- COMPLIANT
- WARNING
- VIOLATION
- HUMAN
Short answer
Can my AI check if my hiring or firing is legal?
Yes. Your agent uses the People Management Prover to cross-reference your personnel actions against frameworks like Title VII, GDPR, or CLT. You'll see exactly where your reasoning hits or misses legal requirements.
Risk assessment outcomes
Where every issue lands.
The AI sorts its findings into these four categories.
COMPLIANT
Safe to proceed
The AI finds that your reasoning aligns with the selected legal framework. You get a summary of the specific rules that support your decision.
WARNING
Potential risks
The AI flags areas where your documentation is thin or inconsistent with regulations. You'll see where a lack of evidence creates exposure.
VIOLATION
High risk
The AI identifies decisions that directly contradict legal standards like Title VII. These are critical red flags for your immediate attention.
HUMAN
Legal review required
The AI spots ambiguous cases where the law isn't clear. These items stay with you for manual review by a lawyer or HR lead.
The workflow
What your AI does when the data arrives.
The AI handles the heavy lifting of comparing your text to legal codes.
Analyze personnel data
Your agent reads the specific details of the hiring or termination event you provide.
validate_people_managementCompare against law
The AI maps your reasoning against the specific rules of Title VII, GDPR, or CLT.
validate_people_managementDetect discrepancies
The agent looks for gaps in your documentation that could lead to legal challenges.
validate_people_managementCategorize risk
The AI sorts the results into compliant, warning, violation, or human-review categories.
validate_people_management
Try it
Copy these to start.
Paste these into your chat to begin a check.
Starting points
Replace the bracketed text with your actual files or specific legal codes.
People Management Prover Connector
You're all set. Choose your MCP client and follow the setup instructions.
https://edge.vinkius.com/vk_preview_2NkeY9hKaEDnVyOPFi1JodFQmdbVJyt03w5rhOfv/mcpClaude Desktop
Follow the steps below to connect in seconds.
- 1In Claude Desktop, open Settings → Connectors.
- 2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
- 3Click Add and start a new chat — People Management Prover capabilities are ready to use.
{
"mcpServers": {
"people-management-prover-mcp": {
"url": "https://edge.vinkius.com/vk_preview_2NkeY9hKaEDnVyOPFi1JodFQmdbVJyt03w5rhOfv/mcp"
}
}
}Validate this termination reasoning against Title VII: [paste reasoning here]
Check the hiring notes in [candidate_file.pdf] for GDPR compliance.
Does this performance plan follow CLT guidelines? [paste text]
Review the interview notes in [interview_log.docx] for potential bias.
Claude
ChatGPT
Cursor
VS Code
Windsurf
Claude Code
JetBrains
Cline
Start here
Connect People Management Prover once, then ask.
One connection lets your agent access the tool. Your login stays encrypted on our side.
Connect People Management Prover to your AIFAQ
How the task behaves
- 01
Does the AI give legal advice?
No. It identifies mismatches between your actions and legal frameworks. It is a risk detection tool, not a lawyer.
- 02
Can the AI edit my HR files?
No. The AI only reads your data to perform the validation. It cannot change or delete your original documents.
- 03
What happens if my data is incomplete?
The AI will flag the missing information as a risk. It cannot invent facts to fill gaps in your documentation.
- 04
Can I check against any law?
It is designed to validate against specific frameworks like Title VII, GDPR, and CLT.
- 05
Does it work with my existing documents?
Yes. Once connected, you can point your agent to any file or text you are working on.
More questions about People Management Prover? The Connector page answers them. See everything the People Management Prover Connector can do
Connect People Management Prover to Claude, Cursor, ChatGPT & more
