HumanMirror Forge
fr.humanmirror/forgeFive deterministic micro-tools for AI-agent data pipelines: clean, dedupe, normalize, score, detect.
Score: 100/100
Handshake verified by our own probe.
Tools · 5
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 …
Remove duplicate JSON records using exact canonical matching or selected key fields. One successful call consumes 1 HumanMirror Forge credit.
Normalize entity names, domains, URLs and emails into stable machine-readable canonical values. One successful call consumes 1 HumanMirror Forge credit.
Score record-array data quality using completeness, duplicate rate and field type consistency. One successful call consumes 1 HumanMirror Forge credit.
Detect numeric outliers using IQR and robust summary statistics, returning machine-readable anomaly positions. One successful call consumes 1 HumanMirror Forge credit.
How to use
Claude Desktop or claude.ai: add a custom connector (Customize → Connectors; on Team and Enterprise plans an owner adds it under Organization settings → Connectors) with this server URL: https://humanmirror.fr/api/forge/mcp/
Cursor or Cline: add to your MCP config:
{
"mcpServers": {
"humanmirror_forge": {
"url": "https://humanmirror.fr/api/forge/mcp/",
"transport": "streamable-http"
}
}
}