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"Using GitLab Semantic Search for Code Implementation" matching MCP servers:

  • Semantic Search MCP Server

    mix0z
    F
    license
    D
    quality
    D
    maintenance
    Enables AI agents to perform semantic search over codebases by converting natural language queries into efficient search patterns like grep and ripgrep. It utilizes LLMs to verify relevance and find code snippets that traditional keyword-based searches might miss.
    1

  • GitLab Code Review MCP

    lininn
    A
    license
    -
    quality
    D
    maintenance
    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.
    3
    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

  • Hugging Face Hub Semantic

    davanstrien
    A
    license
    -
    quality
    D
    maintenance
    An unofficial MCP server that provides semantic search capabilities for Hugging Face models and datasets, enabling Claude and other MCP-compatible clients to search, discover, and explore the Hugging Face ecosystem using natural language queries.
    20
    MIT

  • semantic-mcp

    milkymap
    A
    license
    -
    quality
    D
    maintenance
    A semantic router that enables discovery, management, and execution of tools across multiple MCP servers using natural language.
    MIT

  • semantic-runtime

    Chloride233
    A
    license
    -
    quality
    A
    maintenance
    Enables MCP clients to serve and query semantic models, providing tools for entity descriptions, metric lookups, context resolution, and operation validation for AI agents.
    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

  • pg-semantic-mcp

    chncaesar
    A
    license
    A
    quality
    A
    maintenance
    A read-only PostgreSQL MCP server for AI coding agents that exposes database schema and sample data as tools, with LLM-powered semantic search enriched by a user-authored semantic layer.
    4
    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

  • 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

  • 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

    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