HumanMirror Forge

fr.humanmirror/forgeVersion 1.0.1

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

Status

Responds206 msNov 14, 2026, 14:32 UTCAnswered our handshake without sign-in.

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Last checked: Nov 14, 2026, 14:32 UTC
Latency: 206 ms
Remotes responding: 1 of 1
Sign-in: API key
Hosting: Hosted outside the EU (detected)
Registry data as of: Nov 14, 2026, 22:14 UTC

Data from the official MCP Registry, checked by run.zero. How we check

Connect

Streamable HTTP

https://humanmirror.fr/api/forge/mcp/Responds206 msNov 14, 2026, 14:32 UTC

No sign-in

Claude Code

claude mcp add --transport http forge https://humanmirror.fr/api/forge/mcp/ --header 'Authorization: Bearer <YOUR_TOKEN>'

Replace <YOUR_TOKEN> before running.

Claude Desktop and claude.ai

Settings > Connectors > Add custom connector
Name: forge
Remote MCP server URL: https://humanmirror.fr/api/forge/mcp/
This server expects the header Authorization.

Cursor

{
  "mcpServers": {
    "forge": {
      "url": "https://humanmirror.fr/api/forge/mcp/",
      "headers": {
        "Authorization": "Bearer <YOUR_TOKEN>"
      }
    }
  }
}

Replace <YOUR_TOKEN> before running.

VS Code

code --add-mcp '{"name":"forge","type":"http","url":"https://humanmirror.fr/api/forge/mcp/","headers":{"Authorization":"Bearer <YOUR_TOKEN>"}}'

Replace <YOUR_TOKEN> before running.

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Tools

5 tools

Tools of HumanMirror Forge
	Description		Read-only	Idempotent	Open world
`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.	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.	Not declared	Not declared	Not declared	Not declared
`dedupe_records`Remove duplicate JSON records using exact canonical matching or selected key fields. One successful call consumes 1 HumanMirror Forge credit.	Remove duplicate JSON records using exact canonical matching or selected key fields. One successful call consumes 1 HumanMirror Forge credit.	Not declared	Not declared	Not declared	Not declared
`detect_anomaly`Detect numeric outliers using IQR and robust summary statistics, returning machine-readable anomaly positions. 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.	Not declared	Not declared	Not declared	Not declared
`normalize_entity`Normalize entity names, domains, URLs and emails into stable machine-readable canonical values. 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.	Not declared	Not declared	Not declared	Not declared
`score_data_quality`Score record-array data quality using completeness, duplicate rate and field type consistency. 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.	Not declared	Not declared	Not declared	Not declared

Details

Registry status: Active
Published: Oct 9, 2026
Updated: Oct 9, 2026
Website: https://humanmirror.fr/forge/⁠ (opens in a new tab)
Repository: https://github.com/VibeMirror-coder/humanmirror⁠ (opens in a new tab)
Categories (suggested): Data and analyticsSuggested categories are assigned automatically from the registry text and may be wrong. Verified operators can correct them.
GDPR: Not declared

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