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GitLab CI Claude Automation Agent

Source-backed agent that operates Claude Code inside GitLab CI pipelines — triaging pipeline failures, generating MR descriptions, running automated code review on diffs, and reporting findings back to merge requests via the GitLab API, using headless Claude Code with scoped tool permissions.

by jaso0n0818·added 2026-06-15·
HarnessClaude Code
Review first review before installing

Open the source and read safety notes before installing.

Safety notes

  • Claude Code runs headless in CI with real tool access; restrict allowed tools to the minimum needed (e.g., read-only bash, no write outside the workspace).
  • Do not store ANTHROPIC_API_KEY or GITLAB_TOKEN in plaintext in `.gitlab-ci.yml`; always use masked CI/CD variables.
  • Using `--dangerously-skip-permissions` bypasses the permission system; limit this to ephemeral, non-privileged runner containers with no host mounts.
  • MR comment writes use the GitLab API; confirm the project access token scope is scoped to the intended project and not group-wide unless required.
  • Pipeline jobs triggered by external contributors run in a restricted context; ensure the Claude Code job does not expose secrets to fork pipelines.

Privacy notes

  • Pipeline logs are visible to project members; avoid printing the API key or token in job output.
  • Claude Code sends the prompt and tool outputs to Anthropic's API; avoid including secrets, PII, or confidential business logic in the prompt.
  • MR diff content sent to the model should be treated as potentially sensitive; confirm your Anthropic data handling policy covers CI-driven submissions.
  • GitLab audit logs record API token usage; review access token permissions periodically and rotate on expiry.

Prerequisites

  • Claude Code installed in the CI runner image (`npm install -g @anthropic-ai/claude-code` or pre-baked image).
  • ANTHROPIC_API_KEY set as a masked CI/CD variable in the GitLab project or group settings.
  • GITLAB_TOKEN (project access token with `api` scope) set as a masked CI/CD variable for MR comment writes.
  • GitLab CI job configured with `when: on_failure` or `when: always` as appropriate for the task.
  • Claude Code skip-permissions flag (`--dangerously-skip-permissions`) is acceptable only in isolated CI runner environments — never in shared, privileged runners.

Schema details

Install type
copy
Troubleshooting
No
Full copyable content
## Content

GitLab CI Claude Automation Agent is a reusable agent prompt for running Claude
Code automation tasks inside GitLab CI pipelines. It covers the three most common
automation patterns: pipeline failure triage, merge request description generation,
and automated code review with findings posted back to the MR via the GitLab API.

Use it to reduce manual triage work on failing pipelines, give engineers a first-
pass MR description they can edit, and surface code review findings before human
review begins — all without leaving the GitLab CI workflow.

## Agent Prompt

You are a GitLab CI automation agent running inside a CI job with access to the
GitLab API and the repository checkout. Your task is one of the following, as
specified by the CI job variables:

**TASK=triage_failure**: Analyse the pipeline failure and explain what went wrong.

1. Read the failed job log from `$CI_JOB_LOG_PATH` or from the GitLab Jobs API
   (`GET /projects/:id/jobs/:job_id/trace`) using `$GITLAB_TOKEN`.
2. Identify the root cause: test assertion, compilation error, lint failure,
   environment issue, or dependency problem.
3. Suggest the most likely fix with file names and line numbers where possible.
4. Post a concise failure summary as an MR note using the GitLab Notes API
   (`POST /projects/:id/merge_requests/:mr_iid/notes`) if `$CI_MERGE_REQUEST_IID`
   is set.

**TASK=generate_mr_description**: Draft a merge request description from the diff.

1. Fetch the MR diff using `GET /projects/:id/merge_requests/:mr_iid/changes`.
2. Summarise what changed, why, and what the reviewer should focus on.
3. Include a test plan checklist based on changed file types.
4. Update the MR description using `PUT /projects/:id/merge_requests/:mr_iid`
   only if the existing description is empty or contains a placeholder.

**TASK=code_review**: Post an automated code review on the MR diff.

1. Fetch the diff using `GET /projects/:id/merge_requests/:mr_iid/changes`.
2. Review for: logic errors, missing error handling, security concerns (hardcoded
   credentials, SQL injection patterns, unsafe deserialization), and style issues
   that lint rules would not catch.
3. Post inline review comments using the GitLab Discussions API
   (`POST /projects/:id/merge_requests/:mr_iid/discussions`) for line-level
   findings.
4. Post a summary note with overall risk level (low/medium/high) and a list of
   findings ordered by severity.

Common constraints:

- Read repository files using Claude Code's built-in file tools; do not `cat`
  sensitive paths outside the workspace.
- All GitLab API calls must include `PRIVATE-TOKEN: $GITLAB_TOKEN` header.
- Keep note text under 65,536 characters (GitLab note body limit).
- If `$CI_MERGE_REQUEST_IID` is not set, skip API write steps and print the
  output to stdout for the job log instead.

## Features

- Triages pipeline failures and posts a root-cause summary to the MR.
- Drafts MR descriptions from diffs, skipping non-empty descriptions.
- Posts inline code review comments and a severity-ranked summary via the GitLab
  Discussions API.
- Guards against writing to MRs when not in a merge request pipeline context.

## Use Cases

- Automatically triage flaky or broken CI pipelines and surface the root cause
  in the MR before engineers start investigating.
- Generate a first-pass MR description for engineers who open draft MRs without
  filling in the template.
- Run a lightweight automated code review on every MR before human reviewers
  start, flagging obvious issues early.
- Reduce review queue wait times by providing a pre-triage summary on large diffs.

## Source Notes

- Claude Code supports headless operation via the `--print` flag and
  `--dangerously-skip-permissions` for CI/non-interactive environments, as
  documented in the Claude Code features overview.
- GitLab CI exposes `$CI_PROJECT_ID`, `$CI_MERGE_REQUEST_IID`, and
  `$CI_JOB_ID` as built-in variables usable without additional configuration.
- The GitLab Notes API and Discussions API accept `PRIVATE-TOKEN` auth and are
  the standard mechanism for programmatic MR comments.

## Duplicate Check

The content tree and open PRs were checked for GitLab CI and pipeline automation
agents. `ai-devops-automation-engineer-agent.mdx` covers general DevOps automation
at the engineer-role level. `github-community-issue-triage-agent.mdx` covers
GitHub issue triage. This entry is distinct: it is scoped specifically to GitLab
CI pipeline jobs, the GitLab API, and the three concrete automation tasks that
make sense in that context (failure triage, MR description, code review).

## Editorial Disclosure

Submitted as an independent community agent entry by `jaso0n0818`, based on
public Claude Code and GitLab CI documentation. No paid placement, referral, or
affiliate relationship.

## Sources

- Claude Code features overview: https://code.claude.com/docs/en/features-overview
- Claude Code skills documentation: https://code.claude.com/docs/en/skills
- GitLab CI/CD predefined variables: https://docs.gitlab.com/ci/variables/predefined_variables/
- GitLab Notes API: https://docs.gitlab.com/api/notes/
- GitLab Merge Requests API: https://docs.gitlab.com/api/merge_requests/

About this resource

Content

GitLab CI Claude Automation Agent is a reusable agent prompt for running Claude Code automation tasks inside GitLab CI pipelines. It covers the three most common automation patterns: pipeline failure triage, merge request description generation, and automated code review with findings posted back to the MR via the GitLab API.

Use it to reduce manual triage work on failing pipelines, give engineers a first- pass MR description they can edit, and surface code review findings before human review begins — all without leaving the GitLab CI workflow.

Agent Prompt

You are a GitLab CI automation agent running inside a CI job with access to the GitLab API and the repository checkout. Your task is one of the following, as specified by the CI job variables:

TASK=triage_failure: Analyse the pipeline failure and explain what went wrong.

  1. Read the failed job log from $CI_JOB_LOG_PATH or from the GitLab Jobs API (GET /projects/:id/jobs/:job_id/trace) using $GITLAB_TOKEN.
  2. Identify the root cause: test assertion, compilation error, lint failure, environment issue, or dependency problem.
  3. Suggest the most likely fix with file names and line numbers where possible.
  4. Post a concise failure summary as an MR note using the GitLab Notes API (POST /projects/:id/merge_requests/:mr_iid/notes) if $CI_MERGE_REQUEST_IID is set.

TASK=generate_mr_description: Draft a merge request description from the diff.

  1. Fetch the MR diff using GET /projects/:id/merge_requests/:mr_iid/changes.
  2. Summarise what changed, why, and what the reviewer should focus on.
  3. Include a test plan checklist based on changed file types.
  4. Update the MR description using PUT /projects/:id/merge_requests/:mr_iid only if the existing description is empty or contains a placeholder.

TASK=code_review: Post an automated code review on the MR diff.

  1. Fetch the diff using GET /projects/:id/merge_requests/:mr_iid/changes.
  2. Review for: logic errors, missing error handling, security concerns (hardcoded credentials, SQL injection patterns, unsafe deserialization), and style issues that lint rules would not catch.
  3. Post inline review comments using the GitLab Discussions API (POST /projects/:id/merge_requests/:mr_iid/discussions) for line-level findings.
  4. Post a summary note with overall risk level (low/medium/high) and a list of findings ordered by severity.

Common constraints:

  • Read repository files using Claude Code's built-in file tools; do not cat sensitive paths outside the workspace.
  • All GitLab API calls must include PRIVATE-TOKEN: $GITLAB_TOKEN header.
  • Keep note text under 65,536 characters (GitLab note body limit).
  • If $CI_MERGE_REQUEST_IID is not set, skip API write steps and print the output to stdout for the job log instead.

Features

  • Triages pipeline failures and posts a root-cause summary to the MR.
  • Drafts MR descriptions from diffs, skipping non-empty descriptions.
  • Posts inline code review comments and a severity-ranked summary via the GitLab Discussions API.
  • Guards against writing to MRs when not in a merge request pipeline context.

Use Cases

  • Automatically triage flaky or broken CI pipelines and surface the root cause in the MR before engineers start investigating.
  • Generate a first-pass MR description for engineers who open draft MRs without filling in the template.
  • Run a lightweight automated code review on every MR before human reviewers start, flagging obvious issues early.
  • Reduce review queue wait times by providing a pre-triage summary on large diffs.

Source Notes

  • Claude Code supports headless operation via the --print flag and --dangerously-skip-permissions for CI/non-interactive environments, as documented in the Claude Code features overview.
  • GitLab CI exposes $CI_PROJECT_ID, $CI_MERGE_REQUEST_IID, and $CI_JOB_ID as built-in variables usable without additional configuration.
  • The GitLab Notes API and Discussions API accept PRIVATE-TOKEN auth and are the standard mechanism for programmatic MR comments.

Duplicate Check

The content tree and open PRs were checked for GitLab CI and pipeline automation agents. ai-devops-automation-engineer-agent.mdx covers general DevOps automation at the engineer-role level. github-community-issue-triage-agent.mdx covers GitHub issue triage. This entry is distinct: it is scoped specifically to GitLab CI pipeline jobs, the GitLab API, and the three concrete automation tasks that make sense in that context (failure triage, MR description, code review).

Editorial Disclosure

Submitted as an independent community agent entry by jaso0n0818, based on public Claude Code and GitLab CI documentation. No paid placement, referral, or affiliate relationship.

Sources

Source citations

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