Efficient Gitlab runs on your own machine — the client starts it, so there is no endpoint to ping. 178 installs a week from npm. Last commit 22 May 2026.
Token-efficient GitLab MCP: 167 tools via 3 meta-tools, field projection, keyset pagination
The author archived this repository on GitHub, meaning it is no longer maintained.
Quiet is not dead — but it is worth knowing when it wakes up, or when someone else takes it over. We watch the repository and tell you either way.
This server runs on your own machine — install it with the package manager and the client starts it for you. Package name taken from the official registry entry.
claude mcp add efficient-gitlab -- npx -y efficient-gitlab-mcp-server
{
"mcpServers": {
"efficient-gitlab": {
"args": [
"-y",
"efficient-gitlab-mcp-server"
],
"command": "npx"
}
}
}
[mcp_servers.efficient-gitlab]
command = "npx"
args = ["-y", "efficient-gitlab-mcp-server"]
{
"mcpServers": {
"efficient-gitlab": {
"args": [
"-y",
"efficient-gitlab-mcp-server"
],
"command": "npx"
}
}
}
{
"mcpServers": {
"efficient-gitlab": {
"args": [
"-y",
"efficient-gitlab-mcp-server"
],
"command": "npx"
}
}
}
This one needs environment variables set before it will start:
GITLAB_PERSONAL_ACCESS_TOKEN (GitLab personal access token with API scope), GITLAB_API_URL (GitLab API base URL (default: https://gitlab.com)).
The author declared them in the registry entry; get the values from the project itself.
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Answers built from our own checks of this server.