Method

scimba PINN / SciML toolkit

scimba authors · v1.0.0

provenance_verified author_implementation paid_per_execution published

What it does

Scientific machine learning toolkit for PINNs and related PDE surrogates in research workflows.

When to use it

Scientific machine learning toolkit for PINNs and related PDE surrogates in research workflows.

Implementation provenance

This MCP is labelled author_implementation. Tools bind to author repository code.

Paper(s)

No papers linked.

Code: https://gitlab.inria.fr/scimba/scimba

Licence: See upstream repository

Available MCP tools

`run`

Invoke scimba PINN / SciML toolkit (catalog entry — wire author MCP or Paper2MCP for full tools)

Provenance: author_provided · scimba_pinn:run

{
  "properties": {
    "problem": {
      "type": "string"
    }
  },
  "type": "object"
}

Example invocation

curl -s -X POST http://127.0.0.1:8765/api/v1/methods/scimba_pinn/execute \
  -H 'Content-Type: application/json' \
  -d '{"tool_name":"run","arguments":{}}'

Validation evidence

provenance_verified: claimed — Upstream repository linked and catalogued. Not execution-verified until MCP tools pass tests.

Price · usage · pay

Current version: scimba_pinn@1.0.0

Price: $0.0700 / execution

Executions: 0 · Creator earnings: $0.00

Citation

scimba authors. scimba PINN / SciML toolkit (v1.0.0). LemmaMCP method `scimba_pinn`. Implementation: author_implementation. Verification: provenance_verified.