HumanMirror Forge MCP Server

by humanmirror Your server? Claim it

answering

HumanMirror Forge is answering right now. Last checked 3 min ago. It exposes 5 tools.

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

Uptime history 38 hours of history

38 hours agonow

100.0%

Uptime 24h

91 of 91 checks

Tools

read from the server

240 ms

Response time

average over 24h

open, no key

Access

streamable-http

Nothing serious here today

Today is the operative word: we check HumanMirror Forge every 15 minutes and re-read its code on every release. Watch it and you find out the day that stops being true.

Connect this server

Endpoint below is the one we actually reach during checks — not the one copied from a README. Last verified 3 min ago.

Claude Code Claude Desktop Codex Cursor VS Code

run in your terminal

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

~/Library/Application Support/Claude/claude_desktop_config.json

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

~/.codex/config.toml

[mcp_servers.forge]
url = "https://humanmirror.fr/api/forge/mcp/"

.cursor/mcp.json

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

.vscode/mcp.json

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

Available tools 5

Read directly from the server with tools/list, grouped by what they act on. If a tool disappears, we record the date.

clean

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

dedupe_records

Remove duplicate JSON records using exact canonical matching or selected key fields. One successful call consumes 1 HumanMirror Forge credit.

detect

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

normalize_entity

Normalize entity names, domains, URLs and emails into stable machine-readable canonical values. One successful call consumes 1 HumanMirror Forge credit.

score

score_data_quality

Score record-array data quality using completeness, duplicate rate and field type consistency. One successful call consumes 1 HumanMirror Forge credit.

Endpoints

URL	Transport	State	Latency	Checked
https://humanmirror.fr/api/forge/mcp/	streamable-http	answering	219 ms	3 min ago

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HumanMirror Forge — questions

Answers built from our own checks of this server.

What can HumanMirror Forge do?

It exposes 5 tools, read directly from the server on our last check. Among them: clean_json, dedupe_records, detect_anomaly, normalize_entity, score_data_quality. The full list with descriptions is on this page — we take it from the server itself via tools/list, not from a README. How MCP servers expose tools in the first place →

Is HumanMirror Forge working right now?

We send a real MCP handshake every 15 minutes. Over the last 24 hours 91 of 91 checks got a reply (100.0%), average response time 240 ms. The bar chart above shows every period we have measured.

How do I connect HumanMirror Forge?

Copy the ready config from this page — we generate it for Claude Code, Claude Desktop, Codex, Cursor and VS Code, each with the file path that client actually reads. It is a remote server, so there is nothing to install — the client connects to the address.

Does HumanMirror Forge need an API key?

No. HumanMirror Forge completed a full MCP handshake with us as an anonymous client and listed its tools without asking for anything. All 5 of them are readable on this page. This is what we observed, not what the docs claim.

How fast is HumanMirror Forge?

It answers our handshake in 240 ms on average, which is faster than 66% of all working MCP servers we measure. The comparison comes from our own checks across the whole registry, every 15 minutes.