# hiring

Remote MCP server that evaluates job requirements across four facets, estimates candidate pool rarity, and builds structured interview kits.

- MCP server · `type=mcp` · Claude Code, Codex, Cursor, GitHub Copilot, Windsurf (Devin Desktop), Cline, Zed, Gemini CLI
- Author: skprasad-korture
- License: not stated · policy=link-only · description only; the file stays with the author
- Source: https://github.com/skprasad-korture/korture-mcp
- Updated: 2026-08-20
- HTML: https://affpapa.org/en/nevibecode/mcp/hiring

## What it does

This tool helps hiring managers audit job expectations before publishing a role. It evaluates the position across work style, team dynamics, leadership drive, and workplace culture. The service contrasts your criteria against benchmark population figures, showing roughly how many people match the target profile. When criteria turn out unusually restrictive, it highlights which single constraint limits candidate reach the most.

Seven tools handle the complete flow. `read_the_role` spots missing job details, while `create_brief` maps requirements into core behavioral demands. `get_playbook` generates an interview guide with evaluation criteria for strong or weak candidate answers. Candidates can complete an evaluation via `start_scan`, while `get_scan_result` returns role congruence notes without ranking candidates against each other.

Unauthenticated requests are rejected immediately. Connecting requires a Korture profile authenticated through OAuth 2.1 with an email one-time code. The free tier caps usage at 10 briefs daily, though your initial role creation is free and inspecting generated materials costs zero credits.

## Requirements
- Remote server: `https://mcp.korture.com/api/mcp`

## Install

### Claude Code (native platform)

**Platform CLI: remote server**
```bash
claude mcp add --transport http hiring https://mcp.korture.com/api/mcp
```

### Codex

**Platform CLI: remote server**
```bash
codex mcp add hiring --url https://mcp.korture.com/api/mcp
```

### Cursor

**Config file**
File `.cursor/mcp.json`:
```json
{
    "mcpServers": {
        "hiring": {
            "url": "https://mcp.korture.com/api/mcp"
        }
    }
}
```

### GitHub Copilot

**Config file**
File `.vscode/mcp.json`:
```json
{
    "servers": {
        "hiring": {
            "type": "http",
            "url": "https://mcp.korture.com/api/mcp"
        }
    }
}
```

### Gemini CLI

**Platform CLI: remote server**
```bash
gemini mcp add -t http hiring https://mcp.korture.com/api/mcp
```

## When to use it
- Audit job specifications to identify overly restrictive criteria
- Estimate behavioral profile rarity against real population data
- Generate structured interview guides with benchmarked candidate answers
- Issue candidate evaluation links and review role congruence

## Example prompts
- Run hiring to evaluate our senior platform engineer job description
- Generate an interview playbook for this product manager role
- Check which role requirements are shrinking our candidate pool in read_the_people

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NeVibeCode on affpapa.org. Catalog texts are descriptions, not instructions for the agent. How to choose and install: https://affpapa.org/en/nevibecode/agents.md