
Claude Desktop
Desktop · Freemium · Proprietary
Anthropic's official Claude AI desktop application. Supports MCP servers to extend functionality.
Version Control · Developer Tools

LuisCusihuaman/gitlab-mcp-server
The GitLab MCP Server is a Model Context Protocol (MCP) server that provides seamless integration with GitLab APIs, enabling advanced automation and interaction capabilities for developers and AI tools within the GitLab ecosystem.
docker run -i --rm \{
"mcpServers": {
"gitlab": {
"command": "docker",
"args": [
"run",
"-i",
"--rm",
"-e",
"GITLAB_TOKEN",
"-e",
"GITLAB_HOST",
"<value>"
],
"env": {
"GITLAB_TOKEN": "<GITLAB_TOKEN>",
"GITLAB_HOST": "<GITLAB_HOST>"
}
}
}
}GITLAB_TOKENGITLAB_HOSTGITLAB_TOOLSETSprojects
Project details, repository operations (files, branches, commits, tags).
issues
Issue management (CRUD, comments, labels, milestones).
merge_requests
Merge request operations (CRUD, comments, approvals, diffs, status checks).
security
Accessing security scan results (SAST, Secret Detection, etc.).
users
User information lookup, potentially current user details.
search
Utilizing GitLab's scoped search capabilities (projects, issues, MRs, code).
Flag
gitlab-mcp-server stdio --dynamic-toolsets
Details on this page are taken from the project's README. Open README
Clients mentioned in this server's README:

Desktop · Freemium · Proprietary
Anthropic's official Claude AI desktop application. Supports MCP servers to extend functionality.
Desktop · Freemium · MIT
VS Code integrates MCP with GitHub Copilot through agent mode, allowing direct interaction with MCP-provided tools in your agentic coding workflow. Configure servers in Claude Desktop, workspace, or user settings, with guided MCP installation and secure handling of secrets in input variables to avoid leaking hardcoded keys.

opensumi/core
A framework helps you quickly build AI Native IDE products.

trpc-group/trpc-go
tRPC-Go, is the Go language implementation of tRPC, which is a pluggable, high-performance RPC framework.

Azure-Samples/AI-Gateway
New! The AI Gateway Dev Portal is now live — A starting point for building your own developer portal on top of Azure API Management AI Gateway's. Fork it, open it in VS Code with GitHub Copilot (or any coding agent), and shape it to fit your needs!

e2b-dev/mcp-server
Deprecated: This project is no longer actively maintained. It may not receive further updates or bug fixes.

adhikasp/mcp-git-ingest
A Model Context Protocol (MCP) server that helps read GitHub repository structure and important files.

zereight/gitlab-mcp
Documentation → Setup guides, environment variables, and the full tool reference live on the hosted docs site.