Right-click any file in Windows Explorer, pick the format you want, and get a converted copy instantly.
Where useful open source lives.
Every project gets the same checks.
Automated tests verify licenses, package builds, active releases, and clean installation into fresh environments.
Example. A check that can't fail isn't a check.
An automated verification authority for focused open source software.
Modern software development moves fast, but package reliability has lagged behind. We evaluate tools against reproducible, automated criteria so developers never have to guess whether an installation will succeed.
Cutting Through Hype and Bloat
Public package registries are saturated with abandoned repositories, hidden breaking changes, and deep dependency chains. Vanity metrics like GitHub stars and social buzz reward marketing over dependable engineering. We focus strictly on verifiable execution health.
Reproducible Sandbox Testing
Every evaluated project runs through ephemeral container environments with zero network leakage during install verification. We verify that packages install cleanly into fresh runtimes, enforce permissive licenses, maintain active commits, and pass their own test suites.
Promoting Independent Craft
Benchtop Labs exists to elevate single-purpose utilities and focused libraries built by independent creators. By establishing transparent benchmarks, we provide high-craft open-source projects the visibility and trust they deserve without requiring corporate sponsorship.
On the bench
Rolling window statistics for numpy arrays.
Automatic spending limits on OpenAI, Claude, and 60+ AI models.
Non-AI static analysis layer for AI coding agents with token-efficient diagnostics.
Stateless Monte Carlo stock price simulation and quantitative risk engine API in Python.
Put your project on the bench
Submit your open source project for automated verification. Every project runs through our transparent 6-point bench test in an isolated sandbox. Zero failing checks gets you listed in the directory and certified with a verified README badge.