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Steel Brain

User RatingsBe the first to rate and review this MCP server! Enrichment pendingWe haven’t run our AI enrichment pass on this listing yet, so the overview, use cases, and FAQ below may be sparse or missing. We work through the catalog over time β€” check back soon.
View RepositoryVisit Website

Trade-verified steel grade properties, substitution verdicts, and mill-cert guidance for AI agents.

Quick Install

Automated & IDE Setup

Copy the AI prompt to install this server into Claude Code, Cursor, or another agent β€” or use 1-click editor setup below.

One-click editor setup isn’t available for this listing yet β€” we don’t have a confirmed install command, and we’d rather show nothing than point your editor at the wrong package or host. Follow the project’s own setup instructions, linked above.

Manual Client & Custom JSON ConfigExpand JSON β–Ύ
No confirmed setup config for this listing yet. We only publish a config block when the install details come from the project itself β€” its README, its docs, or a verified owner. We haven’t found those for Steel Brain, and we’d rather show nothing than a guess you’d paste into your client. Follow the project’s own setup instructions for the current steps.
Install Directory Badge Claim listing AlternativesπŸ’» More in Developer Tools

Documentation Overview

Steel Brain

An MCP server providing steel domain knowledge to AI agents β€” grade properties, substitution verdicts, and mill-cert guidance, delivered as MCP tools your agent can call.

Also available as a REST API at https://api.steelbrain.dev.


MCP server

Steel Brain is a Model Context Protocol server. It exposes three MCP tools, over remote streamable HTTP (no install) or local stdio:

MCP ToolWhat it does
grade_lookupProperties, chemistry, forms, applications, weldability for a steel grade. Aliases resolved (4140 = 42CrMo4 = SCM440; S355 = ST52).
substitution_checkGiven from_grade, to_grade, application, returns a verdict (valid / conditional / invalid) with reasoning on whether one grade can substitute another.
cert_guideWhich mill certificate applies for a grade + use case (EN 10204 3.1/3.2, class certs ABS/DNV/LR/BV/NK) and what to check.

Remote (no install, free)

Point any MCP client that supports streamable HTTP at:

Code
https://api.steelbrain.dev/mcp

{
  "mcpServers": {
    "steel-brain": { "type": "http", "url": "https://api.steelbrain.dev/mcp" }
  }
}

Claude Code: claude mcp add --transport http steel-brain https://api.steelbrain.dev/mcp

No API key needed. There is a shared daily cap to keep the server healthy.

Local (stdio)

Terminal
pip install -r requirements.txt
python -m steel_brain.mcp_server

Starts the MCP server on stdio transport, ready for any MCP client (Claude Desktop, Claude Code, or any MCP-compatible agent).

Example MCP client config

JSON Config
{
  "mcpServers": {
    "steel-brain": {
      "command": "python",
      "args": ["-m", "steel_brain.mcp_server"]
    }
  }
}

Built with the official MCP SDK (mcp package), registering three tools via the standard MCP tool interface.


Why Steel Brain

LLMs guess at steel. They will tell you 4140 annealed can stand in for 4140 pre-hardened, and scrap the job. Steel Brain answers from a human-verified knowledge base built by a working steel trader, and returns an honest "not in knowledge base" rather than a confident guess.

The valuable part is the substitution and cert logic:

  • 4140RB to 4140QT (annealed vs pre-hardened): invalid, same alloy, opposite heat-treat
  • 316L to 304L for marine: invalid, different corrosion class
  • EH36 to S355 structural: valid one way, conditional the other
  • Seamless vs ERW for pressure service: never interchangeable

Coverage

23 grades across carbon, alloy, stainless. Round bar, hollow bar, plate, pipe. 39 substitution rules, 4 cert guides.

REST API (alternative to MCP)

Same knowledge over REST at https://api.steelbrain.dev :

Terminal
curl "https://api.steelbrain.dev/v1/grade/4140QT" -H "X-API-Key: YOUR_KEY"
curl "https://api.steelbrain.dev/v1/substitution?from_grade=316L&to_grade=304L&application=machined" -H "X-API-Key: YOUR_KEY"

Free tier at launch. Contact: dryow.jt@gmail.com

Honesty by design

  • Grade properties: published-standard ranges (ASTM/EN/JIS/API/ABS), labelled as such.
  • Substitution + cert logic: trade-verified, dated rulings from a working trader.
  • Unknown grades: honest "not in knowledge base," never fabricated.

Development

One-command local test setup:

Code
make test

or directly:

Code
bash scripts/test.sh

This creates a .venv (via python3 -m venv .venv) if it doesn't exist yet, installs requirements.txt into it, sets SB_SERVE_UNVERIFIED=1 (needed so the test suite can exercise unverified KB entries), and runs pytest. Works on macOS and Linux. Extra arguments are passed through to pytest, e.g. bash scripts/test.sh tests/test_gate2.py -v.

Code
python -m pytest tests/    # 15 tests (10 acceptance + 5 domain-safety guards)

License

Code: MIT (see LICENSE). Knowledge base (kb/): proprietary (see NOTICE).

Read the full README β†’View source on GitHub β†’

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Reviews

No reviews yet β€” be the first to share how this listing worked for you.

Frequently Asked Questions about Steel Brain

We don't have a confirmed install command for Steel Brain yet, so we don't publish a generated one β€” a guessed package name would point at the wrong package or none at all. Follow the project's own README or setup instructions (https://github.com/dryow1/steel-brain) for the current steps.

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Technical Specs & Signals

CategoryπŸ’»Developer Tools
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Last updatedSep 28, 2026
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28Quality signal: Emerging Β· 28/100How this signal is calculated β–Ύ
Server availabilityNot measured

Not scored for repo-hosted servers β€” we can't reach the running server, only its GitHub page. Hosted MCP endpoints are health-checked live.

Verified ownership8/20
Documentation & tools12/30
Adoption & activity1/15
Community engagement0/10

A guidance signal from public completeness & health data β€” not a user rating. New listings start lower and rise as they add docs, get verified, and grow adoption. Signals we can't observe for a listing are skipped, not counted against it.

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