What it does

Fast, local, non-autoregressive System-1 decision engine as MCP tools - typed decisions (classify / score / yes-no) over text, email, tickets or JSON in 100+ languages, with calibrated confidence and no text generation, so nothing to hallucinate. Offloads routing/triage/gating judgment calls from the main model; runs on-device, offline by default. pipx install mcp-laya

Local connectionPricing not confirmedv0.1.1

Connection manifest

Public connection metadata from the source. Follow the provider’s setup guide for authentication, permissions, and required variables.

{
  "name": "io.github.dockndevai/mcp-laya",
  "version": "0.1.1",
  "repository": {
    "url": "https://github.com/dockndevai/mcp-laya"
  },
  "remotes": [],
  "packages": [
    {
      "registryType": "pypi",
      "identifier": "mcp-laya",
      "version": "0.1.1",
      "transport": {
        "type": "stdio"
      },
      "environmentVariables": [
        {
          "name": "LAYA_DEFAULT_MODEL",
          "isRequired": false
        },
        {
          "name": "LAYA_MODELS",
          "isRequired": false
        },
        {
          "name": "LAYA_ALLOW_DOWNLOAD",
          "isRequired": false
        },
        {
          "name": "LAYA_MIN_CONFIDENCE",
          "isRequired": false
        },
        {
          "name": "LAYA_DEVICE",
          "isRequired": false
        }
      ]
    }
  ]
}

Metadata reviewed for listing. Server code, permissions, and runtime behavior have not been security-audited. Directory access is free; individual providers may charge.