HumanMirror Forge
Five deterministic micro-tools for AI-agent data pipelines: clean, dedupe, normalize, score, detect.
Community: Submitted by a user or imported; check the owner before granting accessOnlineAPI key requiredGlobalFreeRead-only
What it can do
What data it sees
Do you need an account
An API key from the service settings is required
Five deterministic micro-tools for AI-agent data pipelines: clean, dedupe, normalize, score, detect.
Server tool list (5)
Raw names from tools/list. Only developers need these.
| 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. |