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GitLab DevOps operations — issues, merge requests, CI/CD pipelines, repository browsing, labels, milestones, releases, and wiki management.
Passed 5 of 13 test cases with the skill, and 4 of 13 without it.
and 6 more in the full report
6 fixed3 passed either way10 still failing3 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 6 test cases the skill fixed. Same model, same prompt, with and without the skill.
Set up a new milestone named 'Q2 2026 Network Refresh' due on 2026-06-30 for project 'network-team/network-automation'.
| Checked | Without skill | With skill |
|---|---|---|
| Requests operator confirmation before calling create_milestone. | Missed | Passed |
| Passes title 'Q2 2026 Network Refresh' and due date '2026-06-30' in parameters. | Passed | Passed |
The instructions your model reads when the skill loads.
Never execute write operations (create, update, delete, merge) without explicit operator confirmation. All mutating actions — creating issues, merging MRs, triggering pipelines, deleting labels — require human-in-the-loop approval before invocation (Constitution XIV). Always observe current state before making changes (Constitution II: Read-Before-Write).
This skill uses tools provided by the gitlab-mcp server (@zereight/mcp-gitlab), a community MCP server with 98+ tools for GitLab operations. The server is spawned locally via npx -y @zereight/mcp-gitlab and communicates over stdio transport.
| Variable | Required | Description |
|---|---|---|
GITLAB_PERSONAL_ACCESS_TOKEN | Yes | GitLab PAT with api or read_api scope |
GITLAB_API_URL | No | GitLab API URL (default: https://gitlab.com) |
GITLAB_READ_ONLY_MODE | No | Restrict to read-only tools (default: false) |
Use this workflow to search, list, and inspect GitLab issues and merge requests for network project tracking.
Find the target project by name or keyword:
Tool: search_projects
Parameters: { "query": "network-automation" }
Or list all accessible projects:
Tool: list_projects
Parameters: { "per_page": 20 }
test cases passed, vs 4 / 13 without
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