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sirupsen/napkin-math resource

Techniques and numbers for estimating system's performance from first-principles observed · 2026-08-28

github.com/sirupsen/napkin-math · homepage · Rust · MIT (permissive) observed · 2026-08-28

Health v2 · maintenance only

65/100

  • Activity 73
  • Release rhythm 35
  • Longevity 100

Flags: no_releases

How is this computed?

round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-09-02. Adoption (stars, forks) is never an input.

  • gap_med: n/a
  • age_days: 2650
  • days_rel: n/a
  • days_push: 165
  • n_releases_24m: 0

Full methodology

Adoption not part of the score

5671 stars · 233 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-29, confidence not recorded

A collection of memorized latency/throughput numbers, benchmark code, and techniques for estimating system performance from first principles (napkin math). Includes Rust benchmarks re-measured on modern cloud hardware plus practice problems and a newsletter.

Use cases

  • estimate how long it takes to read 1 GB of memory
  • estimate storage costs for logging at 100k RPS
  • learn back-of-envelope systems performance estimation
  • refresh latency numbers for modern cloud hardware
  • practice systems design interview estimation questions
  • decide whether a design is feasible before benchmarking

When to choose

  • you need quick first-principles performance estimates for system design
  • you want up-to-date hardware latency numbers with benchmark code
  • you're preparing for systems design or SRE interviews

When to avoid

  • you need precise, production-grade benchmarking of your own workload (use fio or dedicated profilers)
  • you want a runnable performance monitoring tool rather than reference numbers

Facets

learning-resource · maturity active

benchmarking developer-tools developer-tools performance infrastructure-as-code tutorials cross-platform napkin-math latency-numbers systems-performance capacity-planning back-of-envelope-estimation sre performance linux

2 sources

Member repositories

RepositoryRoleHealth v2
sirupsen/napkin-mathmain65

For agents

markdown · JSON · MCP: product_card(name="sirupsen/napkin-math")

Data as of 2026-08-30T08:39:29.467469+00:00 · Report a problem