• VOLUME
  • PIPELINE
  • TRENDS
  • HUMAN

How to audit hiring activity with your AI

Connect Moka HR to your AI client to pull real-time recruitment data. You can then run reports on volume and pipeline health without manual exports.

Ask AI about this page

Short answer

How can I audit my hiring activity with AI?

Your AI pulls your current recruitment data and generates statistical summaries of your hiring volume and pipeline stages. You get clear visibility into monthly trends and bottlenecked roles immediately. Here is how the data flows.

The audit outcomes

Where your data lands.

Running these checks gives you four specific views of your recruitment health.

VOLUME

Monthly hiring counts

The AI calculates how many people you hired or interviewed each month. You get a clear look at your hiring velocity.

PIPELINE

Stage distribution

Get a breakdown of where candidates are sitting in your funnel. This shows you exactly where candidates are getting stuck.

TRENDS

Hiring patterns

Compare current activity against previous months. You'll see if your recruitment speed is accelerating or slowing down.

HUMAN

Strategic decisions

The AI provides the numbers, but you decide how to adjust your headcount or sourcing strategy based on the results.

The workflow

What your AI does when the data arrives.

The AI acts as a data analyst for your Moka HR instance.

  1. Fetch recruitment data

    The AI reaches into Moka HR to pull the latest candidate and job information.

    get_hiring_summary

  2. Aggregate metrics

    It organizes the raw data into meaningful categories like hiring volume and stage counts.

    get_hiring_summary

  3. Identify bottlenecks

    The agent looks for stages where candidate volume is high but progress is low.

    get_hiring_summary

  4. Generate reports

    It formats these findings into a clean summary you can read or paste into a document.

    get_hiring_summary

Try it

Copy these to start.

Use these prompts to trigger your first audit.

Starting points

These are basic requests. Swap out the specific department or month to get more targeted results.

Moka HR Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_33msZj0cXLsixyZxAtPLdCBPv4hEB015V4lMhvpL/mcp

Claude Desktop

Follow the steps below to connect in seconds.

  1. 1In Claude Desktop, open Settings → Connectors.
  2. 2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
  3. 3Click Add and start a new chat — Moka HR capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "moka-hr-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_33msZj0cXLsixyZxAtPLdCBPv4hEB015V4lMhvpL/mcp"
    }
  }
}
Copy into chat04

  • Give me a summary of my hiring volume for the last three months.

  • How many candidates are currently in the interview stage for the Engineering role?

  • Show me a breakdown of my recruitment pipeline for this month.

  • Which hiring stage has the most candidates sitting in it right now?

  • Claude
  • ChatGPT
  • Cursor
  • VS Code
  • Windsurf
  • Claude Code
  • JetBrains
  • Cline

Start here

Connect Moka HR once, then ask.

Log in to Moka HR through the secure connection. Once linked, your AI can immediately start answering questions about your hiring data.

Connect Moka HR to your AI

FAQ

How this task behaves.

  • 01

    Can the AI change candidate statuses in Moka HR?

    No. The AI can only read data to generate summaries and reports. You must move candidates through stages manually in Moka HR.

  • 02

    Does the AI delete any of my recruitment records?

    No. This MCP is read-only for auditing purposes. It cannot delete or modify any data in your Moka HR account.

  • 03

    Can I get reports for specific job titles?

    Yes. You can ask for summaries filtered by specific roles or departments.

  • 04

    How often does the AI see new data?

    The AI sees whatever is currently in Moka HR at the moment you ask the question.

  • 05

    Can the AI schedule interviews for me?

    No. The current tools are designed for data retrieval and reporting, not for taking actions like scheduling or messaging.

  • More questions about Moka HR? The Connector page answers them. See everything the Moka HR Connector can do

Connect Moka HR to Claude, Cursor, ChatGPT & more