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"A server for finding code examples on GitLab using semantic search" matching MCP servers:

  • semantic-code-mcp

    vrppaul
    F
    license
    A
    quality
    C
    maintenance
    A local MCP server that provides semantic code search for Python codebases using tree-sitter for chunking and LanceDB for vector storage. It enables natural language queries to find relevant code snippets based on meaning rather than just text matching.
    3
    3

  • semantic-code-mcp

    huawang1258
    A
    license
    A
    quality
    B
    maintenance
    A self-hosted semantic code retrieval MCP server that enables natural language queries to find relevant code snippets using Tree-sitter AST parsing, embedding, and hybrid search with reranking.
    1
    2
    MIT

  • semantic-search

    kengo006
    A
    license
    A
    quality
    A
    maintenance
    Local semantic recall MCP server for citation-integrity workflows. Enables semantic search over a text corpus, returning file paths and page numbers for verification, with 100% local processing using ONNX embeddings and LanceDB.
    2
    1
    MIT

  • Semantic Search MCP

    bborbe
    A
    license
    A
    quality
    B
    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 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 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

  • gitlab-mcp-server

    kopiloto
    A
    license
    A
    quality
    C
    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.
    10
    4
    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

  • 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

  • semantic-dom-mcp

    helmif
    A
    license
    A
    quality
    B
    maintenance
    Drives a real Chromium browser to extract a page's DOM into compact Semantic JSON with Playwright-native locators, enabling AI agents to generate consistent, accurate Playwright tests.
    4
    27
    3
    MIT