MCPInstall

pulumi-debug-failed-operation

Debug a Pulumi update or preview that failed: read the failure Pulumi already recorded, find what caused it, and fix it. Load this skill when the user asks to debug, diagnose, or fix a failed update or preview, or points at a failing pulumi up or pulumi preview. Don't load it for authoring new infrastructure, migrations, or provider upgrades; those have their own skills.

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Install

Works with every agent the skills CLI supports.

npx skills add https://github.com/pulumi/agent-skills --skill pulumi-debug-failed-operation
  1. 01

    Install

    Run the command in your project. The CLI asks which agents to install for.

  2. 02

    Describe the task

    Ask your agent for something this skill covers. It loads pulumi-debug-failed-operation automatically when relevant.

  3. 03

    Review the result

    The agent follows the SKILL.md steps, scripts and references bundled with the skill.

SKILL.md

The instructions your agent reads when the skill is triggered.

Debug a failed Pulumi operation

A Pulumi operation has failed. Find what caused it and fix it. The user usually points you at it, so start by working out which operation to debug, and confirm it with the user before doing anything else. Pulumi recorded the error when the operation failed, so once you know which operation it is you can read the error from that record without running anything again.

The commands below reach Pulumi Cloud with pulumi api, a subcommand of the Pulumi CLI that you run in your shell. Each one targets a stack by the explicit {orgName}/{projectName}/{stackName} path you pass it, so you do not need that stack selected locally to read its record. Selecting the stack matters later, when you go to apply a fix.

Start from the operation the user gave you

The user usually supplies the operation as a set of fields: the org, project, stack, and update version (or preview id) — most often stated in prose, for example "debug update 161 of vvm-dev". You need these to address the API: {orgName}, {projectName}, {stackName}, and the version or preview id.

Fill any missing field from context. Take the org, project, or stack from the currently selected stack (pulumi stack --show-name, pulumi stack ls) or Pulumi.yaml. A missing version means the most recent update on that stack.

Briefly confirm which operation you landed on, its version or preview id and the stack, before reading further. Keep it lightweight; they already told you.

Read what failed

A failed update and a failed preview both record engine events, and the error is in the diagnostic messages inside those events. Using the fields you settled on above, fetch the events and pull the messages out.

For a failed update, use the update path with the version number:

pulumi api /api/stacks/{orgName}/{projectName}/{stackName}/update/<version>/events \
  | jq -r '.events[].diagnosticEvent | select(. != null) | "[\(.severity)] \(.message)"' \
  | sed 's/<{%reset%}>//g'

For a failed preview, use the preview path with the preview id:

pulumi api /api/stacks/{orgName}/{projectName}/{stackName}/preview/<preview-id>/events \
  | jq -r '.events[].diagnosticEvent | select(. != null) | "[\(.severity)] \(.message)"' \
  | sed 's/<{%reset%}>//g'

Read every message, not only the ones tagged severity == "error". A provider error carries that error tag, but a program error, which is the common case when a preview fails, arrives as a stderr diagnostic tagged info#err. The trailing sed strips terminal color codes that Pulumi embeds in the text, which otherwise show up as <{%reset%}>.

Find the cause and where the fix belongs

An operation can fail with errors from more than one resource, so read all of the diagnostics first, then work through each error. Trace every error back to the resource that raised it (its URN and type), to where that resource is declared in the program, and to the inputs that feed it.

The error text tells you what kind of problem it is, and that points to where the fix belongs. A Pulumi fix lands in one of three places, and naming the right one keeps you from editing code that was never the problem.

  • The program. The code is wrong: a bad reference, a wrong type, an input the provider rejected, or a value used before it had resolved. This is what a failed preview usually reports, because the plan could not be built. Fix it by editing the code.
  • The state. The code is correct, but the stored state and the real cloud resources disagree. Reconcile drift with pulumi refresh, and bring a resource that already exists outside the state under management with pulumi import rather than recreating it. Note that an operation which failed partway through applying may have already changed some resources, so check the current state before you decide.
  • The environment. The problem is outside Pulumi: credentials, permissions, OIDC, or a quota. Fix the role, the ESC environment, or the capacity that the provider rejected, rather than the resource code.

When a diagnostic is empty or too thin to act on, the real error usually isn't in the record — it's in the log of whatever the resource shelled out to. Read it there. If reaching it needs access you don't have (a token, a run, a not-found), stop and tell the user what you're blocked on and the one thing you need from them.

Fix the cause

Make the smallest change that addresses the root cause. How you confirm the fix, and how you deliver it, whether as a local edit or as a pull request, follow your mode's workflow, not this skill.

If the user didn't say which operation

When the user gives you nothing to go on, debug their most recent operation on the stack. The update list does not record who ran each update, so find it through the API:

  1. Run pulumi whoami to get the current user's login.
  2. Read the latest update and who requested it with pulumi api /api/stacks/{orgName}/{projectName}/{stackName}/updates/latest, and compare its requestedBy.githubLogin to the login from step 1.
  3. If they match, that update is the one to debug. If they do not, walk back one version at a time with pulumi api /api/stacks/{orgName}/{projectName}/{stackName}/updates/<n> until requestedBy.githubLogin matches the user.

Tell the user which operation you landed on, its version, kind, and result, and confirm it is the one they mean before going further.

FAQ

What does the pulumi-debug-failed-operation skill do?

Debug a Pulumi update or preview that failed: read the failure Pulumi already recorded, find what caused it, and fix it. Load this skill when the user asks to debug, diagnose, or fix a failed update or preview, or points at a failing pulumi up or pulumi preview. Don't load it for authoring new infrastructure, migrations, or provider upgrades; those have their own skills.

How do I install pulumi-debug-failed-operation?

Run npx skills add https://github.com/pulumi/agent-skills --skill pulumi-debug-failed-operation in your project. The skills CLI detects the agents you use and copies the skill into the right folder. For Claude Code you can also place the skill folder at ~/.claude/skills/pulumi-debug-failed-operation/ (personal) or .claude/skills/pulumi-debug-failed-operation/ (project).

Which AI agents can use pulumi-debug-failed-operation?

Any agent that supports the open Agent Skills format (a folder with a SKILL.md file), including Claude Code, Codex, Cursor, GitHub Copilot, Gemini CLI, Windsurf, Cline, OpenCode and more.

Is pulumi-debug-failed-operation safe to install?

No partner security audit is available yet. Skills can run commands and scripts, so read the SKILL.md and any bundled files before installing.

Who maintains pulumi-debug-failed-operation?

It is published by pulumi in pulumi/agent-skills. It has 358 recorded installs.

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