The AI Interview Agents MCP Server enables you to manage an end-to-end AI-driven hiring pipeline via natural language from any MCP client, covering everything from role creation to scored interview reports.

Role Management

• List existing job roles and create new ones from job descriptions

• Set up dedicated screening roles with skills, experience, location, and work mode requirements

Candidate & CV Processing

• Parse CV/resume files (PDF, DOCX, up to 20 per call) with OCR fallback to extract candidate info

• Add parsed candidates to screening roles and reassign candidates between roles

CV Screening & Ranking

• Trigger async AI scoring of CVs against a job description

• Retrieve ranked results with scores (0–100), verdicts (strong/possible/weak/reject), matched/missing skills, and location fit

Interview Scheduling & Management

• Schedule AI-driven voice interviews (screening, technical, or HR types; multilingual support)

• Use dry-run mode to preview configuration before sending invites or consuming quota

• Reschedule, cancel, and send reminder emails for interviews

• Schedule top-ranked screened candidates directly for interviews

Question Preview

• Generate and preview AI-tailored interview questions before committing to a schedule

Reporting & Pipeline

• List interviews with filters (role, candidate, status, date)

• Retrieve full interview details including transcripts and feedback

• Access scored reports with analysis summaries, strengths, weaknesses, and recommendations

• View the candidate pipeline funnel (invited/scheduled/completed/no-show) per role

Provides authentication integration with Firebase, enabling secure user sign-in and bearer token validation for API requests.

1. Click on "Install Server".

2. Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.

3. In the chat, type @ followed by the MCP server name and your instructions, e.g., "@AI Interview Agents MCP Server List all candidates for the senior developer role."

That's it! The server will respond to your query, and you can continue using it as needed.

Here is a step-by-step guide with screenshots.