"How to review merge requests in GitLab" matching MCP servers:

• GitLab Review MCP

  lininn

  A

  security

  A

  license

  -

  quality

  Enables code review operations on GitHub and GitLab, including fetching pull/merge requests, viewing diffs, adding comments, analyzing code quality, and creating merge requests directly from your MCP client.

  Last updated 2025-12-30

  15

  13

  4

  MIT

• GitLab Code Review MCP

  lininn

  -

  security

  A

  license

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  quality

  Enables AI assistants to review GitLab merge requests by fetching diffs, analyzing code changes, adding comments, and managing approvals through the GitLab API. Supports comprehensive merge request analysis and version comparison for automated code review workflows.

  Last updated 2025-08-26

  3

  MIT

• GitLab MCP Code Review

  ffpy

  A

  security

  A

  license

  -

  quality

  Enables AI assistants to review GitLab merge requests by fetching changes, analyzing diffs, adding comments, and managing approvals through the GitLab API. Supports complete merge request analysis, file-specific reviews, and version comparisons.

  Last updated 2025-12-03

  12

  3

  MIT

• GitLab MCP for Code Review

  mehmetakinn

  -

  security

  A

  license

  -

  quality

  An MCP server that integrates AI assistants like Claude with GitLab's merge requests, allowing them to review code changes, add comments, and approve/unapprove merge requests directly through the GitLab API.

  Last updated 2025-05-15

  43

  MIT
• 

  Merge MCP Serverofficial

  merge-api

  -

  security

  F

  license

  -

  quality

  Provides integration between Merge API and LLM providers supporting the MCP protocol, allowing natural language interaction with Merge data across HRIS, ATS, and other categories.

  Last updated 2025-04-30

  17

• How-To-Cook

  xiaobenyang-com

  A

  security

  A

  license

  -

  quality

  An AI recipe recommendation server based on the MCP protocol, providing functions such as recipe query, classification filtering, intelligent dietary planning, and daily menu recommendation.

  Last updated 2026-01-09

  5

  1

  Apache 2.0

• GitLab Code Review MCP Server

  thaihoangminh

  -

  security

  F

  license

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  quality

  Enables AI assistants to interact with GitLab merge requests, review code changes, search projects, and create draft comments for code review workflows.

  Last updated 2025-07-03

  13

• mcp-server-requests

  coucya

  A

  security

  A

  license

  -

  quality

  Web Content Retrieval (full webpage, filtered content, or Markdown-converted), Custom User-Agent, Multi-HTTP Method Support (GET/POST/PUT/DELETE/PATCH), LLM-Controlled Request Headers, LLM-Accessible Response Headers, and more.

  Last updated 2025-11-21

  3

  7

  MIT

• Code Merge MCP

  yy1588133

  A

  security

  A

  license

  -

  quality

  A Model Context Protocol server that helps large language models process code repositories by providing file tree generation, code merging, and code analysis capabilities.

  Last updated 2025-05-04

  3

  22

  MIT

• In Memoria

  pi22by7

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  security

  A

  license

  -

  quality

  Persistent memory and pattern learning for AI coding assistants via MCP.

  Last updated 2025-12-23

  171

  165

  MIT

• 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

• 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

  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

  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

  92

  21

  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 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 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

• 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

  bioanywhere

  -

  security

  F

  license

  -

  quality

  Connects AI assistants to GitLab, enabling natural language queries to view merge requests, review discussions, test reports, pipeline status, and respond to comments directly from chat.

  Last updated 2025-12-10

• 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

  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

• 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

  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

  zereight

  A

  security

  A

  license

  -

  quality

  gitlab mcp

  Last updated 2026-04-12

  77

  45,375

  1,328

  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

  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

  118

  9

  MIT

• GitLab MCP Server

  ZephyrDeng

  -

  security

  -

  license

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  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

• mcp-gitlab

  atla-digital

  -

  security

  A

  license

  -

  quality

  mcp-gitlab

  Last updated 2025-10-09

  92

  MIT

• All-in-MCP

  isomoes

  A

  security

  A

  license

  -

  quality

  Enables academic research through paper search across multiple databases (IACR, CryptoBib, Crossref, Google Scholar), PDF processing, and GitHub repository browsing. Features modular architecture with FastMCP-based proxy server routing to specialized academic tools.

  Last updated 2026-02-07

  10

  2

  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

  lucky-dersan

  -

  security

  F

  license

  -

  quality

  Provides GitLab integration for AI assistants using Model Context Protocol, enabling repository operations, file management, issue tracking, merge requests, and branch/tag administration through natural language.

  Last updated 2025-07-02

  2

• MCP HTTP Requests

  godzeo

  A

  security

  -

  license

  -

  quality

  A comprehensive HTTP client MCP server for security testing, API testing, and web automation that provides full-featured HTTP tools with detailed logging capabilities.

  Last updated 2025-06-29

  8

  8

  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

  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

  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 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 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 MCP Server

  poly-mcp

  -

  security

  A

  license

  -

  quality

  Integrates GitLab with AI assistants to manage merge requests, analyze CI/CD pipelines, and create Architecture Decision Records. It enables seamless code searching, pipeline triggering, and deployment management through the Model Context Protocol.

  Last updated 2025-12-01

  1

  MIT

• MCP Review Server

  jonels-msft

  A

  security

  F

  license

  -

  quality

  A specialized code review service that provides 36+ critics for different programming aspects and 3 fixing strategies to automatically address identified issues in a two-step workflow.

  Last updated 2026-02-05

• All-in-One Dev

  nguyenvanduocit

  -

  security

  F

  license

  -

  quality

  All In One Model Context Protocol: qdrant, google suite (gmail, calendar, ...), jira, gitlab, CLI, ...

  Last updated 2025-02-24

  103

• 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 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 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

• Kepler MCP GitLab Server

  ryan-rbw

  -

  security

  A

  license

  -

  quality

  Production-ready MCP server providing GitLab integration with OAuth authentication, enabling AI assistants to manage projects, issues, merge requests, branches, files, and commits across GitLab instances.

  Last updated 2025-12-08

  MIT

• Code Review MCP Server

  danielefavi

  A

  security

  F

  license

  B

  quality

  Connects LLMs to GitHub and GitLab to analyze pull and merge requests for logic, security, and architectural alignment. It provides tools for fetching diffs, file contents, and project metadata, alongside guided prompts for professional code reviews.

  Last updated 2026-01-25

  10

  13

• 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 respond to comments through natural language chat commands.

  Last updated 2025-12-10

• Review MCP Server

  je4550

  A

  security

  F

  license

  -

  quality

  Enables Claude to perform thorough code reviews by integrating with Codex and Gemini CLIs to provide senior-level feedback on code quality, security, performance, and best practices. Supports reviewing code snippets, individual files, or entire directories with automatic detection of available review tools.

  Last updated 2025-10-13

  4

• 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-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

• Frontend Review MCP

  zueai

  A

  security

  F

  license

  -

  quality

  An MCP server that visually reviews UI edit requests by comparing screenshots before and after edits, ensuring changes satisfy user requests.

  Last updated 2025-02-26

  1

  9

  31