Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add kirti12025/gitlab-mcp --skill gitlab-mcpgit clone --depth 1 https://github.com/kirti12025/gitlab-mcpWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/kirti12025/gitlab-mcp/gitlab-mcp)<a href="https://agentmods.dev/skills/kirti12025/gitlab-mcp/gitlab-mcp"><img src="https://agentmods.dev/badge/skills/kirti12025/gitlab-mcp/gitlab-mcp/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/kirti12025/gitlab-mcp/gitlab-mcp"><img src="https://agentmods.dev/badge/skills/kirti12025/gitlab-mcp/gitlab-mcp.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00051 | $0.01633 |
| Opus 5.5 | $0.00020 | $0.00653 |
| Sonnet 5.5 | $0.00010 | $0.00327 |
| Haiku 4.5 | $0.00005 | $0.00163 |
Grade A, and why
gitlab-mcp-skill scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
This is a copy
88% identical to gitlab-mcp-skill — 79 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.
How it starts
The opening of the file, as written. The whole thing — 121 lines — stays where its author put it; the contents beside it link to each section on GitHub.
gitlab-mcp
GitLab MCP server providing 204 tools: 202 tools across 19 toolsets, plus execute_graphql and the always-available discover_tools meta-tool.
For exact generated parameter tables, see docs/tools/. Use this file for workflow shape and high-signal parameter hints.
Toolsets
| Toolset | Default | Enable with |
|---|---|---|
| merge_requests (43 tools) | yes | - |
| issues (24 tools) | yes | - |
| repositories (7 tools) | yes | - |
| branches (15 tools) | yes | - |
| projects (10 tools) | yes | - |
| labels (5 tools) | yes | - |
| ci (4 tools) | yes | - |
| groups (1 tool) | yes | - |
| users (7 tools) | yes | - |
| pipelines (19 tools) | no | USE_PIPELINE=true or GITLAB_TOOLSETS=pipelines |
| milestones (9 tools) | no | USE_MILESTONE=true or GITLAB_TOOLSETS=milestones |
| wiki (10 tools) | no | USE_GITLAB_WIKI=true or GITLAB_TOOLSETS=wiki |
| releases (7 tools) | no | GITLAB_TOOLSETS=releases |
| tags (5 tools) | no | GITLAB_TOOLSETS=tags |
| workitems (18 tools) | no | GITLAB_TOOLSETS=workitems |
| webhooks (3 tools) | no | GITLAB_TOOLSETS=webhooks |
| search (3 tools) | no | GITLAB_TOOLSETS=search |
| variables (10 tools) | no | GITLAB_TOOLSETS=variables |
| dependency_proxy (4 tools) | no | GITLAB_TOOLSETS=dependency_proxy |
Enable all: GITLAB_TOOLSETS=all. Use GITLAB_TOOLS to enable individual tools outside their toolset. discover_tools can list and activate opt-in categories for the current session. execute_graphql is not in a toolset; enable it explicitly with GITLAB_TOOLS=execute_graphql.
Key Workflows
Code Review (see reference/code-review.md)
list_merge_request_changed_files- get file paths only (no diffs)get_merge_request_file_diff- get diffs for 3-5 files per call (batch)create_merge_request_threadorcreate_draft_note- leave review commentsbulk_publish_draft_notes- publish all drafts at once
MR Lifecycle (see reference/merge-requests.md)
create_merge_request -> review -> approve_merge_request -> merge_merge_request
What ships with it
7 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 2mo ago First seen · 121 lines · 51 tokens per session scan A b3b79337f6c4
gitlab-mcp-skill is a skill published in the GitHub repository kirti12025/gitlab-mcp (0 stars, last pushed 3mo ago), licensed MIT. It adds 51 tokens to every session and 1,633 once invoked, about $0.0002 per session on Opus 5.5. A static security scan graded it A with 0 findings. It is 88% identical to gitlab-mcp-skill, differing in 79 lines, and is treated as a copy.
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