Machine Schema MCP Server

by machineschema Your server? Claim it

answering

Machine Schema is answering right now. Last checked 8 min ago. It exposes 10 tools.

Cited specs for industrial robots, CNC machines, PLCs, drives, protocols and alarm codes.

Uptime history 7 days of history

7 days agonow

100.0%

Uptime 24h

91 of 91 checks

Tools

read from the server

202 ms

Response time

average over 24h

open, no key

Access

streamable-http

Nothing serious here today

Today is the operative word: we check Machine Schema every 15 minutes and re-read its code on every release. Watch it and you find out the day that stops being true.

Connect this server

Endpoint below is the one we actually reach during checks — not the one copied from a README. Last verified 8 min ago.

Claude Code Claude Desktop Codex Cursor VS Code

run in your terminal

claude mcp add mcp --transport http https://machineschema.com/mcp

Settings → Connectors → Add custom connector, then paste this address

https://machineschema.com/mcp

~/.codex/config.toml

[mcp_servers.mcp]
url = "https://machineschema.com/mcp"

.cursor/mcp.json

{
  "mcpServers": {
    "mcp": {
      "url": "https://machineschema.com/mcp"
    }
  }
}

.vscode/mcp.json

{
  "servers": {
    "mcp": {
      "type": "http",
      "url": "https://machineschema.com/mcp"
    }
  }
}

Available tools 10

Read directly from the server with tools/list, grouped by what they act on. If a tool disappears, we record the date.

calculate

calculate_metric

Evaluate a formula entry, such as OEE, with your inputs. Get the variable symbols from get_entry first.

compare

compare

Align 2 to 5 entries of the same type into one table of numeric spec values with units, plus each entry's verification status and sources. Requires an API key.

entries

search_entries

Full-text search across hardware, controllers, protocols, standards, alarm codes, terms and manufacturers. Returns ids to pass to get_entry.

entry

get_entry

Return the full structured record for one id: typed spec values, sources and verification status.

facets

list_facets

Valid values, with counts, for find_hardware filters: categories, manufacturers, controllers and protocols.

hardware

find_hardware

Find hardware matching numeric limits, manufacturer, controller and supported protocols, e.g. cobots with payload >= 10 kg that speak PROFINET.

limits

check_limits

Check planned payload, reach, TCP speed, repeatability, ambient temperature or IP rating against a robot's published limits. Returns pass/fail/unknown per check with the limit and its sources. Call this before generating code that moves real hardware. Requires an API key.

lookup

lookup_alarm

Find what a controller alarm or error code means and what to check. Accepts a full code (SRVO-062) or a prefix, optionally limited to one controller id.

get_related

List entries connected to an id, in both directions: a robot's manufacturer, controllers and protocols, a controller's robots and alarm codes, or a base model's variants.

schema

get_schema

Return the JSON Schema every entry of a type conforms to. Use it to validate generated configs or to build a submission.

Endpoints

URL	Transport	State	Latency	Checked
https://machineschema.com/mcp	streamable-http	answering	215 ms	8 min ago

Alternatives to Machine Schema

same job, measured the same way

Forgejo / Codeberg / Gitea

by brechanbech

Model Context Protocol server for Forgejo, Codeberg and Gitea, in Rust

local only

Graphicle

by graphicle-ai

Code graph and project memory for coding agents, cited to exact files and lines, on your machine.

local only

Agenticmail

by agenticmail

Real email and SMS for AI agents — send mail, receive verification codes, drive a real inbox.

177 installs/wk local only

XERJ

by xerj-org

The search engine for AI agents: cited answers from your local code, docs, specs and logs.

local only

codemem

by jeang42

Shared memory for coding agents: projects, reusable code, sessions and commits across machines

92 installs/wk local only

Aifp

by aryanduntley

Database-driven FP enforcement and project management for AI-maintained codebases

local only

gitea-mcp

by werebear73

Model Context Protocol server for Gitea (and Forgejo, Codeberg).

254 installs/wk local only

DiscountHub - Deals & Promo Codes

by discounthub

Find real discounts, promo codes and online deals with DiscountHub MCP.

8 tools answering

Machine Schema — questions

Answers built from our own checks of this server.

What can Machine Schema do?

It exposes 10 tools, read directly from the server on our last check. Among them: calculate_metric, check_limits, compare, find_hardware, get_entry, get_related and 4 more. The full list with descriptions is on this page — we take it from the server itself via tools/list, not from a README. How MCP servers expose tools in the first place →

Is Machine Schema working right now?

We send a real MCP handshake every 15 minutes. Over the last 24 hours 91 of 91 checks got a reply (100.0%), average response time 202 ms. The bar chart above shows every period we have measured.

How do I connect Machine Schema?

Copy the ready config from this page. We generate it for Claude Code, Claude Desktop, Codex, Cursor and VS Code, each in the form that client actually reads. It is a remote server, so there is nothing to install — the client connects to the address.

Does Machine Schema need an API key?

No. Machine Schema completed a full MCP handshake with us as an anonymous client and listed its tools without asking for anything. All 10 of them are readable on this page. This is what we observed, not what the docs claim.

How fast is Machine Schema?

It answers our handshake in 202 ms on average, which is faster than 71% of all working MCP servers we measure. The comparison comes from our own checks across the whole registry, every 15 minutes.