Koskamo

Calibration Explorer MCP

A community Model Context Protocol server that allows agents to check classifier confidence against accuracy, fit temperature scaling, and save local assessment reports. It uses the same parser, numerical library, and report generator as the browser application but operates locally without training, model inference, telemetry, or remote services.

Package and access

Local package with source-attributed installation metadata. Koskamo does not execute packages during review.

Calibration Explorer MCP logo, by m-sanchezCommunity listingLocal stdioSource reviewed; not executedPublished by m-sanchez
Vendor documentation

What you can do with it

  • Check classifier confidence against accuracy
  • Fit temperature scaling for models
  • Save local calibration assessment reports

Source and maintenance

Community listingRegistry 0.2.0MIT
mcp-registry: io.github.m-sanchez/calibration-explorer@0.2.0Source repositoryProject website
Last repository push
Latest release
v0.2.0
Maintenance checked

Packages and installation

Source-provided package data. Koskamo has not executed or live-probed this package.

@m-sanchez/calibration-explorer-mcp 0.2.0

npmnpx
@m-sanchez/calibration-explorer-mcp package definition
{
  "version": "0.2.0",
  "transport": "stdio",
  "identifier": "@m-sanchez/calibration-explorer-mcp",
  "runtimeHint": "npx",
  "registryType": "npm",
  "registryBaseUrl": "https://registry.npmjs.org",
  "packageArguments": [
    {
      "name": "--input-root",
      "type": "named",
      "format": "filepath",
      "isRepeated": true,
      "isRequired": true,
      "description": "Existing absolute directory whose prediction CSV or JSON files the server may read. Paths outside it are refused. Repeat for more directories."
    },
    {
      "name": "--output-root",
      "type": "named",
      "format": "filepath",
      "isRepeated": true,
      "isRequired": true,
      "description": "Existing absolute directory where the server may create new report folders. It never overwrites files. Repeat for more directories."
    }
  ]
}

Tools

Reported by the attributed source; not independently observed by Koskamo.

No tool definitions available.

Maintenance history

Public check and source-refresh events. Editorial and ownership records remain private.

  • · repository · passed · metadata changed · updated
  • · backfill · recorded · Pre-expansion baseline; unobserved rich metadata remains unknown

Connect from your client

Each snippet configures the same source-provided package; replace placeholders before use.

This server is operated by the named third party. Listing and endpoint checks are not an endorsement or a security audit. Review the operator's permissions, terms, and data handling before connecting. How listings are checked and corrected.

Cursor

Merge this local stdio configuration, replace every placeholder environment value, and restart Cursor. Koskamo has not executed this package.
Cursor configuration
{
  "mcpServers": {
    "calibration-explorer-mcp": {
      "command": "npx",
      "args": [
        "-y",
        "@m-sanchez/calibration-explorer-mcp@0.2.0"
      ]
    }
  }
}

Cline

Merge this local stdio configuration, replace every placeholder environment value, and restart Cline. Koskamo has not executed this package.
Cline configuration
{
  "mcpServers": {
    "calibration-explorer-mcp": {
      "command": "npx",
      "args": [
        "-y",
        "@m-sanchez/calibration-explorer-mcp@0.2.0"
      ]
    }
  }
}

VS Code

Merge this local stdio configuration, replace every placeholder environment value, and restart VS Code. Koskamo has not executed this package.
VS Code configuration
{
  "servers": {
    "calibration-explorer-mcp": {
      "type": "stdio",
      "command": "npx",
      "args": [
        "-y",
        "@m-sanchez/calibration-explorer-mcp@0.2.0"
      ]
    }
  }
}

Claude Desktop

Merge this local stdio configuration, replace every placeholder environment value, and restart Claude Desktop. Koskamo has not executed this package.
Claude Desktop configuration
{
  "mcpServers": {
    "calibration-explorer-mcp": {
      "command": "npx",
      "args": [
        "-y",
        "@m-sanchez/calibration-explorer-mcp@0.2.0"
      ]
    }
  }
}

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