Neurarch MCP
Neurarch MCP provides tools for pre-checking model changes before GPU execution. It analyzes model structure, estimates peak memory and costs, validates parallel layouts, and checks serving configurations. It supports inputs from Python source files, JSON graphs, or runtime traces, offering offline analysis without requiring API keys or weight downloads.
Package and access
Local package with source-attributed installation metadata. Koskamo does not execute packages during review.
What you can do with it
- Estimate peak training memory and cost for a model batch
- Validate if a parallel layout (TP/PP/DP) is legal and balanced
- Check if a serving configuration is legal for the model
- Diagnose out-of-memory errors and suggest fixes
Source and maintenance
- Maintenance checked
Packages and installation
Source-provided package data. Koskamo has not executed or live-probed this package.
neurarch-mcp 0.21.0
{
"version": "0.21.0",
"transport": "stdio",
"identifier": "neurarch-mcp",
"registryType": "npm",
"packageArguments": [
{
"type": "positional",
"valueHint": "model_path",
"isRequired": true,
"description": "Path to a PyTorch .py file or .neurarch.json graph, or zoo:<id> for a bundled reference architecture (examples/ in the repo)"
},
{
"name": "--watch",
"type": "named",
"description": "Reload the model file when the Neurarch app saves it"
},
{
"name": "--write",
"type": "named",
"description": "Expose the six mutation tools (off by default)"
},
{
"name": "--hf",
"type": "named",
"description": "Allow hf:<org/name> refs and load_hf_model (reads config files from huggingface.co)"
},
{
"name": "--tools=core",
"type": "named",
"description": "Advertise the core tools only; all stay callable"
}
]
}Tools
Reported by the attributed source; not independently observed by Koskamo.
Connect from your client
Each snippet configures the same source-provided package; replace placeholders before use.
Cursor
{
"mcpServers": {
"neurarch-mcp": {
"command": "npx",
"args": [
"-y",
"neurarch-mcp@0.21.0"
]
}
}
}Cline
{
"mcpServers": {
"neurarch-mcp": {
"command": "npx",
"args": [
"-y",
"neurarch-mcp@0.21.0"
]
}
}
}VS Code
{
"servers": {
"neurarch-mcp": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"neurarch-mcp@0.21.0"
]
}
}
}Claude Desktop
{
"mcpServers": {
"neurarch-mcp": {
"command": "npx",
"args": [
"-y",
"neurarch-mcp@0.21.0"
]
}
}
}Let your agent find its tools
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