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Free Engineering Calculators

Nine instruments for developers, SREs and CTOs. Token bills, error budgets, HPA sizing, sampling fits, pool sizing and downtime cost, all runnable in seconds. Everything runs in your browser with no data sent. Each links to its teardown.

Jump to Token Bill · RPS Envelope · Compaction · Retry Storm · Error Budget · HPA Sizer · Sampling Fit · Pool Sizer · Downtime Cost. Built from the Cursor token, Replit retry, Razorpay Kafka and AWS thermal teardowns.

Token Bill Calculator

Price one agent turn from context mix, then scale to a month. Starts from a heavy agent session: 80k input tokens at 87.5 percent cache hits plus 1.5k output tokens.

Live result · Monthly model spend — One turn priced from cache mix, scaled to a full month of agent traffic.
Monthly spend
-
per month · turns × cost per turn
Cost mix per turn
  • Cached input
  • Fresh input
  • Output
Runs locally · No data sent
Cost per turn
-
cached plus fresh plus output

RPS Envelope Estimator

Turn events per second into a monthly envelope: edge rate times seconds per month at a blended price, plus fixed platform spend.

Live result · Monthly envelope — Edge throughput plus fixed platform, priced for a full month.
Monthly envelope
-
per month · rate × seconds × price
Monthly mix
  • Usage variable
  • Fixed platform
Runs locally · No data sent
Daily burn
-
envelope per day
Cost per request
-
blended unit cost

Compaction Survival Calculator

A context window goes in, a summary comes out. See what survives and what the re-read bill looks like. Defaults mirror the measured median: 575k crushed to about 4.3k, then roughly 28 steps of re-reading.

Live result · Re-read bill — What it costs to rebuild state after the window gets crushed.
Re-read bill
-
steps × cost per step
Window fate
  • Survived
  • Lost
Runs locally · No data sent
Summary size
-
tokens that survive
Context lost
-
share of the window

Retry-Storm Cost Calculator

Failed agent attempts rebill every retry. Multiply tasks by retries by attempt cost and watch the storm's share of the budget.

Live result · Monthly waste — Failed attempts, rebilled every single day.
Monthly waste
-
per month · tasks × retries × cost
Attempt mix
  • First attempts
  • Wasted retries
Runs locally · No data sent
Daily waste
-
rebilled every day

Error Budget Burn Calculator

Turn an SLO into minutes. A 99.9 percent objective leaves 43.2 minutes a month. Enter what is already burned plus the current burn multiple to see when the budget runs dry.

Live result · Error budget runway — Days until the budget runs dry at this burn rate.
Runway
-
days remaining
Budget mix
  • Budget left
  • Burned
Runs locally · No data sent
Monthly budget
-
minutes per month
Budget left
-
minutes remaining

HPA Replica Estimator

The real Kubernetes autoscaler formula. Desired replicas equal current replicas times current utilization over target utilization, rounded up. Defaults scale 8 replicas at 72 percent toward a 60 percent target.

Live result · Desired replicas — The autoscaler formula, computed live.
Desired
-
replicas · current × util ÷ target
Replica mix
  • Current replicas
  • To add or remove
Runs locally · No data sent
Scale action
-
replicas to add
Cap status
-
against max replicas

Observability Sampling Fitter

Spans per second times bytes per span is your daily ingest. Price it, then compute the keep rate that fits the budget. Defaults ingest 50k spans a second at 2 KB against a $20k monthly budget.

Live result · Unsampled monthly cost — Full-fidelity ingest, priced before sampling.
Monthly cost
-
per month · spans × bytes × price
Ingest mix
  • Kept
  • Discarded
Runs locally · No data sent
Daily ingest
-
gigabytes per day
Keep rate to fit budget
-
share worth keeping

Connection Pool Sizer

Little's law for pools. Concurrent connections equal peak RPS times p99 latency in seconds, times a safety factor, spread across pods. Defaults mirror a 10k TPS payments switch at 45ms p99.

Live result · Pool size — Little's law, plus a safety factor.
Pool size
-
connections · RPS × p99 × safety
Pool mix
  • In flight
  • Spare
Runs locally · No data sent
Concurrent in flight
-
Little's law output
Connections / pod
-
spread across pods

Downtime Cost Calculator

Minutes down times revenue per minute, plus the SLA credit on the cloud bill. Assumes a 43,800-minute month. Defaults model a four-hour outage against $4M monthly revenue at risk.

Live result · Total exposure — Revenue gone plus the credit you owe.
Exposure
-
revenue lost + SLA credit
Exposure mix
  • Revenue lost
  • SLA credit
Runs locally · No data sent
Revenue lost
-
minutes times revenue rate
SLA credit owed
-
share of cloud bill