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"How to access and read GitLab repositories" matching MCP servers:

  • GitLab MCP

    amalychev
    A
    license
    C
    quality
    B
    maintenance
    MCP server for GitLab that provides 85 tools covering issues, merge requests, repositories, CI/CD, wiki, packages, and attachments, with support for both gitlab.com and self-hosted instances. It can read attachments so models can see screenshots and other files.
    85
    703
    MIT

  • gitlab-mcp

    mcpland
    A
    license
    C
    quality
    A
    maintenance
    A production-ready MCP server for GitLab enabling AI assistants to read and manage GitLab projects, merge requests, issues, pipelines, wikis, releases, and more through a unified interface.
    100
    703
    9
    MIT

  • Gitlab MCP Server

    jmrplens
    A
    license
    A
    quality
    A
    maintenance
    Model Context Protocol (MCP) server for GitLab — exposes 1006 GitLab REST & GraphQL API operations as MCP tools (42 meta-tools / 57 enterprise), 24 resources, 38 prompts, and 17 completion types for AI assistants. Written in Go, single static binary, stdio and HTTP transport.
    2
    31
    MIT

  • GitLab MCP Server

    ttpears
    A
    license
    A
    quality
    A
    maintenance
    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.
    63
    175
    10
    MIT

  • read-docs-mcp

    ZebraRoy
    A
    license
    B
    quality
    D
    maintenance
    A Model Context Protocol server that enables AI agents to access, search, and understand structured package documentation and source code from Git repositories. It automatically generates specialized tools to browse module overviews, components, and detailed documentation for technical libraries.
    1
    428
    7
    MIT

  • mcp-gitlab-jira

    HainanZhao
    A
    license
    B
    quality
    C
    maintenance
    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.
    32
    32
    11
    MIT
  • smart-read-mcp by SylphxAI

    smart-read-mcpofficial

    SylphxAI
    A
    license
    -
    quality
    F
    maintenance
    Provides a universal read path for agents to extract facts, metadata, and provenance from local files and guarded remote URLs without using generative LLMs.
    MIT

  • gitlab-mcp

    kirti12025
    A
    license
    -
    quality
    B
    maintenance
    A comprehensive GitLab MCP server that enables AI clients to manage projects, merge requests, issues, pipelines, wiki, releases, tags, and milestones through multiple transports and authentication methods.
    92,984
    MIT

  • Skill-to-MCP

    biocontext-ai
    A
    license
    A
    quality
    C
    maintenance
    Converts AI Skills (following Claude Skills format) into MCP server resources, enabling LLM applications to discover, access, and utilize self-contained skill directories through the Model Context Protocol. Provides tools to list available skills, retrieve skill details and content, and read supporting files with security protections.
    3
    27
    Apache 2.0

  • read-website-fast

    just-every
    A
    license
    A
    quality
    B
    maintenance
    Fast, token-efficient web content extraction tool that converts websites to clean Markdown for AI agents, featuring smart caching, content extraction with Mozilla Readability, and polite crawling capabilities.
    1
    1,299
    158
    MIT

  • GitLab MCP Code Review

    ffpy
    A
    license
    A
    quality
    D
    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.
    12
    4
    MIT

  • https://github.com/owayo/gitla

    owayo
    A
    license
    B
    quality
    D
    maintenance
    GitLabとの連携機能を提供するModel Context Protocol (MCP) サーバーです。GitLabの特定のプロジェクトからパイプラインの失敗情報やマージリクエストへの指摘事項を取得し、AIアシスタントに提供します。
    3
    1
    MIT

  • GitLab WeChat MCP

    lh8966
    F
    license
    B
    quality
    D
    maintenance
    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.
    3

  • read-no-evil-mcp

    thekie
    A
    license
    -
    quality
    B
    maintenance
    A secure email gateway MCP server that protects AI agents from prompt injection attacks by scanning emails for malicious instructions before they reach the agent.
    3
    Apache 2.0

  • Docs-to-AI

    dorianmeric
    A
    license
    -
    quality
    C
    maintenance
    Enables LLMs to query documents using semantic search, supporting PDFs, Word, Excel, and more. Organizes documents by topics from folder structure and provides advanced search features like phrase matching and date filtering.
    1
    MIT

  • openapi-to-mcp

    AudienceLabV3
    A
    license
    -
    quality
    D
    maintenance
    Auto-generates MCP tools from your OpenAPI spec, allowing natural language interaction with any API via configurable headers and serverless deployment.
    28
    MIT