Shoe Fit Checker

Bounded footwear fit checks for a specific shoe, person, and intended use.

Should I use this

Quality & Safety

A
Description quality
100%
Schema completeness
73%
Naming quality
100%
Poisoning risk
100%
Permission match
100%
Protocol compliance
100%

Based on automated analysis of tool definitions and protocol compliance.

Context Cost

~1,110Tokens (tool definitions)
~10.8 KBTypical response size
Moderate attention impact (0.87% 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": {
    "shoe-fit-checker": {
      "url": "https://shoe-fit-checker.onrender.com/mcp"
    }
  }
}

Remote endpoints

https://shoe-fit-checker.onrender.com/mcpstreamable-http

What it can do

Tool inventory

Tools (1)

🟢 Read-only🟡 Write🔴 Delete⚪ Unknown
🟢check_footwear_fit(question, product, bodySignals, interactionSignals, useContext, ...)

Use when the user needs a bounded fit judgment about whether a specific finished footwear product is likely to work for a specific person in a stated use context, including pressure, toe contact, heel slip, width/size questions, dynamic-use problems, keep/exchange decisions, and fit-driven alternatives. Do not use for generic shoe education, style advice, simple size conversion, or medical diagnosis/treatment. When presenting a returned fit judgment, preserve the tool's decision, unknowns, next steps, alternatives, professional boundary, and evidence state. Do not add or strengthen unverified product facts, gait or biomechanical labels, medical causal explanations or diagnoses, or extra size/width/lacing/product prescriptions unless they were independently established as verified evidence in the request. Keep any separately sourced external information clearly separate from the bounded fit judgment.

Input Schema

{
  "type": "object",
  "properties": {
    "question": {
      "title": "Question",
      "type": "string"
    },
    "product": {
      "$ref": "#/$defs/Product"
    },
    "bodySignals": {
      "items": {
        "type": "string"
      },
      "title": "Bodysignals",
      "type": "array"
    },
    "interactionSignals": {
      "items": {
        "type": "string"
      },
      "title": "Interactionsignals",
      "type": "array"
    },
    "useContext": {
      "anyOf": [
        {
          "$ref": "#/$defs/UseContext"
        },
        {
          "type": "null"
        }
      ],
      "default": null
    },
    "evidence": {
      "items": {
        "$ref": "#/$defs/Evidence"
      },
      "title": "Evidence",
      "type": "array"
    }
  },
  "required": [
    "question",
    "product"
  ],
  "$defs": {
    "Evidence": {
      "additionalProperties": false,
      "properties": {
        "kind": {
          "enum": [
            "USER_REPORT",
            "VERIFIED_PRODUCT_FACT",
            "OTHER"
          ],
          "title": "Kind",
          "type": "string"
        },
        "statement": {
          "title": "Statement",
          "type": "string"
        },
        "source": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Source"
        }
      },
      "required": [
        "kind",
        "statement"
      ],
      "title": "Evidence",
      "type": "object"
    },
    "Product": {
      "additionalProperties": false,
      "properties": {
        "brand": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Brand"
        },
        "model": {
          "title": "Model",
          "type": "string"
        },
        "version": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Version"
        },
        "size": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Size"
        },
        "width": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Width"
        }
      },
      "required": [
        "model"
      ],
      "title": "Product",
      "type": "object"
    },
    "UseContext": {
      "additionalProperties": false,
      "properties": {
        "activity": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Activity"
        },
        "durationMinutes": {
          "anyOf": [
            {
              "minimum": 0,
              "type": "integer"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Durationminutes"
        },
        "distanceKm": {
          "anyOf": [
            {
              "minimum": 0,
              "type": "number"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Distancekm"
        },
        "terrain": {
          "items": {
            "type": "string"
          },
          "title": "Terrain",
          "type": "array"
        }
      },
      "title": "UseContext",
      "type": "object"
    }
  },
  "additionalProperties": false,
  "title": "FitCheckInput"
}

Output Schema

{
  "type": "object",
  "properties": {
    "decision": {
      "$ref": "#/$defs/Decision"
    },
    "currentAssessment": {
      "title": "Currentassessment",
      "type": "string"
    },
    "why": {
      "items": {
        "type": "string"
      },
      "title": "Why",
      "type": "array"
    },
    "unknowns": {
      "items": {
        "type": "string"
      },
      "title": "Unknowns",
      "type": "array"
    },
    "nextSteps": {
      "items": {
        "type": "string"
      },
      "title": "Nextsteps",
      "type": "array"
    },
    "alternatives": {
      "items": {
        "$ref": "#/$defs/Alternative"
      },
      "title": "Alternatives",
      "type": "array"
    },
    "boundary": {
      "items": {
        "type": "string"
      },
      "title": "Boundary",
      "type": "array"
    },
    "provenance": {
      "$ref": "#/$defs/Provenance"
    }
  },
  "required": [
    "decision",
    "currentAssessment",
    "why",
    "unknowns",
    "nextSteps"
  ],
  "$defs": {
    "Alternative": {
      "additionalProperties": false,
      "properties": {
        "kind": {
          "$ref": "#/$defs/AlternativeKind"
        },
        "label": {
          "title": "Label",
          "type": "string"
        },
        "rationale": {
          "title": "Rationale",
          "type": "string"
        }
      },
      "required": [
        "kind",
        "label",
        "rationale"
      ],
      "title": "Alternative",
      "type": "object"
    },
    "AlternativeKind": {
      "enum": [
        "SIZE",
        "WIDTH",
        "SAME_FAMILY",
        "STRUCTURE_DIRECTION",
        "PRODUCT"
      ],
      "title": "AlternativeKind",
      "type": "string"
    },
    "Decision": {
      "enum": [
        "REASONABLE_TO_KEEP",
        "CONDITIONAL",
        "COMPARE_VARIANT",
        "NOT_RECOMMENDED_CURRENT_CONFIGURATION",
        "MOVE_ON",
        "INSUFFICIENT_EVIDENCE"
      ],
      "title": "Decision",
      "type": "string"
    },
    "Provenance": {
      "additionalProperties": false,
      "properties": {
        "adapterMode": {
          "const": "PROTOTYPE_RULES",
          "default": "PROTOTYPE_RULES",
          "title": "Adaptermode",
          "type": "string"
        },
        "coreBaseline": {
          "const": "phase-1-approved-baseline@7da520058257362a35c88173c3cd03d37c8965c8",
          "default": "phase-1-approved-baseline@7da520058257362a35c88173c3cd03d37c8965c8",
          "title": "Corebaseline",
          "type": "string"
        },
        "canonicalCoreExecuted": {
          "const": false,
          "default": false,
          "title": "Canonicalcoreexecuted",
          "type": "boolean"
        }
      },
      "title": "Provenance",
      "type": "object"
    }
  },
  "additionalProperties": false,
  "title": "FitDecision"
}

Community

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Evidence

Recent observations

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