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

  • Semantic Search MCP

    bborbe
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    license
    A
    quality
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    maintenance
    Enables semantic search over markdown files to find related notes by meaning rather than keywords, and automatically detect duplicate content before creating new notes.
    3
    2
    BSD 2-Clause "Simplified"

  • Semantic Cache MCP

    CoderDayton
    A
    license
    A
    quality
    A
    maintenance
    Reduces token consumption by over 80% through intelligent file caching, returning only diffs for modified files and suppressing unchanged content. It features a suite of 12 tools for semantic search, batch reading, and efficient file editing to optimize LLM interactions with large codebases.
    13
    2
    MIT

  • pg-semantic-mcp

    chncaesar
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    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

  • code-shot

    thesimonharms
    A
    license
    A
    quality
    B
    maintenance
    Renders source code as beautiful SVG or PNG images with syntax highlighting, line numbers, and diff support. Ideal for AI agents to present code visually to humans or for sharing snippets.
    2
    21
    MIT

  • Autotask Search

    JM-Addington
    F
    license
    A
    quality
    D
    maintenance
    Enables LLMs to search and retrieve Autotask tickets, companies, and contacts using advanced semantic search and AI-powered reranking.
    11
    2

  • 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.
    12
    2
  • Code-Fundi MCP Server by Code-Fundi

    Code-Fundi MCP Serverofficial

    Code-Fundi
    A
    license
    A
    quality
    A
    maintenance
    A production-grade MCP server for the Code-Fundi API, enabling AI agents to map codebases, search semantically, and analyze blast radius. It provides tools for repository management, AI-powered research, and impact analysis before shipping changes.
    27
    83
    1
    MIT

  • GitLab MCP Server

    Alosies
    A
    license
    B
    quality
    D
    maintenance
    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.
    50
    104
    9
    MIT

  • jlcpcb-search-mcp

    peterb154
    F
    license
    A
    quality
    B
    maintenance
    Enables AI assistants to search JLCPCB's 450K+ electronic component catalog with real-time stock levels and pricing, supporting keyword search, filtering, and detailed component information.
    4
    5
  • Brave Search MCP Server by brave

    Brave Search MCP Serverofficial

    brave
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    license
    A
    quality
    A
    maintenance
    An MCP implementation that integrates the Brave Search API, providing comprehensive search capabilities including web, local business, image, video, news searches, and AI-powered summarization.
    471
    8
    26,533
    1,371
    MIT

  • brave-search-mcp

    dodou
    F
    license
    A
    quality
    D
    maintenance
    Enables Brave Search via MCP, deployed on Railway for seamless integration with AI agents.
    6