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

  • xlsx-for-ai

    senoff
    A
    license
    A
    quality
    A
    maintenance
    50 tools and 400 functions for working with Excel/.xlsx spreadsheets — read/write, recalculate formulas, diff, repair broken references, and audit. Built for AI agents.
    50
    376
    5
    MIT

  • mcp-for-spotlight

    shaack
    A
    license
    A
    quality
    C
    maintenance
    An MCP server that exposes macOS Spotlight search as tools, wrapping mdfind and mdls to provide full-text and metadata file search across the system.
    2
    MIT

  • MCP Complete Implementation

    saksham0712
    F
    license
    B
    quality
    D
    maintenance
    Provides a complete end-to-end MCP server implementation with file system tools, web scraping capabilities, and system information access. Includes ready-to-use configuration files and integration examples for Claude Desktop, ChatGPT, and other AI models.
    6

  • Code MCP Server

    agentics-ai
    A
    license
    C
    quality
    D
    maintenance
    An experimental MCP server that enables AI assistants to interact with VS Code workspaces through file operations, code execution, and Git management. It also provides tools for Docker integration, project scaffolding, and secure command execution using project-specific configurations.
    76
    22
    3
    MIT

  • Code Buddy

    Abhi-vish
    A
    license
    C
    quality
    D
    maintenance
    A comprehensive MCP server that provides AI assistants with tools for file system management, Git integration, and shell command execution. It features specialized code utilities for analysis, formatting, and linting to enhance development workflows within Claude Desktop.
    28
    7
    MIT

  • code-mcp

    54yyyu
    A
    license
    -
    quality
    F
    maintenance
    Enables Claude AI to run terminal commands, perform file operations, and manage git in a project directory via the Model Context Protocol.
    38
    MIT

  • mcps-for-macos

    shaack
    A
    license
    -
    quality
    C
    maintenance
    A collection of small MCP servers for macOS automation that expose Apple Mail, MoneyMoney, and Spotlight functionality as tools via AppleScript and command-line, enabling AI applications to search mail, manage contacts and transactions, and perform system-wide file searches through natural language.
    MIT

  • mcp-everything-search

    mamertofabian
    A
    license
    -
    quality
    F
    maintenance
    This server provides: * Fast file search capabilities using Everything SDK * Windows-specific implementation * Complements existing filesystem servers with specialized search functionality
    354
    MIT

  • smart-search

    ekmungi
    F
    license
    -
    quality
    D
    maintenance
    A local-first MCP server that enables semantic search over PDF and DOCX documents using structure-aware parsing and vector storage. It allows users to query their local knowledge base through Claude Code without cloud dependencies or GPU requirements.

  • pdf-search-mcp

    renvk
    A
    license
    A
    quality
    A
    maintenance
    MCP server for full-text search across PDF document collections with offline indexing, ranked results, snippets, and page rendering.
    4
    MIT

  • File Search MCP

    elad12390
    A
    license
    A
    quality
    C
    maintenance
    Enables blazingly fast file and content searching in large codebases using ripgrep, with intelligent filtering, fuzzy finding, and directory tree visualization while respecting .gitignore and avoiding common bloat directories.
    4
    29
    2
    MIT

  • MCP Claude Code

    SDGLBL
    A
    license
    A
    quality
    B
    maintenance
    An MCP server that implements Claude Code-like functionality, allowing the AI to analyze codebases, modify files, execute commands, and manage projects through direct file system interactions.
    15
    304
    MIT

  • claude-code-organizer

    mcpware
    A
    license
    A
    quality
    B
    maintenance
    MCP server + web dashboard for managing Claude Code's scope hierarchy. 4 tools: scan_inventory, move_item, delete_item, list_destinations. Scans ~/.claude/, shows scope inheritance tree, drag-and-drop between scopes. Also serves as a standalone web dashboard at localhost:3847.
    5
    90
    367
    MIT

  • mcp-for-apple-mail

    shaack
    A
    license
    A
    quality
    C
    maintenance
    MCP server that encapsulates Apple Mail on macOS via AppleScript, enabling invoice PDF search, attachment saving, and message flagging through natural language.
    5
    MIT

  • MCP keyword search

    alfaarghya
    F
    license
    A
    quality
    D
    maintenance
    A Model Context Protocol server that enables keyword search within files, returning matching lines with line numbers.
    1
    1

  • mcp-everything-search

    rlaksana
    F
    license
    A
    quality
    D
    maintenance
    Integrates Everything Search with Claude Code for lightning-fast file searching across entire drives, up to 400x faster than traditional methods.
    5