"Automating GitLab Merge Request Feedback with Line-Specific Comments" matching MCP servers:

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  Merge MCP Serverofficial

  merge-api

  F

  license

  -

  quality

  C

  maintenance

  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

  18

• Bilibili Comments MCP

  222wcnm

  A

  license

  A

  quality

  C

  maintenance

  Enables retrieval of comments from Bilibili videos and dynamic posts with support for pagination, sorting, and nested replies in both Markdown and JSON formats.

  Last updated 2026-02-27

  4

  2

  13

  1

  MIT

• MCP Merge Request Summarizer

  sonicjoy

  A

  license

  -

  quality

  C

  maintenance

  Automatically generates comprehensive merge request summaries from git logs, analyzing commit history and categorizing changes into structured descriptions. Provides tools to analyze git repositories, compare branches, and create detailed summaries with change categorization, impact analysis, and review time estimates.

  Last updated 2025-08-29

  1

  MIT

• GitLab MCP Code Review

  ffpy

  A

  license

  A

  quality

  C

  maintenance

  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

• Code Merge MCP

  yy1588133

  A

  license

  B

  quality

  C

  maintenance

  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

• PDF Merge AI MCP

  CSOAI-ORG

  A

  license

  -

  quality

  B

  maintenance

  PDF Merge AI - MCP server providing AI-powered tools and automation by MEOK AI Labs

  Last updated 2026-05-08

  4

  MIT

• Cursor Feedback MCP

  phidn

  A

  license

  -

  quality

  C

  maintenance

  Enables interactive feedback with image support in Cursor, allowing users to paste images for visual context and feedback.

  Last updated 2025-06-09

  8

  MIT

• mcp-feedback-enhanced

  Ming-321

  F

  license

  -

  quality

  C

  maintenance

  Establishes feedback-oriented development workflows with dual Web UI and Desktop interfaces, enabling AI to confirm with users before actions and consolidate multiple tool calls into a single feedback request.

  Last updated 2026-03-15

  2

• Feedback Synthesis MCP

  sapph1re

  A

  license

  A

  quality

  C

  maintenance

  MCP server that synthesizes user feedback from multiple sources into actionable insights. Aggregates reviews, support tickets, and survey responses to identify patterns and priorities.

  Last updated 2026-04-13

  4

  MIT

• gitlab-ci-mcp

  mshegolev

  A

  license

  A

  quality

  B

  maintenance

  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 2026-04-28

  23

  MIT

• line-oa-mcp-ultimate

  wasintoh

  A

  license

  A

  quality

  B

  maintenance

  Operate your LINE Official Account from any AI agent through natural language.

  Last updated 2026-05-29

  27

  10

  MIT

• MCP GitLab Server

  Vijay-Duke

  A

  license

  A

  quality

  C

  maintenance

  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 2026-05-18

  72

  1

  Apache 2.0

• Interactive Feedback MCP

  noopstudios

  A

  license

  A

  quality

  D

  maintenance

  A MCP server that enables human-in-the-loop workflow in AI-assisted development tools by allowing users to run commands, view their output, and provide textual feedback directly to the AI assistant.

  Last updated 2025-05-26

  1

  1,719

  MIT

• TestFlight Feedback MCP Server

  BandaruDheeraj

  F

  license

  A

  quality

  C

  maintenance

  Enables AI assistants to access TestFlight beta tester feedback, including screenshots, crash logs, and text comments from App Store Connect. It works across any platform without requiring Xcode, using official API keys and optional browser automation for full text feedback.

  Last updated 2026-02-17

  8

• GitLab MCP Server

  FitoDomik

  F

  license

  A

  quality

  C

  maintenance

  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

  amirsina-mandegari

  A

  license

  A

  quality

  B

  maintenance

  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

  kopiloto

  A

  license

  A

  quality

  B

  maintenance

  Enables interacting with GitLab repositories, merge requests, and code through natural language using MCP. Supports authentication with personal access tokens or OAuth2, and provides tools for listing projects, reading repository code, and analyzing merge request lifetimes.

  Last updated 2025-06-07

  10

  4

  MIT

• GitLab Forum MCP

  ahnmichael

  A

  license

  B

  quality

  C

  maintenance

  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

  10

  MIT

• Interactive Feedback MCP

  duolabmeng6

  A

  license

  B

  quality

  C

  maintenance

  A powerful MCP server that provides interactive user feedback and command execution capabilities for AI-assisted development, featuring a graphical interface with text and image support.

  Last updated 2025-09-08

  1

  44

  MIT

• GitLab MCP Server

  rifqi96

  A

  license

  B

  quality

  C

  maintenance

  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

  89

  21

  MIT