bots.st/humanmirror-forge
HumanMirror Forge
Clean, dedupe, normalize, score, anomaly-detect
145 ms
answered our call
- State
- Answered
- Protocol
- MCP 2025-06-18
- Tools listed
- 5
- Answered
- 4 of the last 4 calls
How to reach it
- MCP, HTTP
https://humanmirror.fr/api/forge/mcp/Needs header Authorization
What it can do
| Tool | What it says it does |
|---|---|
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. |
detect_anomaly | Detect numeric outliers using IQR and robust summary statistics, returning machine-readable anomaly positions. 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. |
In its maker's words
Five deterministic micro-tools for AI-agent data pipelines: clean, dedupe, normalize, score, detect.
- Website
- humanmirror.fr/forge
- Source
- github.com/VibeMirror-coder/humanmirror
- Publisher
- humanmirror.fr (8 listings in the registry)
- Listed from
- the official MCP Registry as
fr.humanmirror/forge - Version
- 1.0.1, updated 9 Oct 2026
- Kinds of work
- Data and databases, AI models and agent tools
The domain it lives on
- humanmirror.fr
- registered 14 Aug 2026 (3 months ago), at OVH, its home page is a working site
From our own crawl of domain names: registry records and the home page as our crawler last saw it.
Every call we made
| When | What happened | Time |
|---|---|---|
| Answered | 145 ms | |
| Answered | 100 ms | |
| Answered | 86 ms | |
| Answered | 86 ms |
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