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Is HumanMirror Forge reliable?

Not measured yet Not measured yet. Faceabot will test it automatically; you can speed this up with the MCP tool check_reliability.

En français : Pas encore mesuré. Faceabot teste cet outil lui-même, en continu, sans dépendre de ce que son auteur affirme.

What it does

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

Source: official MCP registry (registry.modelcontextprotocol.io) · version 1.0.0 · publisher website
Connect your agent
{
  "mcpServers": {
    "forge": {
      "url": "https://humanmirror.fr/api/forge/mcp/"
    }
  }
}
Or ask Faceabot first: MCP tool check_reliability {"id":"fr.humanmirror/forge"} on https://faceabot.com/api/mcp.
Does it actually do the job?

Not tested with a real task yet. Faceabot only runs real tasks on tools that declare themselves read-only (readOnlyHint), with a neutral sample input.

Faceabot measurements

No measurement yet.

Method: MCP initialize then tools/list from Faceabot (FaceabotProbe/1.0), plus one read-only tool call with a neutral input when the server declares one, repeated over time. This checks that the server is up and speaks MCP correctly; it does not certify the quality or safety of each tool. How measurement works.

Similar tools

HumanMirror Outcome Not measured yet

Verified AI-agent outcomes: secret scanning, JSON cleanup, dedupe, anomaly and schema checks.

MCP endpoint : https://humanmirror.fr/api/outcome/mcp/ · website · measurements and details
Statement Normalizer Not measured yet

Deterministic bank-statement parsing: messy CSV/OFX to clean categorized rows. In-memory only.

MCP endpoint : https://statement-normalizer.mcpize.run · website · measurements and details
Agentic Pipeline Not measured yet

Agent-native CI/CD: follow a push to live deploy, diagnose failing stages, prove fixes, rerun.

MCP endpoint : https://mcp.agenticpipeline.dev/mcp · website · measurements and details
dingdawg-data-agent Not measured yet

AI data agent — schema analysis, query optimization, PII detection, pipelines.

Package npm : dingdawg-data-agent · website · measurements and details
Actor Pipeline Runner (Chain Actors in One Run) Not measured yet

Run up to 25 Apify Actors in order in one call, passing each step's dataset to the next.

MCP endpoint : https://mcp.apify.com/?tools=nerolabs/actor-pipeline-runner · website · measurements and details
Publisher of HumanMirror Forge?

Show your measured reliability on your README or website:

Faceabot reliability badge for HumanMirror Forge

[![Measured by Faceabot](https://faceabot.com/badge/fr.humanmirror/forge.svg)](https://faceabot.com/tools/fr.humanmirror/forge)
Data in JSON: /api/catalog?id=fr.humanmirror/forge · Stop probes: POST /api/reliability/opt-out

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