Muggle Works
Rank #10,030glama/multiplex-ai/muggle-ai-works
Enables coding agents to freeze requirements, build changes, run unit and real-browser acceptance tests, open pull or merge requests with screenshots, and keep monitoring reviews, CI, and base drift until the change is mergeable.
What you can do with Muggle Works
Muggle Works is a Model Context Protocol (MCP) server published by multiplex-ai. It ranks #10,030 of 176,402 active servers on MCP Toplist, and its repository has 16 GitHub stars. Muggle Works is listed on Glama; no version information is available from the registries that list it or from its repository. It was first listed on Nov 10, 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.
What Muggle Works can and cannot do
Not verifiedMCP Toplist has not catalogued this server's tools or limitations. The repository README lists them.
What you need before using Muggle Works
The registry listing declares required configuration before first use — typically an API key, token or connection string set via environment variables.
Declared by Glama, last synced Nov 14, 2026. Not independently verified by MCP Toplist.
No runtime, credential or payment requirements are recorded for this server beyond the declaration above.
Connect Muggle Works and confirm it works
Install configuration unavailable. No registry publishes a machine-readable install config for this server — follow the repository README.
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.
What changed, and when this was checked
- First listed
- Nov 10, 2026
- Version history
- Unavailable — no registry exposes versions and no release tags were found
- Requirements evidence
- Declared by Glama, last synced Nov 14, 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
- Nov 14, 2026
- Glama ↗listed since Nov 11, 2026 · still listed
Do you maintain Muggle Works? to show as its verified maintainer and add your own summary, sign-in details and links. The rest of this page is read from the registry listings and from MCP Toplist's own connection check.
Version information unavailable
The registry that lists this server does not expose version metadata, and no release tags were found on the linked repository. MCP Toplist cannot say how, or whether, this server is versioned.
Ranks ahead of 166,372 of 176,402 servers on MCP Toplist.
Show your rank
Maintain this server? Add the live rank badge to your README — it updates automatically as the leaderboard changes.
[](https://mcptoplist.com/server/glama%2Fmultiplex-ai%2Fmuggle-ai-works)<a href="https://mcptoplist.com/server/glama%2Fmultiplex-ai%2Fmuggle-ai-works"><img src="https://mcptoplist.com/badge/glama%2Fmultiplex-ai%2Fmuggle-ai-works.svg" alt="MCP Toplist: Top 10% of 176,402" /></a>Variants: append ?metric=score or ?metric=stars to the image URL.
Frequently asked questions
- Who maintains Muggle Works?
- Muggle Works is maintained by multiplex-ai, which publishes 3 MCP servers (3 total versions) tracked on MCP Toplist.
- Is Muggle Works listed on the Official MCP Registry?
- Muggle Works is not on the Official MCP Registry. It is listed on Glama.
- How many versions does Muggle Works have?
- Version information is unavailable for Muggle Works: no registry that lists it exposes version metadata, and no release tags were found on its repository.
- Where can I find the source code for Muggle Works?
- The source code for Muggle Works is hosted at github.com/multiplex-ai/muggle-ai-works.
Do you run this server?
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