glassbox
Rank #42,751glama/hesselb20-ctrl/glassbox
Exposes mechanistic interpretability tools to Claude Code, enabling model loading, patching, probing, steering experiments, notebook recording, hypothesis verification, and report generation.
What you can do with glassbox
glassbox is a Model Context Protocol (MCP) server published by hesselb20-ctrl. It ranks #42,751 of 176,402 active servers on MCP Toplist. glassbox 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 13, 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 glassbox 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 glassbox
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 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 glassbox 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.
When to choose another server
No task-specific alternatives are catalogued for glassboxyet; the list above is its publisher's other servers.
What changed, and when this was checked
- First listed
- Nov 13, 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 13, 2026 · still listed
Do you maintain glassbox? 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 133,651 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%2Fhesselb20-ctrl%2Fglassbox)<a href="https://mcptoplist.com/server/glama%2Fhesselb20-ctrl%2Fglassbox"><img src="https://mcptoplist.com/badge/glama%2Fhesselb20-ctrl%2Fglassbox.svg" alt="MCP Toplist: Top 25% of 176,402" /></a>Variants: append ?metric=score or ?metric=stars to the image URL.
Frequently asked questions
- Who maintains glassbox?
- glassbox is maintained by hesselb20-ctrl, which publishes 2 MCP servers (1 total version) tracked on MCP Toplist.
- Is glassbox listed on the Official MCP Registry?
- glassbox is not on the Official MCP Registry. It is listed on Glama.
- How many versions does glassbox have?
- Version information is unavailable for glassbox: 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 glassbox?
- The source code for glassbox is hosted at github.com/hesselb20-ctrl/glassbox.
Do you run this server?
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