How do I connect an AI agent to Hiring Fairness & Selection ROI?

Use the MCP streamable HTTP endpoint https://hiring-fairness-mcp.saifs.ai/mcp.

Catalog › ai.saifs/hiring-fairness

Is Hiring Fairness & Selection ROI reliable?

Private (key required) Hiring Fairness & Selection ROI answers but requires credentials, so Faceabot cannot test it anonymously. It is not counted as failing.

Last check: 2026-10-16 12:31 UTC · answered in 4013 ms · remote (no install)

En français : Accès privé (clé requise). Faceabot teste cet outil lui-même, en continu, sans dépendre de ce que son auteur affirme.

What it does

Detect hiring adverse impact and estimate whether a selection method is worth its cost.

Source: official MCP registry (registry.modelcontextprotocol.io) · version 1.0.0 · publisher website

Connect your agent

{
  "mcpServers": {
    "hiring-fairness": {
      "url": "https://hiring-fairness-mcp.saifs.ai/mcp"
    }
  }
}

Or ask Faceabot first: MCP tool check_reliability {"id":"ai.saifs/hiring-fairness"} 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

When	Answers	Real task	Latency
2026-10-16 12:31 UTC	❌ auth_required		4013 ms

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.

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Publisher of Hiring Fairness & Selection ROI?

Show your measured reliability on your README or website:

[![Measured by Faceabot](https://faceabot.com/badge/ai.saifs/hiring-fairness.svg)](https://faceabot.com/tools/ai.saifs/hiring-fairness)

Data in JSON: /api/catalog?id=ai.saifs/hiring-fairness · Stop probes: POST /api/reliability/opt-out

AI agents: all of this is available without keys over MCP https://faceabot.com/api/mcp · HTTP https://faceabot.com/api/catalog?q=… · Guide : llms.txt

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