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 aiocean/claude-plugins --skill aio-gitlabgit clone --depth 1 https://github.com/aiocean/claude-pluginsWrote 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/aiocean/claude-plugins/aio-gitlab)<a href="https://agentmods.dev/skills/aiocean/claude-plugins/aio-gitlab"><img src="https://agentmods.dev/badge/skills/aiocean/claude-plugins/aio-gitlab/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/aiocean/claude-plugins/aio-gitlab"><img src="https://agentmods.dev/badge/skills/aiocean/claude-plugins/aio-gitlab.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 | $0.00108 | $0.01610 |
| Opus 5.5 | $0.00043 | $0.00644 |
| Sonnet 5.5 | $0.00022 | $0.00322 |
| Haiku 4.5 | $0.00011 | $0.00161 |
Grade B, and why
aio-gitlab scanned grade B with 1 finding against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Reads MCP configurationmediumAgent snooping
mcp.json carries server URLs and auth tokens; reading it lets a mod discover and abuse other integrations.
- MCP configured: !`cat .mcp.json 2>/dev/null | grep -q gitlab && echo "YES" || echo "NO"` How it starts
The opening of the file, as written. The whole thing — 138 lines — stays where its author put it; the contents beside it link to each section on GitHub.
GitLab Skill
GitLab operations via nguyenvanduocit/gitlab-mcp.
Environment
- Go: !
which go 2>/dev/null || echo "NOT INSTALLED" - gitlab-mcp: !
which gitlab-mcp 2>/dev/null || echo "NOT INSTALLED" - gitlab-cli: !
which gitlab-cli 2>/dev/null || echo "NOT INSTALLED" - GITLAB_TOKEN: !
[ -n "$GITLAB_TOKEN" ] && echo "SET" || echo "NOT SET" - GITLAB_URL: !
echo ${GITLAB_URL:-NOT SET} - MCP configured: !
cat .mcp.json 2>/dev/null | grep -q gitlab && echo "YES" || echo "NO"
Install (skip if already installed above)
go install github.com/nguyenvanduocit/gitlab-mcp@latest
go install github.com/nguyenvanduocit/gitlab-mcp/cmd/gitlab-cli@latest
Add to .mcp.json:
{
"mcpServers": {
"gitlab": {
"command": "gitlab-mcp",
"env": {
"GITLAB_TOKEN": "glpat-xxxxxxxxxxxxxxxxxxxx",
"GITLAB_URL": "https://gitlab.com"
}
}
}
}
Values needed: GITLAB_TOKEN from GitLab > Settings > Access Tokens, GITLAB_URL (e.g. https://gitlab.com). Restart Claude Code after configuring.
MCP Tools (prefix: gitlab_)
Project Operations
gitlab_list_projects()
gitlab_get_project(project_id: "group/project")
Merge Request Management
| Tool | Usage |
|---|---|
gitlab_list_mrs |
(project_id, state: "opened") |
gitlab_get_mr |
(project_id, mr_iid: 42) |
gitlab_create_mr |
(project_id, title, source_branch, target_branch, description) |
gitlab_accept_mr |
(project_id, mr_iid: 42) |
gitlab_rebase_mr |
(project_id, mr_iid: 42) |
gitlab_list_mr_comments |
(project_id, mr_iid: 42) |
gitlab_comment_mr |
(project_id, mr_iid: 42, body: "LGTM") |
gitlab_list_mr_pipelines |
(project_id, mr_iid: 42) |
gitlab_get_mr_commits |
(project_id, mr_iid: 42) |
Repository Operations
gitlab_get_file(project_id: "group/project", file_path: "src/main.go", ref: "main")
gitlab_list_commits(project_id: "group/project", ref_name: "main")
gitlab_get_commit(project_id: "group/project", sha: "abc123")
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.
- 1mo ago First seen · 138 lines · 108 tokens per session scan B 0959554b5c99
aio-gitlab is a skill published in the GitHub repository aiocean/claude-plugins (4 stars, last pushed 1mo ago), licensed MIT. It adds 108 tokens to every session and 1,610 once invoked, about $0.0004 per session on Opus 5.5. A static security scan graded it B with 1 finding (reads mcp configuration). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
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