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AWT (AI Watch Tester) MCP server

by ksgisang·io.github.ksgisang/awt·v1.8.0·1 stars
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AI-powered E2E testing MCP server. Detects and auto-fixes UI bugs via DevQA Loop and Vision AI.

C57/100grade C
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Safety scan
C57/100

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Adoption
Growing

1 stars112 downloads/wk

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AWT (AI Watch Tester) tools

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How AWT (AI Watch Tester) compares

Against every graded MCP server, from our own scans and uptime checks. Updated after each scan run.

Safety score
57/100
higher than 12% of 48,255 servers
GitHub stars
1
more than 65% of 28,688 servers
Downloads a week
112
more than 65% of 12,191 servers with a package

Release history: 3 versions in the registry since 2026-05-28, latest 2026-10-15, typically one every 113 days.

Install AWT (AI Watch Tester) in Claude Code, Cursor or VS Code

claude mcp add awt -- uvx aat-devqa
Add to Cursor

What the publisher says

From the AWT (AI Watch Tester) repository's README, as published. We do not edit it. Read it on GitHub

AWT — Eyes and Hands for Your AI Coding Tool

Your AI coding tool is smart. But it can't see or click a web page. AWT gives it a real browser — so it can test, find bugs, and fix them without you lifting a finger.

Works without AI API — write YAML scenarios manually and run aat run. No API key needed. AI coding tools make it easier, but are not required.

What is AWT?

AWT is the execution engine for AI-powered E2E testing. Your AI coding tool designs the tests; AWT runs them in a real browser with Playwright.

How it works in Skill Mode (no extra AI API key needed):

You: "Test the login flow on https://mysite.com"

Your AI coding tool:
  → Writes 5 YAML scenarios (30 steps)
  → Runs: aat run scenarios/
  → Reads failure: "Step 4: Dashboard text not visible"
  → Reads screenshot + source code
  → Fixes src/pages/login.js:23
  → Re-runs: aat run scenarios/
  → All 5 scenarios pass ✓

Key capabilities:

  • Execute tests in a real browser with human-like mouse/keyboard interaction
  • See — take screenshots, detect elements via OCR and image matching
  • Report — step-by-step pass/fail with error details and screenshots
  • Self-heal (CLI mode) — aat loop auto-fixes failures with its own AI
  • Learn — successful matches stored in SQLite, getting faster over time

Installation

One-line install (recommended)

npx skills add ksgisang/awt-skill --skill awt -g

Manual Installation

git clone https://github.com/ksgisang/awt-skill.git /tmp/awt-skill
cp -r /tmp/awt-skill/awt ~/.claude/skills/awt
rm -rf /tmp/awt-skill

Per-Project Installation

git clone https://github.com/ksgisang/awt-skill.git /tmp/awt-skill
cp -r /tmp/awt-skill/awt .claude/skills/awt
rm -rf /tmp/awt-skill

After installation, the skill auto-triggers on testing-related prompts.

Updating

# Re-run the same install command to get the latest version
npx skills add ksgisang/awt-skill --skill awt -g -y

For manual installations: cd ~/.claude/skills/awt && git pull

Comparison with Other Testing Skills

Shortened. The full README is on GitHub.

Nothing above is checked by us. What we check is on the safety report.

AWT (AI Watch Tester): common questions

Is AWT (AI Watch Tester) MCP server safe?
With care: it is graded C, so read the findings first (57/100). Read the AWT (AI Watch Tester) safety report
How do I install AWT (AI Watch Tester)?
It runs on your machine. Copy the Claude Code, Cursor, VS Code or Claude Desktop config from the install section.
Does AWT (AI Watch Tester) need an API key?
Yes. The registry entry asks for ANTHROPIC_API_KEY, OPENAI_API_KEY.
Is AWT (AI Watch Tester) maintained?
The last commit was 21 days ago (2026-10-14). The latest release is v1.8.0.
How does AWT (AI Watch Tester) compare with other MCP servers?
safety score 57/100 (higher than 12% of 48,255 servers); github stars 1 (more than 65% of 28,688 servers); downloads a week 112 (more than 65% of 12,191 servers with a package). Full comparison.