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

  • semantic-code-mcp

    vrppaul
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    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
    • Apple
    • Linux

  • Semantic Search MCP

    bborbe
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    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"

  • cowork-semantic-search

    ZhuBit
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    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
    24
    AGPL 3.0

  • Semantic Search MCP Server

    mix0z
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    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

  • GitLab Code Review MCP

    lininn
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    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

  • GitLab MCP Code Review

    ffpy
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    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

  • Code Search MCP

    LLMTooling
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    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

  • Hugging Face Hub Semantic

    davanstrien
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    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
    • Apple

  • Seroost Search MCP Server

    Parado-xy
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    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
    25
    6

  • GitLab MCP

    lvhungdev
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    Enables AI assistants to manage GitLab projects by providing tools for issues, milestones, and team reports through a read/write interface. Users can interact with project data using natural language directly within Claude Desktop or Claude Code.
    Last updated

  • Semantic Cache MCP

    CoderDayton
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    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

  • GitLab MCP Server

    ttpears
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    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.
    Last updated
    38
    69
    2
    MIT
  • Semantic D1 MCP by semanticintent

    Semantic D1 MCPofficial

    semanticintent
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    Enables AI-assisted analysis and optimization of Cloudflare D1 databases through comprehensive schema introspection, relationship mapping, validation, and optimization recommendations. Demonstrates semantic intent patterns with hexagonal architecture for maintainable database development workflows.
    Last updated
    4
    2
    MIT

  • GitLab MCP Server

    SynclyAI
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    Enables AI-assisted code review and repository management for on-premise GitLab instances. It provides tools for interacting with merge requests, browsing source code, and searching repositories via the Model Context Protocol.
    Last updated
    1
    MIT

  • gitlab-mcp

    structured-world
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    Full-coverage GitLab MCP server with 44 tools across 18 resource types. Agent-optimized CQRS design — one tool call handles complete multi-step operations. Supports OAuth 2.1, read-only mode, stdio/SSE/StreamableHTTP transports, and GraphQL-native work items with full hierarchy (epics,issues,etc)
    Last updated
    3,853
    3
    Apache 2.0

  • GitLab MCP Server

    TeslaLord
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    Enables interaction with GitLab repositories through natural language, supporting project management, issue tracking, merge requests, file access, and repository operations. Includes a conversational agent interface with structured outputs for comprehensive GitLab workflow automation.
    Last updated

  • GitLab MCP Server

    anupsahu
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    Enables interaction with GitLab repositories through secure OAuth 2.0 authentication. Supports comprehensive GitLab operations including merge requests, issues, file management, commits, and branch operations through natural language.
    Last updated
    11
    MIT

  • GitLab Forum MCP

    ahnmichael
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    Enables searching, reading, and analyzing discussions on GitLab's community forum for troubleshooting CI/CD issues and GitLab features. Pre-configured with GitLab-specific search filters and optimized workflows for support scenarios.
    Last updated
    8
    11
    MIT

  • Custom GitLab MCP Server

    Din-djarin2
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    Provides integration with GitLab repositories to manage files, issues, merge requests, and branches through the Model Context Protocol. This implementation includes specific fixes for schema validation issues found in standard GitLab MCP servers.
    Last updated

  • GitLab MCP Server

    snowild
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    A Model Context Protocol server that enables AI assistants to interact with self-hosted GitLab instances through 30 specialized tools. It supports managing projects, merge requests, CI/CD pipelines, and repository operations via the GitLab REST API v4.
    Last updated
    30

  • GitLab Review MCP

    lininn
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    Enables code review operations on GitHub and GitLab, including fetching pull/merge requests, viewing diffs, adding comments, analyzing code quality, and creating merge requests directly from your MCP client.
    Last updated
    15
    22
    4
    MIT

  • GitLab MCP Server

    CarmeloRicarte
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    Enables AI assistants to interact with GitLab for managing projects, branches, issues, and merge requests. It provides tools for searching code and performing file operations like reading and writing directly within repositories.
    Last updated
    16
    • Apple
    • Linux

  • GitLab MCP Server

    maxkulish
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    Enables project management and repository operations on GitLab through the GitLab API, including file operations, branch management, issue creation, merge requests, and repository forking with support for both GitLab.com and self-hosted instances.
    Last updated
    5,695
    Apache 2.0

  • GitLab MCP Server

    lucky-dersan
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    Provides GitLab integration for AI assistants using Model Context Protocol, enabling repository operations, file management, issue tracking, merge requests, and branch/tag administration through natural language.
    Last updated
    2

  • MCP GitLab Server

    Vijay-Duke
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    Enables comprehensive GitLab integration allowing LLMs to manage projects, issues, merge requests, repository files, CI/CD pipelines, and perform batch operations. Supports advanced features like AI-optimized summaries, smart diffs, and atomic operations with rollback support.
    Last updated
    72
    1
    Apache 2.0

  • GitLab MCP Server

    poly-mcp
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    Integrates GitLab with AI assistants to manage merge requests, analyze CI/CD pipelines, and create Architecture Decision Records. It enables seamless code searching, pipeline triggering, and deployment management through the Model Context Protocol.
    Last updated
    1
    MIT

  • Gemini MCP Server for Claude

    Raydius
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    Integrates Google's Gemini AI models into Claude Code and other MCP clients to provide second opinions, code comparisons, and token counting. It supports streaming responses and multi-turn conversations directly within your existing AI development workflow.
    Last updated
    3
    Apache 2.0
    • Apple