ModelLens

Local install

io.github.Greatbeing/modellensv0.1.2 GitHub verified

See which models actually work: probe, rank and recommend across OpenAI-compatible gateways.

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Registry entry

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{
  "_meta": {
    "io.modelcontextprotocol.registry/official": {
      "status": "active",
      "isLatest": true,
      "updatedAt": "2026-11-05T12:35:58.253027Z",
      "publishedAt": "2026-11-05T12:35:58.253027Z",
      "statusChangedAt": "2026-11-05T12:35:58.253027Z"
    }
  },
  "server": {
    "name": "io.github.Greatbeing/modellens",
    "title": "ModelLens",
    "$schema": "https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json",
    "version": "0.1.2",
    "packages": [
      {
        "version": "0.1.2",
        "transport": {
          "type": "stdio"
        },
        "identifier": "modellens-mcp",
        "runtimeHint": "python3",
        "registryType": "pypi",
        "environmentVariables": [
          {
            "name": "MODELLENS_CONFIG",
            "description": "Path to the endpoint configuration JSON"
          },
          {
            "name": "MODELLENS_DATA",
            "description": "Path to the probe history JSON"
          }
        ]
      }
    ],
    "repository": {
      "url": "https://github.com/Greatbeing/modellens",
      "source": "github"
    },
    "description": "See which models actually work: probe, rank and recommend across OpenAI-compatible gateways."
  }
}

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Try it

This server only runs locally, from a package. Install it with the instructions on this page to try it.

Install

Pick your client. Values in capitals, like YOUR_TOKEN, are yours to fill in.

One click: Add to Cursor Add to VS Code Add to LM Studio Add to Goose

Run in a terminal

claude mcp add modellens \
  -- uvx modellens-mcp==0.1.2

Environment

MODELLENS_CONFIG (optional, not in the config above): Path to the endpoint configuration JSON
MODELLENS_DATA (optional, not in the config above): Path to the probe history JSON

Tools

We don't run packages, so we can't list this server's tools.