MCP server for GitLab API — projects, MRs, pipelines, CI/CD, approvals, issues, code review.
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io.github.vish288/mcp-gitlab is an MCP server that MCP server for GitLab API — projects, MRs, pipelines, CI/CD, approvals, issues, code review. Its tool list has not been published yet over stdio, sse and http, requires no API key, and scores 83/100 on MCPpedia's security, maintenance and efficiency rubric.
Config is the same across clients — only the file and path differ.
{
"mcpServers": {
"gitlab": {
"env": {
"GITLAB_URL": "https://gitlab.example.com",
"GITLAB_TOKEN": "glpat-xxxxxxxxxxxxxxxxxxxx"
},
"args": [
"mcp-gitlab"
],
"command": "uvx"
}
}
}Are you the author?
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mcp-gitlab is a Model Context Protocol (MCP) server for the GitLab REST API that provides 83 tools, 7 resources, and 6 prompts for AI assistants to manage projects, merge requests, pipelines, CI/CD variables, approvals, issues, code reviews, and more. Works with Claude Desktop, Claude Code, Cursor, Windsurf, VS Code Copilot, and any MCP-compatible client.
Run this in your terminal to verify the server starts. Then let us know if it worked — your result helps other developers.
uvx 'mcp-gitlab' 2>&1 | head -1 && echo "✓ Server started successfully"
After testing, let us know if it worked:
Five weighted categories — click any category to see the underlying evidence.
No known CVEs.
Checked mcp-gitlab against OSV.dev.
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