Matrix Compute Mcp

Connect Remote server

claude mcp add --transport http matrix-compute-mcp https://mcp.matrix-compute.net/mcp

{
  "mcpServers": {
    "matrix-compute-mcp": {
      "url": "https://mcp.matrix-compute.net/mcp"
    }
  }
}

{
  "servers": {
    "matrix-compute-mcp": {
      "type": "http",
      "url": "https://mcp.matrix-compute.net/mcp"
    }
  }
}

Settings > Connectors > Add custom connector
URL: https://mcp.matrix-compute.net/mcp

Tools 5 found in our last check

• get_network_status

  Queries the Matrix Compute discovery relay for live GPU worker availability, total VRAM capacity, confidential computing (TEE) enclaves, and sats_per_gflop pricing.

• estimate_job_cost

  Calculates exact upload/download network bandwidth (MB), task count, GFLOPs, and satoshi cost estimates for a distributed matrix multiplication C (m x n) = A (m x k) x B (k x n).

• execute_distributed_matmul

  Executes verified distributed matrix multiplication C = A x B across decentralized GPU workers with dynamic Freivalds verification and L402 settlement. Accepts file paths (.npy, .npz, .safetensors) or inline 2D JSON arrays.

• batch_similarity_search

  Runs exact cosine similarity search between query embeddings (M x D) and corpus embeddings (N x D) on distributed GPUs using OUTPUT_GRID_2D zero-reduction tiling.

• compute_pca_svd

  Computes verified top-k Principal Component Analysis (PCA) / Singular Value Decomposition (SVD) on distributed GPU workers via randomized subspace iteration or stateful power iteration.

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