GIT_FEED

millionco/expect

Expect tests your agent's code in a real browser

View on GitHub

What it does

Expect is a tool that automatically looks at the code changes a developer is about to ship, creates a step-by-step testing plan using AI, and then runs those tests in a real web browser to catch problems before they go live. It uses your existing login sessions so there's no complicated setup, records every test run for review, and can plug into automated build pipelines.

Why it matters

As AI-assisted coding accelerates how fast teams ship features, the bottleneck shifts to quality assurance — Expect automates that last mile by turning code changes directly into browser tests, reducing the human time needed to verify nothing broke. For founders and PMs, this means faster release cycles with a built-in safety net, which is a compelling wedge as AI coding agents become standard practice.

26Active

On the radar — signal detected

Stars
3.5k
Forks
152
Contributors
9
Language
TypeScript

Score updated Apr 1, 2026

Related projects

Quarkdown is a writing and publishing tool that lets you create books, academic papers, presentations, and websites all from a single document using an enhanced version of Markdown (a simple text formatting language). Instead of juggling multiple tools for different output formats, you write once and the system automatically produces polished, print-ready results in whatever format you need.

// why it matters With over 11,000 stars on GitHub, there is clear demand for a unified authoring tool that eliminates the fragmentation between documentation, publishing, and presentation software — a space currently dominated by expensive or clunky incumbents like LaTeX and Microsoft Office. For builders, this signals a growing market of creators and researchers who want developer-friendly, version-controllable workflows for professional publishing without the overhead of traditional desktop tools.

Kotlin15.6k stars484 forks16 contrib

Web Platform Tests (WPT) is a massive shared test suite that checks whether all major web browsers — Chrome, Firefox, Safari, Edge, and others — behave consistently when displaying websites and web apps. Think of it as a universal quality checklist that browser makers run to confirm their software follows the agreed-upon rules of how the web should work.

// why it matters When browsers behave differently, developers must build workarounds that add cost and slow down shipping — WPT is the industry's shared mechanism for reducing that friction, making the web a more reliable platform for products to run on. For builders, broader browser consistency means less money spent on cross-browser bug fixes and greater confidence that web-based products will reach users as intended, regardless of what device or browser they use.

HTML6.0k stars3.8k forks3245 contrib

LLVM is the foundational software that turns code written by developers into programs that actually run on computers and chips — it's the engine behind how most modern programming languages get translated into working software. It includes tools like Clang (which handles C and C++ code) and powers compilers used by Apple, Google, and countless other companies across nearly every platform and device.

// why it matters Almost every major tech product — from iPhone apps to AI chips — relies on LLVM to build and run software efficiently, making it one of the most critical pieces of infrastructure in the entire industry. For founders and investors, understanding LLVM matters because teams building new programming languages, custom hardware, or performance-critical software almost always depend on or integrate with it, meaning its evolution directly shapes what's technically possible in product development.

LLVM39.0k stars17.6k forks8791 contrib

The Supabase CLI is a command-line tool that lets developers manage their Supabase projects — an open-source alternative to Google Firebase — directly from their computer, including setting up local development environments, managing database changes, and deploying serverless functions. It essentially gives builders a fast, scriptable way to control their entire backend infrastructure without touching a web dashboard.

// why it matters As more startups choose Supabase over Firebase or custom backends to move faster, having a robust CLI means entire backend workflows can be automated, version-controlled, and reproduced — reducing errors and speeding up shipping. With nearly 2,000 stars and 163 contributors, this is a well-adopted tool in a growing ecosystem, signaling strong developer momentum behind Supabase as a serious Firebase competitor.

Go2.3k stars485 forks169 contrib
// SUBSCRIBE

The repos that moved this week, why they matter, and what to watch next. One email. No noise.