This server helps you generate, analyze, and optimize job descriptions while checking for bias in the content. It's built by MEOK AI Labs with EU AI Act compliance baked in, covering risk management, transparency requirements, and bias detection protocols. The README mentions it's MCP protocol compliant and production ready, though it doesn't detail specific tools or prompts exposed. You'd reach for this if you're hiring and want to catch biased language before posting roles, or if you're in a regulated environment where job postings need audit trails. Installation works via pip or Smithery, and it ships with documentation covering the compliance aspects.
Generate, analyze, and optimize job descriptions with bias checking
Generate, analyze, and optimize job descriptions with bias checking.
# Install via pip
pip install job_description_ai_mcp
# Or install via Smithery
npx -y @smithery/cli@latest install job-description-ai-mcp --client claude
This MCP server is built with EU AI Act compliance built-in:
Need help getting compliant? Book a free 15-min diagnostic →
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This server is part of the MEOK AI Labs ecosystem — 300+ MCP servers for sovereign AI governance.
| Domain | Purpose |
|---|---|
| councilof.ai | EU AI Act compliance marketplace |
| safetyof.ai | AI safety & monitoring |
| meok.ai | Sovereign AI platform |
| cobolbridge.ai | Legacy modernization |
MIT © CSOAI-ORG
Built with 💜 by MEOK AI Labs · UK Companies House 16939677
MIT © [MEOK AI Labs](https://meok.ai)Build something that touches users? You need compliance. MEOK ships 38 governance MCPs that drop in alongside this tool — EU AI Act, DORA, NIS2, CRA, GDPR, ISO 42001, FDA SaMD, MDR, Basel, MiFID II, MiCA, COPPA, and more.
# One-shot install of the governance pack
npx meok-setup --pack governance
Free tier: 10 calls/day per MCP. Pro tier (£79/mo): unlimited + cryptographically signed compliance attestations your auditor verifies independently.
→ Full catalogue: councilof.ai/catalogue → MEOK AI Labs: meok.ai
| Tier | Price | What you get | Stripe |
|---|---|---|---|
| Smoke test | £1 | Signed sample MCP-Hardening report + Article 50 PDF | https://buy.stripe.com/aFa7sNcgAdQS0ZT1Uc8k91t |
| Quick Kit | £9 | EU AI Act Article 50 implementation guide (C2PA + EU-Icon) | https://buy.stripe.com/aFa7sNcgAdQS0ZT1Uc8k91t |
| Founder Call | £29 | 30-min 1-on-1 with the founder | https://buy.stripe.com/aFa7sNcgAdQS0ZT1Uc8k91t |
Refundable. UK Stripe — VAT-clean. Builds on the 81-MCP MEOK fleet. Verify any signed report at https://meok.ai/verify.
Add to your claude_desktop_config.json (Claude Desktop) or your MCP client config:
{
"mcpServers": {
"job-description-ai-mcp": {
"command": "uvx",
"args": ["job-description-ai-mcp"]
}
}
}
Or: pip install job-description-ai-mcp then run the job-description-ai-mcp command (stdio transport).
Once configured, ask your assistant, for example:
generate_job_description to …"analyze_requirements to …"suggest_salary_range to …"