Five deterministic micro-tools for AI-agent data pipelines: clean, dedupe, normalize, score, detect.
Connect Remote server
claude mcp add --transport http forge https://humanmirror.fr/api/forge/mcp/ --header "Authorization: Bearer <YOUR_API_KEY>"
{
"mcpServers": {
"forge": {
"url": "https://humanmirror.fr/api/forge/mcp/",
"headers": {
"Authorization": "Bearer <YOUR_API_KEY>"
}
}
}
}
{
"servers": {
"forge": {
"type": "http",
"url": "https://humanmirror.fr/api/forge/mcp/",
"headers": {
"Authorization": "Bearer <YOUR_API_KEY>"
}
}
}
}
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_jsonNormalize 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_recordsRemove duplicate JSON records using exact canonical matching or selected key fields. One successful call consumes 1 HumanMirror Forge credit.
normalize_entityNormalize 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. One successful call consumes 1 HumanMirror Forge credit.
detect_anomalyDetect numeric outliers using IQR and robust summary statistics, returning machine-readable anomaly positions. One successful call consumes 1 HumanMirror Forge credit.
Headers
| Name | Description |
|---|---|
AuthorizationRequired, secret | HumanMirror Forge API key. Use: Bearer hm_forge_… |
Details
| Endpoint | https://humanmirror.fr/api/forge/mcp/ (Streamable HTTP) |
| First published | 9 Oct 2026 |
| Last updated | 9 Oct 2026 |
| Registry name | fr.humanmirror/forge |
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