SERVER

SwarmLabs MCP Server

Rank #12,866

glama/lm203688/swarmlabs-engine-kit

Exposes SwarmLabs physics-informed scientific experiment predictions as MCP tools, enabling agents to run predictions, list engines, and perform parameter sweeps with honesty-first uncertainty reporting.

1 release tag
by lm203688 (9 servers)View repository ↗
First listed
Aug 8, 2026
Last publish date
Sep 17, 2026
PURPOSE

What you can do with SwarmLabs MCP Server

SwarmLabs MCP Server is a Model Context Protocol (MCP) server published by lm203688. It ranks #12,866 of 144,396 active servers on MCP Toplist. SwarmLabs MCP Server is listed on Glama, with 1 release tag tracked from its GitHub repository. It was first listed on Aug 8, 2026 and most recently updated on Sep 17, 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 SwarmLabs MCP Server 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 SwarmLabs MCP Server

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 Glama, last synced Oct 16, 2026. Not independently verified by MCP Toplist.

No runtime, credential or payment requirements are recorded for this server beyond the declaration above.

INSTALLATION AND FIRST TASK

Connect SwarmLabs MCP Server and confirm it works

Install configuration unavailable. No registry publishes a machine-readable install config for this server — follow the repository README.

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 lm203688
View all lm203688 servers →

No task-specific alternatives are catalogued for SwarmLabs MCP Serveryet; the list above is its publisher's other servers.

MAINTENANCE AND EVIDENCE

What changed, and when this was checked

First listed
Aug 8, 2026
Latest release tag
Sep 17, 2026
Version history
1 release tag tracked (below)
Requirements evidence
Declared by Glama, 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 16, 2026
Registry sightings
  • Glama ↗listed since Aug 8, 2026 · still listed

Do you maintain SwarmLabs MCP Server? to correct or enrich this profile.

VERSIONS

GitHub releases (1)

No registry surfaces explicit version metadata for this server. The list below shows release tags from the linked GitHub repository.

VersionPublished
v0.2.0Sep 17, 2026
STANDING
#12,866of 144,396 active serversTop 10%

Ranks ahead of 131,530 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
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FAQ

Frequently asked questions

Who maintains SwarmLabs MCP Server?
SwarmLabs MCP Server is maintained by lm203688, which publishes 9 MCP servers (8 total versions) tracked on MCP Toplist.
Is SwarmLabs MCP Server listed on the Official MCP Registry?
SwarmLabs MCP Server is not on the Official MCP Registry. It is listed on Glama.
How many versions does SwarmLabs MCP Server have?
No registry surfaces explicit version metadata for SwarmLabs MCP Server; MCP Toplist tracks 1 release tag from its GitHub repository, most recently published on Sep 17, 2026.
Where can I find the source code for SwarmLabs MCP Server?
The source code for SwarmLabs MCP Server is hosted at github.com/lm203688/swarmlabs-engine-kit.
Used in projects

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