Steel Brain
# 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](https://modelcontextprotocol.io) server. It exposes three MCP **tools** over stdio transport:
| MCP Tool | What it does |
|----------|--------------|
| `grade_lookup` | Properties, chemistry, forms, applications, weldability for a steel grade. Aliases resolved (4140 = 42CrMo4 = SCM440; S355 = ST52). |
| `substitution_check` | Given from_grade, to_grade, application, returns a verdict (valid / conditional / invalid) with reasoning on whether one grade can substitute another. |
| `cert_guide` | Which 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. |
### Running the MCP server
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
python -m pytest tests/ # 15 tests (10 acceptance + 5 domain-safety guards)
## License
Code: MIT (see LICENSE). Knowledge base (kb/): proprietary (see NOTICE).
TDQS
Scored across 3 tools
Each tool addresses a distinct task: looking up material properties, checking substitution compatibility, and guiding certificate selection. There is no functional overlap between them.
Tool names follow a clear two-part lowercase_with_underscore pattern (grade_lookup, substitution_check, cert_guide). The first two use a noun-verb structure, while cert_guide uses noun-noun, creating a minor inconsistency but still predictable.
Three tools is slightly on the low side but appropriate for a focused, niche domain. The set covers the main steel-grade queries without unnecessary redundancy.
The surface covers lookup, substitution reasoning, and certification guidance, forming a coherent workflow. Minor gaps exist, such as no direct comparison tool or grade listing, but these are not critical for the stated purpose.