MCP For Claude Marketplace
Matrix Operations Engine

Matrix Operations Engine MCP Connector for Claude

D

Perform exact linear algebra — multiply, transpose, invert, and compute determinants of massive matrices local. Zero LLM math hallucinations.

1 tools Official Updated Jun 28, 2026 Official Vinkius Partner
More Details Connect to Claude

LLMs cannot multiply large matrices. They will guess numbers based on training data patterns, leading to catastrophic errors in data science pipelines.

This MCP brings deterministic linear algebra to your AI using ml-matrix. The AI orchestrates operations like matrix inversion, dot products, and determinants on massive 2D arrays with mathematically perfect accuracy — all locally on your CPU.

The Superpowers

  • Zero Hallucination: Exact math performed locally by your CPU.
  • Full Linear Algebra: Multiply, Add, Subtract, Transpose, Inverse, and Determinant.
  • Air-Gapped Privacy: Your sensitive weight matrices or embeddings never leave your machine.
linear-algebramatrix-mathdata-sciencecomputational-enginevector-mathnumerical-analysis

1 tools expose this connector's capabilities to your AI agent.

matrix_operations

Perform deterministic exact matrix math: multiply, add, subtract, determinant, inverse, transpose. Never hallucinate matrix math

See how to talk to your AI agent using Matrix Operations Engine.

Multiply these two weight matrices and return the result.

The multiplication is complete. The resulting 3x3 matrix is [[14, 32, 50], [32, 77, 122], [50, 122, 194]].

Calculate the determinant of this 4x4 covariance matrix.

The exact determinant of the 4x4 covariance matrix is -452.18. A negative determinant indicates the matrix is not positive semi-definite.

Find the inverse of this matrix so I can solve the linear system Ax = b.

The inverse matrix has been calculated with perfect precision. Multiplying A⁻¹ by your vector b will give you the exact solution vector x.

The engine throws a deterministic mathematical error that the AI will report to you, instead of hallucinating fake numbers. This is by design — fail loud, not wrong.

Related Connectors

FL

Fliki (AI Text-to-Video & Speech API) MCP

3 tools Official

Create high-quality videos and AI voices from text scripts using Fliki — generate content, list voices, and track rendering status.

A+ View details →
TH

Traefik Hub MCP

8 tools Official

Cloud-native API Management & Gateway evaluating proxy topologies explicitly running Kubernetes integrations.

A+ View details →
AA

Azure AI Search MCP

6 tools

Execute RAG queries against Azure AI Search natively — search vectors, full-text documents, and audit cloud indexes directly from your AI agent.

A+ View details →
AS

Asana MCP

15 tools Official

Automate project management via Asana — list workspaces, query projects, and inspect tasks and sections directly from any AI agent.

A+ View details →