• LOGS
  • STATUS
  • ANALYSIS
  • HUMAN

How to debug failed builds with your AI client

Connect Buildkite to your AI client once. After that, your agent can pull logs and build data through your chat interface.

Ask AI about this page

Short answer

How can I debug failed builds using my AI?

Your agent uses Buildkite tools to fetch specific build information and error logs. You get the context you need to fix issues without leaving your chat window. This breakdown shows you how to move from a failed build to a solution.

Where your data lands.

Debugging outcomes.

The AI pulls raw data from your pipelines and organizes it for you.

LOGS

Direct error access

The AI pulls specific build logs so you can see exactly where the code broke. You get the stack trace without clicking through the Buildkite UI.

STATUS

Build history overview

Your agent lists recent builds to help you spot patterns in failures. You can see which pipelines are currently unstable.

ANALYSIS

Root cause identification

The AI compares error logs against your recent changes. It points out the specific line or dependency causing the crash.

HUMAN

Manual intervention

The AI identifies the failure but leaves the actual code fix to you. You decide how to patch the repo once the error is clear.

The workflow

What your AI does when a build fails.

Instead of hunting through the web console, your agent handles the data retrieval.

  1. Locate the failure

    The AI scans your recent pipeline activity to find the specific failed run.

    list_pipeline_builds

  2. Fetch build details

    Once the failed build is identified, the agent pulls the specific metadata for that run.

    get_build

  3. Extract error logs

    The agent reads the output from the build to find the error messages.

    get_build

  4. Summarize the crash

    The AI interprets the logs and presents a plain English explanation of the failure.

    get_build

Try it

Copy these to start.

Use these prompts to kick off your debugging session.

Starting points

These are starting points. Swap out the pipeline names or build IDs with your actual Buildkite data.

Buildkite Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_iJnzptPh1up5uFxxYPxktlrRgHppLRL6cNlatVoW/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 — Buildkite capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "buildkite-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_iJnzptPh1up5uFxxYPxktlrRgHppLRL6cNlatVoW/mcp"
    }
  }
}
Copy into chat04

  • List the most recent builds for my 'frontend-deploy' pipeline.

  • Get the details for build ID 12345 and tell me why it failed.

  • Check the status of the last five builds in the 'api-service' pipeline.

  • Look at the logs for the failed build in the 'data-pipeline' and find the error.

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

Start here

Connect Buildkite once, then ask.

Follow the link to connect your account. Your credentials stay encrypted, and you can start asking questions immediately.

Connect Buildkite to your AI

FAQ

How this task behaves.

  • 01

    Can my AI trigger a new build?

    No. The current tools only allow the AI to read build data and logs.

  • 02

    Can the AI fix my code automatically?

    No. The AI identifies the error in the logs, but you must apply the fix to your repository yourself.

  • 03

    Does the AI see all my pipelines?

    The AI can see any pipeline that your connected Buildkite account has permission to access.

  • 04

    Can I use this with Cursor?

    Yes. Any MCP-compatible client like Cursor, Claude, or Windsurf works with this connector.

  • 05

    Will the AI delete any builds?

    No. The tools provided are read-only for build details and logs.

  • More questions about Buildkite? See everything the Buildkite Connector can do

Connect Buildkite to Claude, Cursor, ChatGPT & more