The automation testing solution for the AI era

Drop fragile XPath scripts. Munk AI understands apps like a human through visual perception. It's not just a zero-code testing tool for QA, but the infrastructure to build strict feedback loops for Harness Engineering across Android, iOS, and Web.

Install Munk AI Star on GitHub

Read the Docs

Built for Agent Orchestration, team CI workflows, and cross-device compatibility testing.

Harness EngineeringVisual PerceptionAgent OrchestrationLocal-first

Powerful verification capabilities

Access: CLI | MCP | REST API | GUI
Target: Android | iOS | Web
Model: Gemma-4
Cost: < $1 / device / 24h
Deploy: Local (Free) / Cloud

Beyond AI coding copilots: The infrastructure for Harness Engineering.

AI Agent testing gateway

Team CI regression assistant

QA zero-code command center

Target Audience

The dual testing gateway for machines and humans

MCP Testing Gateway for Coding Agents

Through standard MCP protocols, AI Agents can verify code changes on real devices and self-heal based on visual feedback, building the machine feedback loop for Harness Engineering.

CI Regression Assistant for Teams

Seamlessly integrate intelligent verification into team workflows. Automatically run regression tests on every PR/MR to catch UI and logic defects before they merge.

Zero-Code Command Center for QA

Provide an intuitive Web UI for humans. Manage test cases and execute cross-device compatibility tests without writing a single line of code, staying comfortably in control.

Core workflows

Intelligent, flexible, end-to-end verification.

Revolutionizing automation testing with visual perception and multi-agent collaboration.

Visual-Driven Execution

Say goodbye to fragile XPath/DOM bindings. Munk AI understands the UI like a human through visual perception, translating natural language into definitive testing actions across any platform.

Plan / Run

Code-Aware Regression Verification

Read code changes directly and intelligently infer the regression scope. Automatically generate and execute precise verification plans based on code context.

Review / Verify Change

Zero-Code Record & Batch Execution

A zero-code visual dashboard for humans. Easily manage testing assets, select devices, and trigger batch regression or compatibility tests with one click.

Serve / Recording

Cost & Security

Fractional cost. 100% data control.

By leveraging Gemma 4 and a local-first architecture, Munk AI delivers state-of-the-art intelligent testing at a fraction of the cost of legacy cloud solutions.

Local deployment is completely free

API inference cost is 1/200th of top closed-source models

< $1 per device for 24-hour continuous run

Data stays secure in your environment

Seamless Integration

One engine, multiple entry points.

Supports CLI, MCP, RESTful API, and local Web GUI. Whether serving as a testing gateway for Agents or integrating into team CI platforms, Munk AI delivers unified testing capabilities across Android, iOS, and Web.

Architecture

CLI / MCP / RESTful API / GUI
        |
        v
Requirement parsing & planning
        +--> Visual-driven device execution
        +--> Code-aware change verification
        +--> Recording & cross-device generalization

Quick start

Start locally in minutes

Install the engine, run diagnostics, start the local Web UI, and explore Munk AI from the browser.

Install and run

curl -fsSL https://get.munk.sh | sh
munk doctor
munk serve --port 16888

Prefer the runtime-based workflow for development, validation, and release verification.

Docs

Go deeper with the docs

Read the docs for installation, workflows, and generalization details.

Getting Started

Install Munk AI, launch the local Web UI, and learn the first verification workflow.

Core Concepts

Understand workflows, multi-modal perception, and test generalization.

Verify a Code Change

Learn how to validate a real implementation change with a practical developer workflow.

Record and Replay

Capture local interaction flows and turn them into reusable testing assets.

Bring verification closer to real products, and harness AI safely.

Install Munk AI, explore the docs, and start building zero-code, visual-first testing automation.

Install Munk AI Read the Docs