Aman Amith Shastry Scientific Computation MCP vs Jupyter MCP Server

A side-by-side look at the Aman Amith Shastry Scientific Computation MCP and Jupyter MCP Server MCP servers: transport, auth, tools, quality signals, and the config to install either one in Claude, Cursor, Windsurf or VS Code.

Aman Amith Shastry Scientific Computation MCP logoAman Amith Shastry Scientific Computation MCPData Science Tools · Remote HTTP/SSEThis MCP server enables users to perform scientific computations regarding linear algebra and vect…51GoodAuth: not declaredJupyter MCP Server logoJupyter MCP ServerData Science Tools · Local subprocess (stdio)Model Context Protocol (MCP) Server for Jupyter.48FairAuth: no auth required

Verdict: choose Aman Amith Shastry Scientific Computation MCP for data science tools work over a hosted endpoint; choose Jupyter MCP Server for data science tools as a local process. You can also run both side by side in one mcpServers block.

Which MCP server should you choose?

Aman Amith Shastry Scientific Computation MCP logoChoose Aman Amith Shastry Scientific Computation MCP when

  • You need dedicated capabilities in the Data Science Tools domain.
  • You prefer a remote HTTP/SSE transport.
  • You have the keys it needs: PORT, HOST, MCP_PATH, ALLOWED_ORIGINS, LOG_LEVEL.
  • You want tools like create_tensor, view_tensor, delete_tensor.
Explore Aman Amith Shastry Scientific Computation MCP

Jupyter MCP Server logoChoose Jupyter MCP Server when

  • You need dedicated capabilities in the Data Science Tools domain.
  • You prefer a local stdio subprocess transport.
  • Its auth model fits you: No auth required.
Explore Jupyter MCP Server

Feature & specification comparison

Rows where the two servers differ are marked.

SpecAman Amith Shastry Scientific Computation MCP logoAman Amith Shastry Scientific Computation MCPJupyter MCP Server logoJupyter MCP Server
CategoryData Science ToolsData Science Tools
Quality signal51/100 · Good48/100 · Fair
Install commandConfirmedConfirmed
TransportRemote HTTP/SSELocal subprocess (stdio)
AuthNot declaredNo auth required
PricingNot declaredFree
Required env varsPORTHOSTMCP_PATHALLOWED_ORIGINSLOG_LEVELNone listed
Verified ownerCommunity listingCommunity listing
GitHub stars31,311
Directory activity 1 views 0 installs 0 upvotes 3 views 0 installs 0 upvotes
Tools28Not listed

Tools & capabilities

Aman Amith Shastry Scientific Computation MCP tools 28

  • create_tensor
  • view_tensor
  • delete_tensor
  • add_matrices
  • subtract_matrices
  • multiply_matrices
  • scale_matrix
  • matrix_inverse
  • transpose
  • determinant
  • rank
  • compute_eigen
  • +16 more on the listing page

Jupyter MCP Server tools

No tool names declared yet. Check the project README from the listing page.

Ready-to-paste client configs

Paste either block (or both) into your client config, e.g. claude_desktop_config.json or ~/.cursor/mcp.json. We only show a config when the install command is confirmed.

Aman Amith Shastry Scientific Computation MCP

mcpServers (Claude Desktop / Cursor)
{
  "mcpServers": {
    "aman-amith-shastry-scientific-computation-mcp": {
      "url": "http://localhost:8081/mcp"
    }
  }
}

Jupyter MCP Server

mcpServers (Claude Desktop / Cursor)
{
  "mcpServers": {
    "datalayer-jupyter-mcp-server": {
      "command": "uvx",
      "args": [
        "jupyter-mcp-server@latest"
      ]
    }
  }
}

Frequently asked questions

Aman Amith Shastry Scientific Computation MCP is categorized under Data Science Tools and uses a remote HTTP/SSE transport. Jupyter MCP Server belongs to Data Science Tools and uses a local stdio subprocess. Pick Aman Amith Shastry Scientific Computation MCP for data science tools work and Jupyter MCP Server for data science tools.

Copy the mcpServers block from the config section on this page into your client's config (for example claude_desktop_config.json or ~/.cursor/mcp.json), then fully restart the client.

Aman Amith Shastry Scientific Computation MCP has no declared pricing — check the project's own site. Jupyter MCP Server is listed as free. Auth: no auth required. If a server needs environment variables such as API keys, define them under the env key in your client's MCP config.

Yes. MCP clients support multiple servers: add aman-amith-shastry-scientific-computation-mcp and datalayer-jupyter-mcp-server as separate keys in the same mcpServers object, and your assistant will call tools from either one.

On AllMCPs, Aman Amith Shastry Scientific Computation MCP has a quality signal of 51/100 (Good) with 1 views, 0 installs and 3 GitHub stars. Jupyter MCP Server has 48/100 (Fair) with 3 views, 0 installs and 1,311 GitHub stars.