Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
Trade-verified steel grade properties, substitution verdicts, and mill-cert guidance for AI agents.
These three are never merged into one score: opinions, measurements and popularity are different things.
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
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Works in Claude on the web, desktop and mobile:
https://api.steelbrain.dev/mcpOpen Claude Desktop → Settings → Developer → Edit Config, and paste this into claude_desktop_config.json
{
"mcpServers": {
"steel-brain": {
"command": "docker",
"args": [
"run",
"-i",
"--rm",
"ghcr.io/dryow1/steel-brain:1.0.0"
]
}
}
}Run this in your terminal
claude mcp add --transport http steel-brain https://api.steelbrain.dev/mcpclaude mcp add steel-brain -- docker run -i --rm ghcr.io/dryow1/steel-brain:1.0.0Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"steel-brain": {
"url": "https://api.steelbrain.dev/mcp"
}
}
}Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"steel-brain": {
"command": "docker",
"args": [
"run",
"-i",
"--rm",
"ghcr.io/dryow1/steel-brain:1.0.0"
]
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
Paste into .vscode/mcp.json in your project
{
"servers": {
"steel-brain": {
"type": "http",
"url": "https://api.steelbrain.dev/mcp"
}
}
}Paste into .vscode/mcp.json in your project
{
"servers": {
"steel-brain": {
"type": "stdio",
"command": "docker",
"args": [
"run",
"-i",
"--rm",
"ghcr.io/dryow1/steel-brain:1.0.0"
]
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
ChatGPT connects only to servers on the internet:
https://api.steelbrain.dev/mcpMenu names can differ slightly by plan and over time.
Your choice stays on this device in a cookie; no account needed.
These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
We have not read this server’s tool list yet; we check endpoints in rotation.
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 8, 2026
The registry name was verified with the GitHub account dryow1, which owns the repo
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
Not checked yet; we check endpoints in rotation
Not checked yet; we check endpoints in rotation
Not checked yet; we read the tool list when we check the endpoint
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 1 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
The registry does not list a required key, though some servers ask you to sign in on first use.
Either way works: install it on your computer or connect to the cloud version.
The GitHub repo last changed –, and the latest version (1.1.0) reached the registry 44 days ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. It connects by URL, so apps that accept remote MCP servers work too, such as ChatGPT in developer mode.
In the same category: Spec Driven Development, Remote Desktop Commander, Tethered Trust
Servers in the same category from other makers, sorted by stars.
Reading a card:↓ Downloads per weeki★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
Fit, compatibility and recall checks for AI agents before they buy: verdicts, evidence, receipts.
Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.
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.
Steel Brain is a Model Context Protocol server. It exposes three MCP tools, over remote streamable HTTP (no install) or local stdio:
| 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. |
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.
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).
{ "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.
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:
23 grades across carbon, alloy, stainless. Round bar, hollow bar, plate, pipe. 39 substitution rules, 4 cert guides.
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
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)
Code: MIT (see LICENSE). Knowledge base (kb/): proprietary (see NOTICE).