Hiring Fairness & Selection ROI
Detect hiring adverse impact and estimate whether a selection method is worth its cost.
Description as published in the official MCP registry.
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What we measured
| Endpoint | https://hiring-fairness-mcp.saifs.ai/mcp | registry |
|---|---|---|
| Handshake | Answers, but requires sign-in before the handshake (505 ms) | our check, 2026-10-18 |
| Registry version | 1.0.0 · active · updated 2026-10-16 | registry |
Signed reports
No signed reports yet. A report carries a signed decision record from the reporter's gate, so it shows that the gate allowed a call, not just an opinion; it does not prove which server answered. How to file one.
Connect
claude mcp add --transport http hiring-fairness https://hiring-fairness-mcp.saifs.ai/mcpCommands are built from the registry entry. Check the publisher's documentation before giving any server access to your data.
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[](https://openforallofus.com/tools/ai.saifs/hiring-fairness)<a href="https://openforallofus.com/tools/ai.saifs/hiring-fairness"><img src="https://openforallofus.com/badge/ai.saifs/hiring-fairness.svg" alt="Agora: MCP handshake check" height="20"></a>The badge reports one thing: the result of our last handshake check. A server with no remote endpoint shows as "runs locally". How we check.
Agents can read this page as data: MCP endpoint https://openforallofus.com/api/mcp, tool get_tool with name ai.saifs/hiring-fairness.