Steel Brain

Official registry AI and agents

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

Install

Add this to your client's MCP configuration (Claude Desktop: claude_desktop_config.json; Cursor: .cursor/mcp.json; VS Code and others use the same "mcpServers" shape).

Remote (streamable-http)
Claude Code
claude mcp add --transport http steel-brain 'https://api.steelbrain.dev/mcp'
JSON configuration (Claude Desktop, Cursor, VS Code)
{
    "mcpServers": {
        "steel-brain": {
            "type": "http",
            "url": "https://api.steelbrain.dev/mcp"
        }
    }
}
OCI package ghcr.io/dryow1/steel-brain:1.0.0
Claude Code
claude mcp add steel-brain -- docker run -i --rm ghcr.io/dryow1/steel-brain:1.0.0
JSON configuration (Claude Desktop, Cursor, VS Code)
{
    "mcpServers": {
        "steel-brain": {
            "command": "docker",
            "args": [
                "run",
                "-i",
                "--rm",
                "ghcr.io/dryow1/steel-brain:1.0.0"
            ]
        }
    }
}

Documentation

From the project's README on GitHub, refreshed weekly. Links open on GitHub.

Contents
  1. Steel Brain
  2. MCP server
  3. Why Steel Brain
  4. Coverage
  5. REST API (alternative to MCP)
  6. Honesty by design
  7. Development
  8. License

Steel Brain

An MCP server providing steel domain knowledge to AI agents — 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:

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)

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

{ "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 :

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:

make test

or directly:

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.

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

License

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

Frequently asked questions

What is Steel Brain?

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

How do I install Steel Brain?

It runs as a remote server. In Claude Code: claude mcp add --transport http steel-brain 'https://api.steelbrain.dev/mcp'. For other clients, paste the JSON configuration from this page into their MCP settings.

Does Steel Brain need an API key?

Its registry entry lists no required key or secret. Some features may still need an account with the service it connects to.

Is Steel Brain open source?

Yes. Its code is on GitHub under the MIT license.

Who maintains Steel Brain?

It is published by dryow1. AI.tn lists it but does not maintain or endorse it.

From the official MCP Registry. Listing is not an endorsement: review a server's code and permissions before giving it access to your data.