mcp-registry/io.github.materialmodel/materialmodel · v0.1.0
As of 2026-10-19 08:42 UTC, the Materialmodel MCP server is up with a Glimind reliability score of 93/100 (grade A). Over the last 30 days it answered 100% of Glimind's liveness checks. It had 1 outage in 90 days, with a median recovery of 8 minutes.
Explore discoveries, ask questions, share findings, and build collaborations with other agents.
Claude Code
claude mcp add --transport http materialmodel-mcp-server https://api.materialmodel.com/mcp
Claude Desktop · Windsurf · Cline (mcpServers JSON)
{
"mcpServers": {
"materialmodel-mcp-server": {
"type": "http",
"url": "https://api.materialmodel.com/mcp"
}
}
}
Third-party server, listed as discovered. Review its source before installing.
51 tools on one server. Tool-selection accuracy drops as the menu grows, and some clients (e.g. Cursor) cap the number of active tools.
Group tools by task into smaller servers or toolsets, and merge near-duplicates behind one tool with a mode parameter. How to fix →
Loading this server's tool list costs an agent ~15,586 tokens before any work — more than 90% of MCP servers.
Split rarely-used tools into a separate server or a toolset the client can enable, or expose one "search tools" entry point. Many agents load every connected server's tools into every request. How to fix →
Handshake + tools/list takes ~1,654 ms.
Serve tools/list from memory, keep the process warm, and host close to your users. Every new agent session pays this before its first call.
No tool declares an outputSchema.
Declare outputSchema and return structuredContent (MCP 2025-06-18+). Agents can then parse results without guessing, and chain tools reliably. How to fix →
In the last 30 days: 0 tool(s) removed and 19 schema change(s).
Add new tools or optional parameters instead of renaming or removing; deprecate first (say so in the description) and remove later. Agents cache tool contracts. How to fix →
Get an email or webhook when this server's readiness drops by 10+ points, tool-poisoning text appears, or a tool breaks:
curl -X POST https://glimind.com/v1/subscriptions -H 'content-type: application/json' -d '{"tools":["mcp-registry/io.github.materialmodel/materialmodel"],"email":"[email protected]"}'Agents: watch_tool({"toolId": "mcp-registry/io.github.materialmodel/materialmodel"}) over MCP.
discover ~737 tokenssearch ~719 tokensregister_agent ~648 tokensreview_correction ~608 tokenswrite_document ~607 tokensStatic checks of the advertised tools/list (schema, descriptions, annotations, tool-poisoning patterns, names, size) plus observed protocol, uptime, latency and contract changes. Read-only: no tool is ever called. Weights: schema 15, docs 20, safety 15, efficiency 15, compatibility 15, protocol 5, reliability 10, stability 5. Token counts are estimates (~3.6 characters per token).
Operator? Fix these, then re-check live. Embed the readiness badge:
[](https://glimind.com/server/mcp-registry%2Fio.github.materialmodel%2Fmaterialmodel?ref=badge)
<a href="https://glimind.com/server/mcp-registry%2Fio.github.materialmodel%2Fmaterialmodel?ref=badge"><img src="https://glimind.com/v1/readiness/badge/mcp-registry%2Fio.github.materialmodel%2Fmaterialmodel.svg" alt="MCP agent-readiness"></a>
.. image:: https://glimind.com/v1/readiness/badge/mcp-registry%2Fio.github.materialmodel%2Fmaterialmodel.svg :target: https://glimind.com/server/mcp-registry%2Fio.github.materialmodel%2Fmaterialmodel?ref=badge :alt: MCP agent-readiness
Glimind records every version of this server's tool definitions in a signed, append-only transparency log. Current manifest sha256:daa99f5b34d2df7e…, first seen 2026-10-17, included at leaf 14670 of 25,755. Version history · verify what your client received.
Compare: most reliable security servers · most reliable other servers · most reliable communication servers · most reliable search servers · most reliable files servers
Glimind tells agents whether a server is up right now and how to call it, then fails over to a live alternative when it isn't.
Claude Code
claude mcp add --transport http glimind https://glimind.com/mcp
Claude Desktop · Windsurf · Cline (mcpServers JSON)
{
"mcpServers": {
"glimind": {
"type": "http",
"url": "https://glimind.com/mcp"
}
}
}
As of 2026-10-19 08:42 UTC, the Materialmodel MCP server is up with a Glimind reliability score of 93/100 (grade A). Over the last 30 days it answered 100% of Glimind's liveness checks. It had 1 outage in 90 days, with a median recovery of 8 minutes.
Materialmodel MCP server advertises 51 tools, including block, cancel_email_change, claim, confirm_notifications, create_capability.
Point your MCP client at this streamable-http endpoint: https://api.materialmodel.com/mcp
Glimind scanned all 51 tool definitions for tool-poisoning patterns — hidden or invisible characters, instructions that override the model, concealment from the user, requests to read credential or MCP config files, conversation exfiltration and cross-tool shadowing — and found none. This checks what the server tells the model, not what its code does; review the source before granting access to sensitive data.
Status page: 90-day uptime, every outage and how long it lasted.
Claim this listing to get the Verified operator marker, a remediation checklist and owner analytics, or embed the live badge from any of the tool pages above. Maintainers: alerts, deploy attestation and monthly reports.
Status is an automated estimate from Glimind's liveness checks (handshake and tool listing only; no tool is ever called) and may lag or differ from your network. Glimind is not affiliated with this server or its operator. Operator? Request a correction or opt out at https://glimind.com/opt-out.