SERVER

AWT (AI Watch Tester)

Rank #11,662

io.github.ksgisang/awt

AI-powered E2E testing MCP server. Detects and auto-fixes UI bugs via DevQA Loop and Vision AI.

5 versions
1 GitHub stars
by ksgisang (2 servers)View repository ↗
First listed
Apr 15, 2026
Last publish date
Oct 15, 2026
PURPOSE

What you can do with AWT (AI Watch Tester)

AWT (AI Watch Tester) is a Model Context Protocol (MCP) server published by ksgisang. It ranks #11,662 of 144,396 active servers on MCP Toplist, and its repository has 1 GitHub stars. AWT (AI Watch Tester) is listed on Official MCP, with 5 tracked versions. It was first listed on Apr 15, 2026 and most recently updated on Oct 15, 2026.

Not verifiedMCP Toplist has not yet written a checked profile for this server, so the paragraph above is assembled from registry data only. The repository README is the authority on what it does.

CAPABILITIES AND LIMITATIONS

What AWT (AI Watch Tester) can and cannot do

Not verifiedMCP Toplist has not catalogued this server's tools or limitations. The repository README lists them.

REQUIREMENTS

What you need before using AWT (AI Watch Tester)

DeclaredNo credentialsNo credentials declared

The registry listing declares no required environment variables or authentication. This is declared metadata, not a verified install — the repository README is the authority.

Declared by the Official MCP Registry, last synced Oct 16, 2026. Not independently verified by MCP Toplist.

Declared in the registry install config
  • ANTHROPIC_API_KEY · optional
  • OPENAI_API_KEY · optional
INSTALLATION AND FIRST TASK

Connect AWT (AI Watch Tester) and confirm it works

Python package (PyPI)
claude mcp add awt -e "ANTHROPIC_API_KEY=<your ANTHROPIC_API_KEY>" -e "OPENAI_API_KEY=<your OPENAI_API_KEY>" -- uvx aat-devqa

Replace each placeholder with your own value before saving.

First successful task

After adding the config, ask your client to list this server's tools. A tool list confirms the connection; an empty list or an error means the server did not start or needs credentials.

ALTERNATIVES

When to choose another server

Other servers by ksgisang
View all ksgisang servers →

No task-specific alternatives are catalogued for AWT (AI Watch Tester)yet; the list above is its publisher's other servers.

MAINTENANCE AND EVIDENCE

What changed, and when this was checked

First listed
Apr 15, 2026
Latest version published
Oct 15, 2026
Version history
5 versions tracked (below)
Requirements evidence
Declared by the Official MCP Registry, last synced Oct 16, 2026. Not independently verified by MCP Toplist.
Profile checked
Not yet — purpose, capabilities and requirements above come from registry data only
Ranking data as of
Oct 15, 2026
Registry sightings

Do you maintain AWT (AI Watch Tester)? to correct or enrich this profile.

VERSIONS

Available versions (5)

1.6.2 · Apr 15, 20261.6.3 · May 28, 20261.7.0 · Sep 19, 20261.7.1 · Sep 19, 20261.8.0 · Oct 15, 2026Apr 15, 2026Oct 15, 2026
VersionPublished
1.8.0Oct 15, 2026
1.7.1Sep 19, 2026
1.7.0Sep 19, 2026
1.6.3May 28, 2026
1.6.2Apr 15, 2026
STANDING
#11,662of 144,396 active serversTop 10%

Ranks ahead of 132,734 of 144,396 servers on MCP Toplist.

BADGE

Show your rank

Maintain this server? Add the live rank badge to your README — it updates automatically as the leaderboard changes.

MCP Toplist: Top 10% of 144,396
Markdown
[![MCP Toplist](https://mcptoplist.com/badge/io.github.ksgisang%2Fawt.svg)](https://mcptoplist.com/server/io.github.ksgisang%2Fawt)
HTML
<a href="https://mcptoplist.com/server/io.github.ksgisang%2Fawt"><img src="https://mcptoplist.com/badge/io.github.ksgisang%2Fawt.svg" alt="MCP Toplist: Top 10% of 144,396" /></a>

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FAQ

Frequently asked questions

Who maintains AWT (AI Watch Tester)?
AWT (AI Watch Tester) is maintained by ksgisang, which publishes 2 MCP servers (12 total versions) tracked on MCP Toplist.
Is AWT (AI Watch Tester) listed on the Official MCP Registry?
Yes — AWT (AI Watch Tester) is listed on the Official MCP Registry.
How many versions does AWT (AI Watch Tester) have?
MCP Toplist tracks 5 versions of AWT (AI Watch Tester), most recently published on Oct 15, 2026.
Where can I find the source code for AWT (AI Watch Tester)?
The source code for AWT (AI Watch Tester) is hosted at github.com/ksgisang/awt-skill.
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