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HumanMirror Forge

fr.humanmirror/forge · v1.0.1

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

Connect Remote server

Terminal
claude mcp add --transport http forge https://humanmirror.fr/api/forge/mcp/ --header "Authorization: Bearer <YOUR_API_KEY>"
~/.cursor/mcp.json
{
  "mcpServers": {
    "forge": {
      "url": "https://humanmirror.fr/api/forge/mcp/",
      "headers": {
        "Authorization": "Bearer <YOUR_API_KEY>"
      }
    }
  }
}
.vscode/mcp.json
{
  "servers": {
    "forge": {
      "type": "http",
      "url": "https://humanmirror.fr/api/forge/mcp/",
      "headers": {
        "Authorization": "Bearer <YOUR_API_KEY>"
      }
    }
  }
}
Claude Desktop
Settings > Connectors > Add custom connector
URL: https://humanmirror.fr/api/forge/mcp/

Replace the values in angle brackets with your own. Keys stay on your machine; we never see them.

Tools 5 found in our last check

  • clean_json

    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.

  • dedupe_records

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

  • normalize_entity

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

  • score_data_quality

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

  • detect_anomaly

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

Headers

NameDescription
Authorization
Required, secret
HumanMirror Forge API key. Use: Bearer hm_forge_…

Details

Endpointhttps://humanmirror.fr/api/forge/mcp/ (Streamable HTTP)
First published9 Oct 2026
Last updated9 Oct 2026
Registry namefr.humanmirror/forge

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