accessibility

Native desktop automation CLI for AI agents. It uses OS accessibility trees to control apps with structured JSON output and deterministic element references, and includes both a Rust CLI and C-ABI library for in-process use.

Native desktop automation CLI for AI agents. It controls apps through OS accessibility trees and returns structured JSON with deterministic element references, with extra FFI bindings for embedding in other languages.

An Android-based MCP server that lets AI models remotely control a phone through accessibility, screenshots, and file actions, with optional HTTPS and tunnel support.

An Android accessibility service that lets agents and scripts inspect the UI tree and control a phone from the CLI, REST, or MCP with token-gated permissions.

A macOS CLI and skill for Claude Code/Codex that lets AI agents draw arrows, boxes, and text on the screen to guide a human during prompts, approvals, and demos.

An open-source MCP server for controlling macOS with AI agents. It supports file navigation, app control, UI interaction, browser automation, and system operations, with setup instructions and client integrations for tools like Claude Desktop and Gemini CLI.

LayoutLens is an AI-assisted UI testing tool that combines natural-language visual checks with deterministic WCAG audits using axe-core and Playwright. It supports keyless accessibility scans, hybrid LLM-grounded checks, a Python API, and a CLI for running tests in CI.

An API for mapping hex values, palettes, and images to named archive colours, with deterministic colour metrics, accessibility checks, cultural risk notes, and MCP support for agents and chat tools.

A long-form research article on why browser-based AI agents fail on real websites and how accessibility engineering and task-level tests can reveal the breakpoints.

A macOS menu bar app that uses Apple Vision OCR to find approval buttons like Run, Fetch, or Retry and clicks them automatically for agent workflows.

Bytesalt is an AI QA assistant that helps run testing workflows for web apps and APIs, with prompts for UI/UX audits, functional tests, accessibility, penetration, cross-browser, and cross-device checks.