you typed. Stop whenever you like; the file carries on saving you money without us.

What it does not do

Published here rather than discovered later.