MCP.Market

Neural MCP server

by andylbrummer·io.github.andylbrummer/neural-mcp·v0.1.6·2 stars

GPU-accelerated MCP server for neural network training, deep learning, and model experimentation

B82/100grade B
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Safety scan
B82/100

full report

Adoption
New

2 stars

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If you have run it, two minutes of your experience saves the next person an afternoon.

Neural tools (15, 2 write)

write = sends, deletes, buys or posts

Read from the package source without running it. The installed server may list more.

  • compute_metrics

    Compute advanced metrics

  • confusion_matrix

    Generate confusion matrix

  • create_dataloaderwrite action

    Create batched dataloader

  • define_modelwrite action

    Create neural network model

  • evaluate_model

    Evaluate model on test set

  • export_model

    Export model (ONNX, TorchScript)

  • get_experiment_status

    Monitor training progress

  • get_model_summary

    Get layer-by-layer model breakdown

  • info

    Progressive discovery

  • load_dataset

    Load dataset for training

  • load_pretrained

    Load pretrained model

  • plot_training_curves

    Plot loss and accuracy curves

  • train_model

    Train model on dataset

  • tune_hyperparameters

    Hyperparameter search

  • visualize_predictions

    Visualize model predictions

Public scan report

scanner v0.1.10 · 2026-10-01 · same rubric, same numbers if you re-run it

no findings
  • Code scan4 source files scanned25/25
  • –Live reliabilityno gateway calls yet and no remote to proben/a
  • –Tool poisoningtools not inspected (local package is not executed); not countedn/a
  • Auth qualitylocal package, no credentials required12/15
  • Maintenancelast push 153 days ago8/15
  • Maintainer identityregistry namespace matches repository owner; GitHub account older than a year8/10
Overall 82/100. Components that don't apply are left out of the denominator. Any critical finding is an F.RubricAppeal a findingJSON

How Neural compares

Against every graded AI and agents MCP server, from our own scans and uptime checks. Updated after each scan run.

Safety score
82/100
higher than 65% of 4,460 AI and agents servers
Tools
15
the typical AI and agents server has 6
Tools that change things
13%
typical: 0%. Fewer write tools means less an agent can break
GitHub stars
2
more than 65% of 2,711 AI and agents servers

What its tools let an agent do: 12 read · 1 create · 1 change · 1 run or deploy

Install Neural in Claude Code, Cursor or VS Code

claude mcp add neural-mcp -- uvx scicomp-neural-mcp
Add to Cursor

Neural: common questions

Is Neural MCP server safe?
Mostly: it is graded B (82/100). Read the Neural safety report
How do I install Neural?
It runs on your machine. Copy the Claude Code, Cursor, VS Code or Claude Desktop config from the install section.
Does Neural need an API key?
Not as far as the registry entry and our scan can tell: no credentials are declared or required.
Is Neural maintained?
The last commit was 187 days ago (2026-05-01). The latest release is v0.1.6.
What can I use instead of Neural?
Servers from other publishers that do the same job: SuperCompress MCP server and Guaardvark MCP server.
How does Neural compare with other AI and agents MCP servers?
safety score 82/100 (higher than 65% of 4,460 AI and agents servers); tools 15 (the typical AI and agents server has 6); tools that change things 13% (typical: 0%. Fewer write tools means less an agent can break). Full comparison.

Alternatives to Neural

Same job from other publishers: the closest match first, then the best rated.

  • SuperCompress
    Compress coding-agent context ~64%. Hosted Neural Keep MCP for Cursor/Claude/Codex.
    B
  • Guaardvark
    Local AI studio on your GPU: images, video, music, voice, RAG. Needs the Guaardvark app installed.
    B

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