# People Management Prover MCP for AI Agents AI Agent Connect > People Management Prover forces your hiring and performance evaluations to move past gut feelings and into evidence-based HR. It stops 'culture fit' bias by requiring job-related criteria, adverse impact analysis, and legal checks. Use it to ensure every hiring decision is defensible, legally compliant, and grounded in I-O psychology rather than subjective preference. ## Overview - **Category:** productivity - **Price:** Free - **Endpoint:** https://edge.vinkius.com/vk_preview_2NkeY9hKaEDnVyOPFi1JodFQmdbVJyt03w5rhOfv/ai-agent-connect - **Tags:** hr, recruitment, hiring, people-management, bias, diversity, employment-law, assessment, feedback, performance, prover, reasoning ## Description Most HR decisions made by AI agents feel professional but fall apart under legal scrutiny. They often rely on vague terms like 'culture fit,' which usually just means 'someone I'd like to grab a beer with.' This Connector changes that by acting as a rigorous gatekeeper for your people operations. Instead of letting an agent give you a 'pass' on a candidate based on a vibe, it forces the agent to define specific, job-related criteria before the evaluation even starts. It checks for adverse impact using the 4/5ths rule and ensures you aren't violating specific labor laws in the US, EU, or Brazil. You'll find that your agent starts producing actual behavioral rubrics and developmental feedback that leads to real performance growth. It's a way to move from 'assessment theater' to a process that actually predicts who will succeed in the role. You can manage these high-stakes decisions through the Vinkius catalog, making it easy to plug this level of rigor into your existing workflow without having to build a custom compliance engine. It turns your agent from a polite secretary into a disciplined HR consultant that knows the difference between a personality label and a measurable skill. ## Tools ### validate_people_management Submit a recruitment or evaluation plan to check for bias, legal risks, and job-related criteria. It returns a structured audit and fixes structural deficiencies in your HR reasoning. ## Prompt Examples **Prompt:** ``` We want to hire a new manager. They need to be a good leader and fit our vibe. Can you help with the plan? ``` **Response:** ``` I can help you build a structured hiring plan, but we need to move beyond 'vibe' to make it defensible. Here is how we should structure the criteria: **Job-Related Criteria:** * **Conflict Resolution:** Describe a time you de-escalated a team dispute (Behavioral Anchor). * **Strategic Planning:** Provide a 90-day roadmap for a new department (Work Sample). * **Mentorship:** Give an example of a direct report's growth under your lead. **Next Steps:** 1. Define these rubrics. 2. Create a scoring sheet for each. 3. Run a bias check on the first round of candidates. ``` **Prompt:** ``` I need to give a performance review to a dev who is technically great but doesn't communicate well with the team. ``` **Response:** ``` Instead of saying 'needs to improve communication,' we should provide actionable, developmental feedback: **Current Behavior:** In the last three sprint planning sessions, you identified blockers but did not share them with the team until the daily standup. **Desired Behavior:** Share blockers in the Slack channel as soon as they are identified. **Developmental Action:** For the next sprint, I'd like you to post a 'Blocker Alert' in the channel within 1 hour of identifying a technical hurdle. This will help the team pivot faster. ``` **Prompt:** ``` We are hiring in the UK and need to make sure we aren't breaking any anti-discrimination laws. ``` **Response:** ``` To ensure compliance with the Equality Act 2010, we need to verify the following: **Compliance Checklist:** * **Protected Classes:** Ensure no questions touch on age, disability, religion, or sexual orientation. * **Job Description:** Ensure all requirements are 'proportionate means of achievement.' * **Selection Process:** Use the same structured interview for all candidates to avoid disparate treatment. Would you like me to audit your current job description for these specific markers? ``` ## Capabilities ### Define job-related criteria The agent identifies specific behavioral indicators and required skills for a role before you start interviewing. ### Audit for adverse impact It calculates selection rates to ensure your hiring process doesn't unfairly exclude protected groups. ### Verify legal compliance The agent checks your plan against specific labor statutes like Title VII, GDPR, or CLT. ### Validate assessment methods It replaces unvalidated tests with methods that have proven predictive validity for job performance. ### Design developmental feedback It converts vague praise into specific, forward-looking guidance that helps employees actually improve. ## Use Cases ### Hiring a Senior Engineer in the US An HR manager asks the agent to check if the interview questions are age-neutral and the scoring is structured using validate_people_management. ### Performance Review for a Sales Rep A manager turns 'needs to be more proactive' into specific behavior-based goals for a quarterly review. ### Setting up a new hiring plan in Brazil A recruiter ensures the process follows CLT labor laws and includes proper notice periods before launching a new branch. ### Auditing a high-volume recruitment funnel A People Ops lead identifies where protected groups are dropping out of the pipeline to ensure the process is fair. ## Benefits - Stop 'culture fit' bias by forcing the agent to define observable behaviors instead of subjective vibes using validate_people_management. - Avoid legal trouble by automatically checking for Title VII, GDPR, and CLT compliance before you make a move. - Reduce gender and racial bias by using the 4/5ths rule to audit your selection rates at every pipeline stage. - Improve employee performance by replacing 'good job' with specific, behavioral, and forward-looking feedback. - Guarantee higher hire quality by using assessment methods with proven predictive validity coefficients. - Secure your HR decisions with documented mitigations and jurisdictional specific protections. ## How It Works The bottom line is you get a legally defensible, bias-free HR process that actually predicts job success. 1. Submit a hiring plan, evaluation, or performance review draft to your agent. 2. The agent runs the draft through the validation logic to check for bias, legal risks, and lack of criteria. 3. You get back a corrected plan with specific behavioral anchors, legal citations, and validated scoring rubrics. ## Frequently Asked Questions **Can People Management Prover help me avoid hiring bias?** Yes. It forces the agent to use job-related criteria and provides a 4/5ths rule analysis to detect if certain groups are being unfairly excluded from your hiring funnel. **How does People Management Prover ensure my hiring is legal?** It identifies the specific laws for your region, such as Title VII in the US or GDPR in the EU, and checks your plans for prohibited inquiries or non-compliant practices. **Can I use People Management Prover for performance reviews?** Absolutely. It helps you turn vague feedback like 'good job' into specific, behavioral, and forward-looking guidance that actually helps employees improve. **What is the difference between culture fit and the criteria this Connector uses?** Culture fit is often a proxy for bias. This Connector replaces it with observable behaviors, required skills, and behavioral anchors that are directly tied to the job's core functions. **Does People Management Prover support international labor laws?** Yes. It covers major jurisdictions including the US, EU, and Brazil, ensuring your HR reasoning meets local legal requirements regardless of where your team is based. **How does this Connector improve the quality of my employee feedback?** It moves feedback from personality labels to behavioral actions. It follows research-backed models to provide specific, criteria-referenced guidance for the next quarter. **Why does the prover reject 'culture fit' as an evaluation criterion?** Because culture fit is a subjective construct that correlates with interviewer similarity bias and lacks predictive validity, acting as a proxy for unlawful discrimination. **How does it audit for adverse impact?** By calculating selection rates for different groups and applying the EEOC 4/5ths rule across the recruitment funnel stages to highlight significant differences. **What legal frameworks does this prover cover?** It covers US federal anti-discrimination laws (Title VII, ADA, ADEA), EU regulations (GDPR Art. 22 and EU AI Act), UK Equality Act 2010, and Brazilian labor laws (CLT, Lei 9.029, LGPD).