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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.
    Last updated
    3
    2

  • Semantic Search MCP

    bborbe
    A
    license
    -
    quality
    C
    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.
    Last updated
    1
    BSD 2-Clause "Simplified"

  • Semantic Search MCP Server

    mix0z
    F
    license
    D
    quality
    C
    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.
    Last updated
    1

  • cowork-semantic-search

    ZhuBit
    A
    license
    -
    quality
    B
    maintenance
    Local offline semantic search over documents (txt, md, pdf, docx, pptx, csv). Indexes folders into a LanceDB vector database with multilingual embeddings and supports hybrid vector + keyword search via Reciprocal Rank Fusion. No API keys, no cloud, no Docker required.
    Last updated
    26
    AGPL 3.0

  • 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
    12
    3
    MIT

  • GitLab Code Review MCP

    lininn
    A
    license
    -
    quality
    C
    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.
    Last updated
    3
    MIT

  • Hugging Face Hub Semantic

    davanstrien
    A
    license
    -
    quality
    C
    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.
    Last updated
    20
    MIT

  • Code Search MCP

    LLMTooling
    F
    license
    -
    quality
    B
    maintenance
    Enables LLMs to perform high-performance code search and analysis across multiple languages using symbol indexing, regex text search, and structural AST pattern matching. It also provides tools for technology stack detection and dependency analysis with persistent caching for optimized performance.
    Last updated
    2

  • 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.
    Last updated
    6
    33
    1
    MIT

  • Semantic Cache MCP

    CoderDayton
    A
    license
    A
    quality
    B
    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.
    Last updated
    13
    1
    MIT

  • Seroost Search MCP Server

    Parado-xy
    F
    license
    A
    quality
    C
    maintenance
    Enables AI agents to perform semantic code search across entire codebases using natural language queries. Provides fast indexing and ranked search results with line numbers and file paths through the Seroost search engine.
    Last updated
    3
    3
    7