HumanMirror Forge MCP Server

by humanmirror Your server? Claim it

answering

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

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

The linked repository no longer exists on GitHub — it was deleted or made private.

Uptime history 48 days of history · worst day 77%

48 days agonow

100.0%

Uptime 24h

92 of 92 checks

Tools

read from the server

256 ms

Response time

average over 24h

open, no key

Access

streamable-http

HumanMirror Forge does not always answer

Over the last week it answered 95.5% of our checks. We check every 15 minutes, so you hear about the next outage within the hour — not from your users.

Connect this server

Endpoint below is the one we actually reach during checks — not the one copied from a README. Last verified 0 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	218 ms	0 min ago

Alternatives to HumanMirror Forge

same job, measured the same way

Agent Guardrail

by rudimentall1

Deterministic policy firewall for AI agent tool calls - YAML rules, not a fuzzy risk score.

168 installs/wk local only

Snipget

by snipget

300+ deterministic data utilities for AI agents: validate, normalize, parse, match, redact.

answering

Agent Core

by kinbinghua-lgtm

Deterministic computation tools for AI agents. Zero dependencies, no network, read-only.

38 installs/wk local only

Zentric Protocol MCP

by zentricprotocol

Prompt injection + PII detection for LLM apps and agent pipelines. Deterministic, sub-25ms.

63 installs/wk local only

MiniMindsLab MCP Tools

by minimindslab-mcp

Deterministic MiniMindsLab utilities for AI agents over MCP.

10 tools answering

Thousand API

by thousand-api

Certainty for AI Agents. Deterministic MCP tools for dates, crypto, finance. 84 tools.

84 tools answering

Agent Revenue Network

by workers-nadirventurelabs-agent-revenue-network

Paid deterministic data-quality and execution-verification tools for AI agents.

13 tools answering

signet-eval

by jmcentire

Deterministic policy enforcement and MCP management for AI agent tool calls.

local only

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 92 of 92 checks got a reply (100.0%), average response time 256 ms. The bar chart above shows every period we have measured.

Is HumanMirror Forge still maintained?

The linked repository no longer exists on GitHub — it was deleted or made private. We show this because it changes what you can expect: an unmaintained server may keep answering for months and then stop without warning.

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 256 ms on average, which is faster than 50% of all working MCP servers we measure. The comparison comes from our own checks across the whole registry, every 15 minutes.