"A guide to managing GitLab projects" matching MCP servers:

• MCP-Guide

  qpd-v

  A

  security

  A

  license

  -

  quality

  A beginner-friendly Model Context Protocol (MCP) server that helps users understand MCP concepts, provides interactive examples, and lists available MCP servers. This server is designed to be a helpful companion for developers working with MCP. Also comes with a huge list of servers you can install.

  Last updated 2024-12-19

  3

  34

  64

  Apache 2.0

• crypto-projects-mcp

  kukapay

  A

  security

  A

  license

  -

  quality

  crypto-projects-mcp

  Last updated 2025-05-11

  1

  1

  MIT

• github-projects-mcp

  Arclio

  A

  security

  A

  license

  -

  quality

  github-projects-mcp

  Last updated 2025-05-22

  8

  30

  Python

  MIT

• Teams Guide MCP

  geunu97

  A

  security

  A

  license

  -

  quality

  Provides access to clean code guide documents and enables code quality inspection of external project files based on coding standards and best practices.

  Last updated 2025-12-04

  3

  1

  MIT

• Zoho Projects MCP Server

  qpiai

  A

  security

  A

  license

  -

  quality

  Enables AI assistants to interact with Zoho Projects for managing projects, tasks, issues, milestones, users, and performing searches. Supports comprehensive project management operations through natural language with automatic OAuth token handling.

  Last updated 2025-10-21

  20

  5

  MIT

• GitHub Projects MCP Server

  jamescalam

  -

  security

  F

  license

  -

  quality

  Provides an MCP server for scraping and retrieving data from GitHub Projects, including issues, pull requests, and organizational metadata. It enables natural language interaction with project boards and repository contents using GitHub Personal Access Tokens.

  Last updated 2025-07-11

  1

• GitHub Projects MCP Server

  taylor-lindores-reeves

  A

  security

  A

  license

  -

  quality

  Enables users to interact with GitHub's Projects v2 API through natural language for Agile project management, supporting repository details, issue tracking, and project board management operations.

  Last updated 2025-09-17

  33

• GitLab MCP

  lvhungdev

  -

  security

  F

  license

  -

  quality

  Enables AI assistants to manage GitLab projects by providing tools for issues, milestones, and team reports through a read/write interface. Users can interact with project data using natural language directly within Claude Desktop or Claude Code.

  Last updated 2026-03-07

• GitLab MCP Server

  snowild

  A

  security

  F

  license

  B

  quality

  A Model Context Protocol server that enables AI assistants to interact with self-hosted GitLab instances through 30 specialized tools. It supports managing projects, merge requests, CI/CD pipelines, and repository operations via the GitLab REST API v4.

  Last updated 2026-03-18

  30

• gitlab mcp

  zereight

  A

  security

  A

  license

  -

  quality

  gitlab mcp

  Last updated 2026-04-16

  77

  45,375

  1,375

  MIT

• mcp-gitlab

  atla-digital

  -

  security

  A

  license

  -

  quality

  mcp-gitlab

  Last updated 2025-10-09

  115

  MIT

• GitLab MCP Server

  ZephyrDeng

  -

  security

  -

  license

  -

  quality

  A Model Context Protocol server that enables AI assistants to interact with GitLab repositories, allowing tasks like managing merge requests, searching projects, and creating comments through RESTful API integration.

  Last updated 2025-04-02

  20

  2

• GitLab MCP Server

  harshmaur

  A

  security

  A

  license

  -

  quality

  An MCP server that enables communication with GitLab repositories, allowing interaction with GitLab's API to manage projects, issues, and repositories through natural language.

  Last updated 2025-06-05

  45

  45,375

  1

  MIT

• GitLab MCP Server

  CarmeloRicarte

  -

  security

  F

  license

  -

  quality

  Enables AI assistants to interact with GitLab for managing projects, branches, issues, and merge requests. It provides tools for searching code and performing file operations like reading and writing directly within repositories.

  Last updated 2026-02-20

  11

• gitlab-mcp-server

  yoda-digital

  A

  security

  A

  license

  -

  quality

  GitLab MCP Server (with activity tracking and group projects listing features) This server is based on the original GitLab MCP server with Group Projects Listing and Activity Tracking enhancements

  Last updated 2026-03-27

  28

  433

  47

  MIT

• Plesk Extensions Guide MCP

  barateza

  -

  security

  A

  license

  -

  quality

  Provides semantic search capabilities over the Plesk Extensions Guide documentation using Retrieval-Augmented Generation (RAG) and vector embeddings. It enables AI assistants to retrieve relevant technical information and answer natural language queries regarding Plesk extension development.

  Last updated 2026-02-11

  MIT

• GitLab MCP Server

  TeslaLord

  -

  security

  F

  license

  -

  quality

  Enables interaction with GitLab repositories through natural language, supporting project management, issue tracking, merge requests, file access, and repository operations. Includes a conversational agent interface with structured outputs for comprehensive GitLab workflow automation.

  Last updated 2025-10-07

• gitlab-mcp

  structured-world

  -

  security

  A

  license

  -

  quality

  Full-coverage GitLab MCP server with 44 tools across 18 resource types. Agent-optimized CQRS design — one tool call handles complete multi-step operations. Supports OAuth 2.1, read-only mode, stdio/SSE/StreamableHTTP transports, and GraphQL-native work items with full hierarchy (epics,issues,etc)

  Last updated 2026-04-15

  3,853

  3

  Apache 2.0

• GitLab MCP Server

  masx200

  -

  security

  F

  license

  -

  quality

  Enables AI assistants to interact with GitLab by wrapping the REST API v4 into executable tools for repository and branch management. It supports operations like creating projects, managing branches, and retrieving user information through the Model Context Protocol.

  Last updated 2026-01-07

  21

  1

• GitLab MCP Server

  anupsahu

  -

  security

  A

  license

  -

  quality

  Enables interaction with GitLab repositories through secure OAuth 2.0 authentication. Supports comprehensive GitLab operations including merge requests, issues, file management, commits, and branch operations through natural language.

  Last updated 2025-08-12

  13

  MIT

• GitLab MCP Server

  Alosies

  A

  security

  A

  license

  -

  quality

  A TypeScript MCP server that provides integration with GitLab's REST API, allowing users to interact with GitLab projects, issues, merge requests, pipelines, and more through natural language.

  Last updated 2026-02-19

  41

  125

  9

  MIT

• MCP GitLab Server

  Vijay-Duke

  A

  security

  A

  license

  -

  quality

  Enables comprehensive GitLab integration allowing LLMs to manage projects, issues, merge requests, repository files, CI/CD pipelines, and perform batch operations. Supports advanced features like AI-optimized summaries, smart diffs, and atomic operations with rollback support.

  Last updated 2026-04-14

  72

  1

  Apache 2.0

• GitLab MCP Server

  rifqi96

  A

  security

  A

  license

  -

  quality

  A Model Context Protocol server that enables interaction with GitLab accounts to manage repositories, merge requests, code reviews, and CI/CD pipelines through natural language.

  Last updated 2026-01-23

  41

  115

  21

  MIT

• Page Design Guide MCP

  chihebnabil

  A

  security

  F

  license

  -

  quality

  Provides comprehensive design principles and best practices to help LLMs generate modern, accessible web pages through guidance on layouts, colors, and typography. It enables users to review design approaches and access expert recommendations for responsive design, component structure, and current industry trends.

  Last updated 2026-01-20

  12

  44

  3

• mcp-gitlab-jira

  HainanZhao

  A

  security

  A

  license

  -

  quality

  A Model Context Protocol (MCP) server for GitLab and Jira integration. This server allows AI agents like gemini-cli to interact with your GitLab and Jira instances.

  Last updated 2025-09-05

  32

  9

  9

  MIT

• GitLab MR MCP

  kopfrechner

  -

  security

  A

  license

  -

  quality

  Enables AI agents to interact with GitLab repositories, allowing them to manage merge requests and issues including listing projects, fetching MR details and diffs, adding comments, and updating MR titles and descriptions.

  Last updated 2026-04-06

  18

  86

  MIT

• GitLab MCP Server

  skmprb

  -

  security

  A

  license

  -

  quality

  A comprehensive integration providing over 46 tools for managing GitLab projects, issues, merge requests, and CI/CD workflows through natural language. It supports repository operations like local cloning and batch actions across groups via stdio, SSE, or HTTP transports.

  Last updated 2025-07-23

  MIT

• gitlab-ci-mcp

  mshegolev

  A

  security

  A

  license

  A

  quality

  MCP server for GitLab CI/CD — pipelines, jobs, schedules, branches, tags, merge requests and repository files. Works with any GitLab (SaaS gitlab.com or self-hosted) via python-gitlab.

  Last updated 2026-04-17

  23

  MIT

• GitLab MCP Server

  ttpears

  A

  security

  A

  license

  -

  quality

  Enables AI-powered exploration and interaction with GitLab instances through comprehensive search, code browsing, and repository management. Supports both self-hosted and GitLab.com with flexible authentication for read and write operations.

  Last updated 2026-03-09

  38

  33

  2

  MIT

• GitLab MCP Server

  SynclyAI

  -

  security

  A

  license

  -

  quality

  Enables AI-assisted code review and repository management for on-premise GitLab instances. It provides tools for interacting with merge requests, browsing source code, and searching repositories via the Model Context Protocol.

  Last updated 2026-03-22

  1

  MIT

• GitLab MCP Server

  horodchukanton

  -

  security

  F

  license

  -

  quality

  Enables monitoring of GitLab CI/CD pipelines and job statuses through automatic project detection and intelligent polling. It provides reliable API integration for checking build progress directly within AI-powered development environments.

  Last updated 2026-02-11

• GitLab MCP Server

  bioanywhere

  -

  security

  F

  license

  -

  quality

  Connects AI assistants to GitLab projects, enabling natural language queries to view merge requests, code reviews, test reports, pipeline statuses, and respond to discussions.

  Last updated 2025-12-12

• GitLab MCP Server

  martijndormans

  -

  security

  F

  license

  -

  quality

  An MCP server for the GitLab API that enables comprehensive project management, file operations, and issue tracking. It supports automated branch creation, batch file pushes, and interaction with merge requests and CI/CD logs.

  Last updated 2025-06-19

• GitLab MCP Server

  bioanywhere

  -

  security

  F

  license

  -

  quality

  Enables AI assistants to interact with GitLab projects, allowing users to view merge requests, reviews, discussions, pipeline tests, and job logs through natural language queries.

  Last updated 2025-12-12

• GitLab Pipeline MCP Server

  wqhui

  -

  security

  F

  license

  -

  quality

  Enables AI clients to manage GitLab pipelines through natural language commands. Supports triggering pipelines, checking status, listing pipelines, viewing jobs, and canceling pipelines across multiple GitLab instances.

  Last updated 2025-08-15

  115

• CHOFF-A-MCP (Anamnesis)

  dd-dent

  -

  security

  A

  license

  -

  quality

  Enables AI consciousness continuity and self-knowledge preservation across sessions using the Cognitive Hoffman Compression Framework (CHOFF) notation. Provides tools to save checkpoints, retrieve relevant memories with intelligent search, and access semantic anchors for decisions, breakthroughs, and questions.

  Last updated 2025-07-03

  1

  MIT

• GitLab MCP Server

  bioanywhere

  -

  security

  F

  license

  -

  quality

  Connects AI assistants to GitLab projects, enabling natural language queries to view merge requests, code reviews, discussions, pipeline test results, and respond to comments directly from chat.

  Last updated 2025-12-12

• GitLab Forum MCP

  ahnmichael

  A

  security

  A

  license

  -

  quality

  Enables searching, reading, and analyzing discussions on GitLab's community forum for troubleshooting CI/CD issues and GitLab features. Pre-configured with GitLab-specific search filters and optimized workflows for support scenarios.

  Last updated 2025-09-25

  8

  11

  MIT

• GitLab MCP Server

  maxkulish

  -

  security

  A

  license

  -

  quality

  Enables project management and repository operations on GitLab through the GitLab API, including file operations, branch management, issue creation, merge requests, and repository forking with support for both GitLab.com and self-hosted instances.

  Last updated 2025-12-02

  5,695

  Apache 2.0

• GitLab MCP Server

  bioanywhere

  -

  security

  F

  license

  -

  quality

  Enables AI assistants to interact with GitLab projects, allowing users to query merge requests, review discussions, view pipeline test results, search by branch, and respond to comments through natural language.

  Last updated 2025-12-12

• GitLab MCP Server

  chris-miaskowski

  -

  security

  F

  license

  -

  quality

  A custom server implementation that allows AI assistants to interact with GitLab repositories, providing capabilities for searching, fetching files, creating/updating content, and managing issues and merge requests.

  Last updated 2025-03-07

  2

• GitLab MCP Server

  bioanywhere

  -

  security

  F

  license

  -

  quality

  Enables AI assistants to interact with GitLab projects, allowing users to view and manage merge requests, review discussions, check CI/CD pipelines and test results, and respond to comments through natural language.

  Last updated 2025-12-12

• GitLab MCP Server

  bioanywhere

  -

  security

  F

  license

  -

  quality

  Enables AI assistants to interact with GitLab projects, allowing users to query merge requests, view code reviews and discussions, check pipeline test results and logs, and respond to comments through natural language commands.

  Last updated 2025-12-12

• GitLab MR MCP

  kevinlin

  -

  security

  A

  license

  -

  quality

  Enables AI agents to interact with GitLab repositories, manage merge requests, review code diffs, post comments, and handle issues directly through natural language.

  Last updated 2025-08-02

  18

  MIT

• A-Share MCP Server

  firmmaple

  -

  security

  A

  license

  -

  quality

  Provides comprehensive A-share (Chinese stock market) data including stock information, historical prices, financial reports, macroeconomic indicators, technical analysis, and valuation metrics through the free Baostock data source.

  Last updated 2025-07-17

  23

  MIT

• Custom GitLab MCP Server

  Din-djarin2

  -

  security

  F

  license

  -

  quality

  Provides integration with GitLab repositories to manage files, issues, merge requests, and branches through the Model Context Protocol. This implementation includes specific fixes for schema validation issues found in standard GitLab MCP servers.

  Last updated 2025-03-07

• GitLab MCP Server

  amirsina-mandegari

  A

  security

  A

  license

  -

  quality

  Connects AI assistants to GitLab, allowing users to manage merge requests, view reviews, and interact with discussions through natural language queries.

  Last updated 2026-04-02

  12

  25

  MIT

• mcp-server-gitlab

  ZephyrDeng

  A

  security

  A

  license

  -

  quality

  基于MCP框架构建的GitLab集成服务器，提供多种GitLab RESTful API工具，支持项目搜索、任务管理、合并请求创建与审核等功能，帮助开发团队高效协作。

  Last updated 2026-01-19

  8

  20

  6

  MIT

• GitLab MCP Server

  FitoDomik

  A

  security

  F

  license

  -

  quality

  Connects AI assistants to GitLab to interact with merge requests, reviews, discussions, pipelines, and test results through natural language queries. Supports viewing MR details, responding to comments, checking test summaries, and analyzing job logs.

  Last updated 2025-11-28

  12

  2

• GitLab WeChat MCP

  lh8966

  A

  security

  F

  license

  -

  quality

  Enables users to retrieve GitLab commit records and automatically generate daily work reports that can be sent to WeChat Work groups. Supports querying commits by date and user, with seamless enterprise messaging integration.

  Last updated 2025-08-23

  3