HumanMirror Forge MCP server

HumanMirror Forge is an MCP server with 5 tools an agent can call, among them clean_json, dedupe_records, detect_anomaly. It answers at https://humanmirror.fr/api/forge/mcp/ over streamable HTTP, and it listed its tools to an anonymous client, so no sign-in was needed for that. Our probes reached it 6 of 6 times since 10 September 2026; the last check, on 19 October 2026, succeeded.

Status

Answering

Tools

Official

yes, served from humanmirror.fr

Reliability

6 of 6 checks

Response time

186 ms

Transport

streamable HTTP

Last checked

19 October 2026

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

Description as the publisher wrote it.

The 5 tools HumanMirror Forge offers

Tool	What 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. Inputs: input, options
`dedupe_records`	Remove duplicate JSON records using exact canonical matching or selected key fields. One successful call consumes 1 HumanMirror Forge credit. Inputs: input, options
`detect_anomaly`	Detect numeric outliers using IQR and robust summary statistics, returning machine-readable anomaly positions. One successful call consumes 1 HumanMirror Forge credit. Inputs: input
`normalize_entity`	Normalize entity names, domains, URLs and emails into stable machine-readable canonical values. One successful call consumes 1 HumanMirror Forge credit. Inputs: input
`score_data_quality`	Score record-array data quality using completeness, duplicate rate and field type consistency. One successful call consumes 1 HumanMirror Forge credit. Inputs: input

Add HumanMirror Forge to your AI client

Every block below points at https://humanmirror.fr/api/forge/mcp/. Pick your client and copy.

Claude Code: one command in your terminal

claude mcp add --transport http humanmirror-forge https://humanmirror.fr/api/forge/mcp/

Claude Desktop: claude_desktop_config.json

{
  "mcpServers": {
    "humanmirror-forge": {
      "command": "npx",
      "args": ["-y", "mcp-remote", "https://humanmirror.fr/api/forge/mcp/"]
    }
  }
}

Cursor: ~/.cursor/mcp.json, or .cursor/mcp.json in a project

{
  "mcpServers": {
    "humanmirror-forge": {
      "url": "https://humanmirror.fr/api/forge/mcp/"
    }
  }
}

VS Code and GitHub Copilot: .vscode/mcp.json

{
  "servers": {
    "humanmirror-forge": {
      "type": "http",
      "url": "https://humanmirror.fr/api/forge/mcp/"
    }
  }
}

Zed: Zed settings.json

{
  "context_servers": {
    "humanmirror-forge": {
      "url": "https://humanmirror.fr/api/forge/mcp/"
    }
  }
}

Windsurf: ~/.codeium/mcp_config.json

{
  "mcpServers": {
    "humanmirror-forge": {
      "serverUrl": "https://humanmirror.fr/api/forge/mcp/"
    }
  }
}

JetBrains AI Assistant: Settings, Tools, AI Assistant, MCP, New MCP Server, as JSON

{
  "mcpServers": {
    "humanmirror-forge": {
      "url": "https://humanmirror.fr/api/forge/mcp/"
    }
  }
}

Continue: .continue/mcpServers/neuronto.yaml

name: HumanMirror Forge
version: 0.0.1
schema: v1
mcpServers:
  - name: HumanMirror Forge
    type: streamable-http
    url: https://humanmirror.fr/api/forge/mcp/

Gemini CLI: ~/.gemini/settings.json

{
  "mcpServers": {
    "humanmirror-forge": {
      "httpUrl": "https://humanmirror.fr/api/forge/mcp/"
    }
  }
}

Codex CLI: MCP server config

{
  "mcpServers": {
    "humanmirror-forge": {
      "type": "http",
      "url": "https://humanmirror.fr/api/forge/mcp/"
    }
  }
}

Warp: MCP servers, + Add, paste JSON

{
  "mcpServers": {
    "humanmirror-forge": {
      "url": "https://humanmirror.fr/api/forge/mcp/"
    }
  }
}

Goose: a one-click extension link

goose://extension?url=https%3A%2F%2Fhumanmirror.fr%2Fapi%2Fforge%2Fmcp%2F&type=streamable_http&id=humanmirror-forge&name=HumanMirror%20Forge

Is HumanMirror Forge up right now?

It answered our last check on 19 October 2026 in 186 ms. Over 6 checks since 10 September 2026 it answered 6. Status here comes from Neuronto's own probes, not from the publisher.

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Questions about HumanMirror Forge

Is there an official HumanMirror Forge MCP server?

Yes. It is published by humanmirror.fr and served from humanmirror.fr, the vendor's own domain: https://humanmirror.fr/api/forge/mcp/.

How many tools does HumanMirror Forge have?

5, as returned by the server's own tools/list on 11 September 2026: clean_json, dedupe_records, detect_anomaly, normalize_entity, score_data_quality.

Is HumanMirror Forge down?

It answered our last check on 19 October 2026 in 186 ms. Over 6 checks since 10 September 2026 it answered 6.

How do I add HumanMirror Forge to Cursor?

Put the server under mcpServers in ~/.cursor/mcp.json with the URL https://humanmirror.fr/api/forge/mcp/. The exact JSON is above, with the same setup for Claude Code, Claude Desktop, VS Code, Windsurf, Zed, Gemini CLI and the rest.

Does HumanMirror Forge need an API key?

It listed its tools to an anonymous client, so reading the tool list needs no key. Individual tools can still ask for credentials in their own inputs.

Where this comes from

Publisher: fr.humanmirror. Endpoint host: humanmirror.fr. ARD identifier: urn:air:fr.humanmirror:mcp:forge. First indexed 10 September 2026. The tools are exactly what the server returned; nothing on this page is inferred from its name. Ranking in Neuronto search is never for sale.

Is this your server? Get a message the day it stops answering or its tools change: monitoring, 14 days free. Or claim the domain to manage how it is listed.