
GitLab MCP Server
An MCP server that enables communication with GitLab repositories, allowing interaction with GitLab's API to manage projects, issues, and repositories through natural language.
README
@harshmaur/gitlab-mcp
GitLab MCP(Model Context Protocol) Server.
<a href="https://glama.ai/mcp/servers/7jwbk4r6d7"><img width="380" height="200" src="https://glama.ai/mcp/servers/7jwbk4r6d7/badge" alt="gitlab mcp MCP server" /></a>
Installation and Execution
Installing via Smithery
To install GitLab MCP Server for Claude Desktop automatically via Smithery:
npx -y @smithery/cli install @harshmaur/gitlab-mcp --client claude
Manual Installation
npx @harshmaur/gitlab-mcp
Environment Variable Configuration
Before running the server, you need to set the following environment variables:
GITLAB_PERSONAL_ACCESS_TOKEN=your_gitlab_token
GITLAB_API_URL=your_gitlab_api_url # Default: https://gitlab.com/api/v4
License
MIT License
How to use
Using with Claude App, Cline, Roo Code
When using with the Claude App, you need to set up your API key and URLs directly.
{
"mcpServers": {
"GitLab communication server": {
"command": "npx",
"args": ["-y", "@harshmaur/gitlab-mcp"],
"env": {
"GITLAB_PERSONAL_ACCESS_TOKEN": "your_gitlab_token",
"GITLAB_API_URL": "your_gitlab_api_url"
}
}
}
}
Using with Cursor
When using with Cursor, you can set up environment variables and run the server as follows:
env GITLAB_PERSONAL_ACCESS_TOKEN=your_gitlab_token GITLAB_API_URL=your_gitlab_api_url npx @harshmaur/gitlab-mcp
GITLAB_PERSONAL_ACCESS_TOKEN
: Your GitLab personal access token.GITLAB_API_URL
: Your GitLab API URL. (Default:https://gitlab.com/api/v4
)
Recommended Servers
playwright-mcp
A Model Context Protocol server that enables LLMs to interact with web pages through structured accessibility snapshots without requiring vision models or screenshots.
Magic Component Platform (MCP)
An AI-powered tool that generates modern UI components from natural language descriptions, integrating with popular IDEs to streamline UI development workflow.
Audiense Insights MCP Server
Enables interaction with Audiense Insights accounts via the Model Context Protocol, facilitating the extraction and analysis of marketing insights and audience data including demographics, behavior, and influencer engagement.

VeyraX MCP
Single MCP tool to connect all your favorite tools: Gmail, Calendar and 40 more.
graphlit-mcp-server
The Model Context Protocol (MCP) Server enables integration between MCP clients and the Graphlit service. Ingest anything from Slack to Gmail to podcast feeds, in addition to web crawling, into a Graphlit project - and then retrieve relevant contents from the MCP client.
Kagi MCP Server
An MCP server that integrates Kagi search capabilities with Claude AI, enabling Claude to perform real-time web searches when answering questions that require up-to-date information.

E2B
Using MCP to run code via e2b.
Neon Database
MCP server for interacting with Neon Management API and databases
Exa Search
A Model Context Protocol (MCP) server lets AI assistants like Claude use the Exa AI Search API for web searches. This setup allows AI models to get real-time web information in a safe and controlled way.
Qdrant Server
This repository is an example of how to create a MCP server for Qdrant, a vector search engine.