MCP MeasureMCP Measure

index observed

Yumi Cost-Aware Diagnostic Planner

Exact expected-cost diagnostic policies for caller-supplied finite deterministic fault models.

Should I use this

Quality & Safety

A
Description quality
100%
Schema completeness
80%
Naming quality
80%
Poisoning risk
100%
Permission match
100%
Protocol compliance
100%

Based on automated analysis of tool definitions and protocol compliance.

Context Cost

~291Tokens (tool definitions)
~2.5 KBTypical response size
Minimal attention impact (0.23% of 128k context)

This is the approximate number of tokens consumed each time the server's tools are loaded into a model's context. Higher counts reduce the attention available for other tasks.

Install

One-Click Install

Add this to your `claude_desktop_config.json` file:

{
  "mcpServers": {
    "yumi-cost-aware-diagnostic-planner": {
      "url": "https://noqt.no-qt.chatgpt.site/api/yumi/probe-mcp"
    }
  }
}

Remote endpoints

https://noqt.no-qt.chatgpt.site/api/yumi/probe-mcpstreamable-http

What it can do

Tool inventory

Tools (1)

🟢 Read-only🟡 Write🔴 Delete⚪ Unknown
🟢plan_diagnostic_checks(hypotheses, probes)

Plans a finite adaptive diagnostic policy and expected costs from caller-supplied hypotheses, relative weights, probes, costs, and complete deterministic outcomes; it does not infer real-world truth, timing, or costs.

Input Schema

{
  "type": "object",
  "properties": {
    "hypotheses": {
      "type": "array",
      "minItems": 1,
      "maxItems": 12,
      "items": {
        "type": "object",
        "properties": {
          "id": {
            "type": "string",
            "minLength": 1,
            "maxLength": 64
          },
          "weight": {
            "type": "integer",
            "minimum": 1,
            "maximum": 1000000
          }
        },
        "required": [
          "id",
          "weight"
        ],
        "additionalProperties": false
      }
    },
    "probes": {
      "type": "array",
      "minItems": 0,
      "maxItems": 12,
      "items": {
        "type": "object",
        "properties": {
          "id": {
            "type": "string",
            "minLength": 1,
            "maxLength": 64
          },
          "cost": {
            "type": "integer",
            "minimum": 1,
            "maximum": 1000000
          },
          "outcomes": {
            "type": "object",
            "minProperties": 1,
            "description": "Complete deterministic mapping from every hypothesis id to one outcome string",
            "additionalProperties": {
              "type": "string",
              "minLength": 1,
              "maxLength": 64
            }
          }
        },
        "required": [
          "id",
          "cost",
          "outcomes"
        ],
        "additionalProperties": false
      }
    }
  },
  "required": [
    "hypotheses",
    "probes"
  ],
  "additionalProperties": false
}

Community

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Evidence

Recent observations

verifiedversion not recorded1 tools