HumanMirror Forge

Five deterministic micro-tools for AI-agent data pipelines: clean, dedupe, normalize, score, detect.

我該用這個嗎

品質與安全性

A
說明品質
100%
結構描述完整度
90%
命名品質
80%
汙染風險
100%
權限相符程度
100%
協定合規性
100%

根據工具定義與協定合規性的自動化分析。

上下文成本

~463Token(工具定義)
~704 B典型回應大小
極小的注意力影響(128k 上下文的 0.36%)

這是每次將伺服器的工具載入模型上下文時所消耗的約略 token 數量。數量越高,可用於其他工作的注意力就越少。

安裝

一鍵安裝

將以下內容加入你的 `claude_desktop_config.json` 檔案:

{
  "mcpServers": {
    "forge": {
      "url": "https://humanmirror.fr/api/forge/mcp/"
    }
  }
}

遠端端點

https://humanmirror.fr/api/forge/mcp/streamable-http

它能做什麼

工具清單

工具(5)

🟢 唯讀🟡 寫入🔴 刪除⚪ 未知
🔴clean_json(input, options)

Normalize JSON deterministically: trim strings, normalize object keys, optionally remove empty values, and sort keys for stable downstream processing. One successful call consumes 1 HumanMirror Forge credit.

輸入結構描述

{
  "type": "object",
  "properties": {
    "input": {
      "description": "Any JSON value to normalize."
    },
    "options": {
      "type": "object",
      "properties": {
        "trim_strings": {
          "type": "boolean"
        },
        "remove_empty": {
          "type": "boolean"
        },
        "normalize_keys": {
          "type": "boolean"
        },
        "sort_keys": {
          "type": "boolean"
        }
      },
      "additionalProperties": false
    }
  },
  "required": [
    "input"
  ],
  "additionalProperties": false
}
🔴dedupe_records(input, options)

Remove duplicate JSON records using exact canonical matching or selected key fields. One successful call consumes 1 HumanMirror Forge credit.

輸入結構描述

{
  "type": "object",
  "properties": {
    "input": {
      "type": "array",
      "items": {
        "type": "object"
      },
      "description": "Array of JSON records."
    },
    "options": {
      "type": "object",
      "properties": {
        "fields": {
          "type": "array",
          "items": {
            "type": "string"
          }
        }
      },
      "additionalProperties": false
    }
  },
  "required": [
    "input"
  ],
  "additionalProperties": false
}
⚪normalize_entity(input)

Normalize entity names, domains, URLs and emails into stable machine-readable canonical values. One successful call consumes 1 HumanMirror Forge credit.

輸入結構描述

{
  "type": "object",
  "properties": {
    "input": {
      "description": "Entity name string or object with fields such as name, domain, url and email."
    }
  },
  "required": [
    "input"
  ],
  "additionalProperties": false
}
⚪score_data_quality(input)

Score record-array data quality using completeness, duplicate rate and field type consistency. One successful call consumes 1 HumanMirror Forge credit.

輸入結構描述

{
  "type": "object",
  "properties": {
    "input": {
      "type": "array",
      "items": {
        "type": "object"
      },
      "description": "Non-empty array of JSON records."
    }
  },
  "required": [
    "input"
  ],
  "additionalProperties": false
}
⚪detect_anomaly(input)

Detect numeric outliers using IQR and robust summary statistics, returning machine-readable anomaly positions. One successful call consumes 1 HumanMirror Forge credit.

輸入結構描述

{
  "type": "object",
  "properties": {
    "input": {
      "type": "array",
      "items": {
        "type": "number"
      },
      "description": "Numeric series."
    }
  },
  "required": [
    "input"
  ],
  "additionalProperties": false
}

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