Dev tools · Official remote MCP server

The HumanMirror Forge MCP server,
connected in one click.

Five deterministic micro-tools for AI-agent data pipelines: clean, dedupe, normalize, score, detect. Connect the official HumanMirror Forge MCP server to Claude, ChatGPT, or Cursor through gate — one gateway URL, no config files, security-checked.

Connect HumanMirror Forge free How it works

Free to start · No credit card · No hosting needed

Use this server

Add HumanMirror Forge to your AI in one minute

Pick your client. Copy, paste, done — or let gate handle sign-ins and policies for you.

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

Run in your terminal, then restart Claude Code.

HumanMirror Forge · https://humanmirror.fr/api/forge/mcp/

What you can do

What your AI can do with HumanMirror Forge

Real prompts you can type the moment it's connected — no setup, no docs to read.

“Use “clean_json”: Normalize JSON deterministically: trim strings, normalize object keys, optionally remove empty values, and sort keys for stable downstream p.”

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

“Use “normalize_entity”: Normalize entity names, domains, URLs and emails into stable machine-readable canonical values. One successful call consumes 1 HumanMirror F.”

“Use “score_data_quality”: Score record-array data quality using completeness, duplicate rate and field type consistency. One successful call consumes 1 HumanMirror Fo.”

Security check

How secure is the HumanMirror Forge MCP server?

Every server in the gate directory has to pass the same four checks before your AI can touch it. Here's how HumanMirror Forge holds up.

✓ Verified directory serverHumanMirror Forge · humanmirror.fr

Official endpoint

Operated by HumanMirror Forge (humanmirror.fr) at its documented MCP endpoint — not a third-party mirror or community re-host.

No sign-in needed

This server only exposes public data — no account and no credentials are involved when you connect.

Scanned before it goes live

gate checks every tool for prompt injection, hidden instructions, data-exfiltration hints, and over-broad permissions before the server is available through your gateway.

Watched for drift

If HumanMirror Forge adds or changes tools later, gate re-scans and alerts you — before your AI acts on the change.

Run the free scanner on HumanMirror Forge's server →

How it works

Connected in three steps

Connect your gate

Add one gateway URL to Claude, ChatGPT, or any MCP client. One-time setup, about two minutes.

Pick HumanMirror Forge

Choose HumanMirror Forge in the gate directory. No sign-in needed.

Use it anywhere

HumanMirror Forge's tools are live in every AI client you've connected — with rules and logging built in.

Connect HumanMirror Forge free

Free to start · No credit card · No hosting needed

Straight from the server

The actual tools HumanMirror Forge exposes

Fetched live from the official endpoint and re-checked daily by gate — not marketing copy.

clean_json — Normalize JSON deterministically: trim strings, normalize object keys, optionally remove empty values, and sort keys for stable downstream p

dedupe_records — Remove duplicate JSON records using exact canonical matching or selected key fields. 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 F

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

detect_anomaly — Detect numeric outliers using IQR and robust summary statistics, returning machine-readable anomaly positions. One successful call consumes

Author

Who runs the HumanMirror Forge MCP server?

humanmirror.fr

Homepage More servers from humanmirror.fr →

Own this server? Claim the listing →

Server facts

The HumanMirror Forge MCP server at a glance

Endpointhttps://humanmirror.fr/api/forge/mcp/

Operated byHumanMirror Forge (humanmirror.fr)

CategoryDev tools

Sign-inNone — public data only

Available in gateYes — one-click connect

Works withClaude, ChatGPT, Cursor & any MCP client

FAQ

Questions, answered

Is there an official HumanMirror Forge MCP server?

Yes — HumanMirror Forge operates its own remote MCP server at humanmirror.fr. gate connects you to that official endpoint and adds security scanning, per-tool access rules, and an activity log on top.

How do I connect HumanMirror Forge to Claude or ChatGPT?

Add gate's gateway URL to your AI client once, then pick HumanMirror Forge in the directory. No account or sign-in is needed. From then on, HumanMirror Forge's tools are available in every client you've connected to gate.

Do I need to host anything?

No. HumanMirror Forge runs the server, and gate is fully managed. You just connect one URL — there's nothing to install, deploy, or maintain.

Is the HumanMirror Forge MCP server safe to connect?

It's the vendor's official endpoint, and gate scans its tools for prompt injection and hidden instructions before it goes live, re-checks it whenever it changes, and lets you allow, block, or require approval for every single tool.