Skip to content

HumanMirror Forge

by humanmirror.fr · remote · no sign-in to list tools · v1.0.1 · published by fr.humanmirror

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

Deletes · 1Changes · 4
CompareRegistry entry

5 tools: 1 can delete or cancel things and 4 change things.

Scanned Oct 21, 2026

No check matched anything in the tool definitions. No finding is not a safety guarantee. How the checks work.

claude mcp add --transport http forge https://humanmirror.fr/api/forge/mcp/ --header 'Authorization: <your-authorization>'

Tools

Open a tool for its reasons and full description. Descriptions are the publisher's own words, shown as they are.

5 tools

Deletes or cancels 1Claude Code: deny
  • dedupe_recordsRemove duplicate JSON records using exact canonical matching or selected key fields.No findings

    Why it is in this group

    • The description's first verb is "remove": a word for removing or ending something.
    Description, as the server wrote it
    Remove duplicate JSON records using exact canonical matching or selected key fields. One successful call consumes 1 HumanMirror Forge credit.
Changes things 4Claude Code: ask
  • clean_jsonNormalize JSON deterministically: trim strings, normalize object keys, optionally remove empty values, and sort keys for stable downstream processing.No findings

    Why it is in this group

    • Nothing in its name or description says what it does, so it is counted as a write.
    Description, as the server wrote it
    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.
  • detect_anomalyDetect numeric outliers using IQR and robust summary statistics, returning machine-readable anomaly positions.No findings

    Why it is in this group

    • Nothing in its name or description says what it does, so it is counted as a write.
    Description, as the server wrote it
    Detect numeric outliers using IQR and robust summary statistics, returning machine-readable anomaly positions. One successful call consumes 1 HumanMirror Forge credit.
  • normalize_entityNormalize entity names, domains, URLs and emails into stable machine-readable canonical values.No findings

    Why it is in this group

    • Nothing in its name or description says what it does, so it is counted as a write.
    Description, as the server wrote it
    Normalize entity names, domains, URLs and emails into stable machine-readable canonical values. One successful call consumes 1 HumanMirror Forge credit.
  • score_data_qualityScore record-array data quality using completeness, duplicate rate and field type consistency.No findings

    Why it is in this group

    • Nothing in its name or description says what it does, so it is counted as a write.
    Description, as the server wrote it
    Score record-array data quality using completeness, duplicate rate and field type consistency. One successful call consumes 1 HumanMirror Forge credit.

This is not a safety rating, and no finding is not a safety guarantee. The groups and findings come from fixed checks of the tool definitions the server returned on the date shown, not from its code or what it does when called. How the checks work.

Install

Pinned to version 1.0.1. Values in angle brackets are yours to fill in.

claude mcp add --transport http forge https://humanmirror.fr/api/forge/mcp/ --header 'Authorization: <your-authorization>'

Run in a terminal.

Claude Code permissions

Allow the reads, ask before a change, deny the deletes. Paste into .claude/settings.json.

.claude/settings.json
{
  "permissions": {
    "allow": [],
    "ask": [
      "mcp__forge__clean_json",
      "mcp__forge__normalize_entity",
      "mcp__forge__score_data_quality",
      "mcp__forge__detect_anomaly"
    ],
    "deny": [
      "mcp__forge__dedupe_records"
    ]
  }
}

Tools that only read are allowed, tools that change things ask first, tools that delete or cancel are denied. It assumes the server is installed as forge. Review it before you use it.