HumanMirror Forge
Five deterministic micro-tools for AI-agent data pipelines: clean, dedupe, normalize, score, detect.
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质量与安全性
基于对工具定义和协议合规性的自动分析。
上下文开销
这是每次将服务器的工具加载到模型上下文窗口时所消耗的大致 token 数。数值越高，可用于其他任务的注意力就越少。
安装
一键安装
将以下内容添加到你的 `claude_desktop_config.json` 文件中：
{
"mcpServers": {
"forge": {
"url": "https://humanmirror.fr/api/forge/mcp/"
}
}
}远程端点
https://humanmirror.fr/api/forge/mcp/streamable-http它能做什么
工具清单
工具（5）
🔴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.
输入模式
{
"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.
输入模式
{
"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.
输入模式
{
"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.
输入模式
{
"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.
输入模式
{
"type": "object",
"properties": {
"input": {
"type": "array",
"items": {
"type": "number"
},
"description": "Numeric series."
}
},
"required": [
"input"
],
"additionalProperties": false
}社区
证据