• USAGE
  • ACTIVITY
  • CLIENTS
  • HUMAN

How to audit AI Bridge usage with your AI

Connect your AI client to your remote development environment to monitor session activity and model distribution.

Ask AI about this page

Short answer

How can I audit AI Bridge usage?

Your AI client pulls real-time data on active sessions, model types, and connected clients from your remote infrastructure. You get a clear view of how your development environment is being used. You'll see the specific breakdown of these metrics below.

Audit outcomes

Where your data lands.

The AI organizes your infrastructure data into these specific views.

USAGE

Model distribution

The AI identifies which models are currently active. You get a list of model types running in your environment.

ACTIVITY

Active session tracking

Your agent pulls a list of all ongoing sessions. You can see exactly which sessions are live.

CLIENTS

Client identification

The AI lists every client connected to the bridge. This shows you which tools are driving the most traffic.

HUMAN

Manual review needed

The AI provides the raw session data. You decide which specific threads require a deeper look by a person.

The workflow

What your AI does when the request arrives.

The AI uses the Coder (Remote Dev) MCP to pull data from your remote environment.

  1. Identify active users

    The AI finds all currently running AI sessions to establish a baseline of activity.

    list_ai_sessions

  2. Map model types

    It checks which specific models are being called to help you understand resource allocation.

    list_ai_models

  3. Check connection points

    The agent identifies the specific clients that are interacting with the bridge.

    list_ai_clients

  4. Inspect specific threads

    If you need to see the actual conversation history of a session, the AI pulls the specific message threads.

    get_ai_session_threads

Try it

Copy these to start.

Use these prompts to begin your audit.

Starting points

These are opening lines. You should swap in specific session IDs or client names to get more targeted results.

Coder Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_X1DE2rbvHJCSwP1lim38BmobcfpCklD913nroJvx/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 — Coder capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "coder-remote-dev-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_X1DE2rbvHJCSwP1lim38BmobcfpCklD913nroJvx/mcp"
    }
  }
}
Copy into chat04

  • List all active AI sessions currently running in my dev environment.

  • Which AI models are being used most frequently right now?

  • Show me a list of all AI clients connected to the bridge.

  • Get the conversation threads for the session with ID 4592.

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

Start here

Connect Coder (Remote Dev) once, then ask.

One link connects your AI client to the MCP. Your login stays encrypted on our side, and the full walkthrough lives on the Connector page.

Connect Coder (Remote Dev) to your AI

FAQ

How this task behaves.

  • 01

    Can the AI delete active sessions?

    No. The AI can only list and read session data. You must manage session termination through your own dev tools.

  • 02

    Can the AI change which model is being used?

    No. The AI can only report on which models are currently in use.

  • 03

    Does this work with Cursor?

    Yes, as long as you are using an MCP-compatible client like Cursor, Windsurf, or VS Code.

  • 04

    Can the AI see my private local files?

    No. The AI only has access to the data exposed by the Coder (Remote Dev) MCP tools.

  • 05

    Can the AI modify my code during an audit?

    No. This task is for monitoring and auditing usage, not for code manipulation.

  • More questions about Coder (Remote Dev)? The Connector page answers them. See everything the Coder (Remote Dev) Connector can do

Connect Coder to Claude, Cursor, ChatGPT & more