Local-first AI testing agent

The missing piece for AI coding.

Whether the code is written by you or generated by a Coding Agent, Munk AI verifies the business logic directly on real devices. Powered by multi-modal AI, it completely eliminates the need for fragile UI selectors and automation scripts.

Install Munk AI Read the Docs

Built for local development, coding agents, and reproducible testing workflows.

Platform-agnosticCoding Agent readyRecord once, run anywhere

Powerful verification capabilities

Parse requirement docs -> Execute tests
Pull PR/MR changes -> Generate risk analysis
Record human operation -> Generalize across devices
Seamless MCP integration

The next-generation verification infrastructure for developers, coding agents, and CI workflows.

For local development

For coding agents

For PR/MR verification

Core workflows

Three core capabilities. Zero fragile scripts.

Munk AI is built for modern development, combining multi-modal perception, code-level understanding, and powerful generalization.

Requirement-Driven Execution

Feed it your requirement docs and codebase. Munk AI automatically generates test plans and executes them on real devices, replacing text-based assumptions with real-world observations.

Start / Run

Code-Aware Regression Verification

Connect directly to your code changes. Munk AI analyzes the impact area to automatically generate structured review findings and precise verification plans before you merge.

Review / Verify Change

Record Once, Generalize Anywhere

Record a human interaction trace once. Munk AI generalizes it into a robust test case that can be deployed across Android, iOS, and different device models for effortless compatibility testing.

Serve / Recording

Why Munk AI

How does it disrupt traditional automation?

Legacy UI automation is crippled by rigid selectors and platform barriers, while pure LLMs often hallucinate task success. Munk AI redefines testing infrastructure with multi-modal perception and powerful generalization.

Platform & Tech-stack Agnostic

Powerful Generalization Across Devices

Close the AI Coding Loop

Local-first & Secure

Use cases

Where Munk AI fits

The Ultimate QA for Coding Agents

Did the AI actually fix the UI? Run it on a real screen with Munk AI and get undeniable visual evidence instead of just a 'Task Completed' message.

Pre-merge PR/MR Gatekeeper

Catch regression risks early. Generate review findings and precise verification guidelines based on the actual code change context before merging.

Cross-Device Compatibility Testing

Record an operation once. Let Munk AI generalize and execute it across different devices and platforms without writing a single line of script.

Architecture

One engine, multiple entry points.

Integrate seamlessly via CLI, Local API, or MCP. The entire system is built on local-first principles to keep your code and data secure.

Architecture

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

Quick start

Start locally in minutes

Install the engine, run diagnostics, and start with a real goal.

Install and run

curl -fsSL https://get.munk.sh | sh
munk doctor
munk start --goal "Open Settings and enable Wi-Fi" --config /path/to/config.yaml

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 and run your first verification flow.

Core Concepts

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

Review / Verify Change

See how code-aware verification fits real change validation.

Recording & Generalization

Learn how to record traces and run them across devices.

Bring verification closer to real product change.

Install Munk AI, explore the docs, and start building a more grounded testing workflow.

Install Munk AI Read the Docs