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

  • Gemini MCP Server for Claude

    raydollete
    A
    license
    A
    quality
    C
    maintenance
    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.
    3
    Apache 2.0

  • Semantic Hints MCP

    timotheeiss
    F
    license
    A
    quality
    B
    maintenance
    A local stdio MCP server that exposes compact semantic observations from UI elements annotated with data-agent-* hints, designed to work alongside the official Playwright MCP for browser automation.
    2

  • Claude Code MCP

    auchenberg
    A
    license
    B
    quality
    D
    maintenance
    An implementation of Claude Code as a Model Context Protocol server that enables using Claude's software engineering capabilities (code generation, editing, reviewing, and file operations) through the standardized MCP interface.
    8
    21
    185
    MIT

  • Code-MCP

    millsydotdev
    F
    license
    B
    quality
    -
    maintenance
    Turns AI assistants into full-stack software engineers with 36 tools for cognitive reasoning, code validation, project scaffolding, and AI/IDE configuration generation across 130+ programming languages, databases, and frameworks.
    35
    22

  • MCP for Vivado

    lzw12123
    F
    license
    C
    quality
    C
    maintenance
    An AI-centric MCP server that enables automated Xilinx Vivado workflows, including project management, synthesis, implementation, and timing analysis. It allows AI agents to drive hardware design processes while integrating directly with the official Vivado GUI for visual context.
    15
    4

  • claude-for-hermes

    7D-codes
    A
    license
    -
    quality
    B
    maintenance
    A local MCP server that lets Hermes supervise Claude Code, delegating focused coding, research, or review tasks to the Claude Code CLI and managing worker sessions, background jobs, cancellations, and read-only reviews.
    2
    MIT
  • Cerebras Code MCP Server by Cerebras

    Cerebras Code MCP Serverofficial

    Cerebras
    A
    license
    A
    quality
    D
    maintenance
    This MCP server is designed for planning with Claude Code, Cline, or Cursor and making changes with Cerebras to maximize speed and intelligence while avoiding API limits. It uses the Qwen 3 Coder model for high-quality code generation and can be embedded in IDEs.
    1
    51
    MIT

  • code-mode-toon

    ziad-hsn
    A
    license
    A
    quality
    C
    maintenance
    A lightweight Model Context Protocol (MCP) orchestrator designed for efficiency at scale. It features TOON compression (reducing token usage by 30-90%) and Lazy Loading, making it the ideal solution for complex, multi-tool agentic workflows.
    9
    11
    13
    MIT

  • Code Firewall MCP

    egoughnour
    A
    license
    A
    quality
    C
    maintenance
    A security filter that blocks dangerous code patterns by comparing normalized structural syntax trees against a blacklist of known threats using vector embeddings. It acts as a gatekeeper to prevent malicious code execution by identifying dangerous structures regardless of specific identifiers or literals.
    11
    MIT

  • Node Code Sandbox MCP

    mozicim
    F
    license
    A
    quality
    B
    maintenance
    A secure Node.js execution environment that allows coding agents and LLMs to run JavaScript dynamically, install NPM packages, and retrieve results while adhering to the Model Control Protocol.
    7
    56
    4

  • Deep Code Reasoning MCP Server

    evalops
    A
    license
    C
    quality
    B
    maintenance
    Pairs Claude Code with Google's Gemini AI for complementary code analysis, enabling intelligent routing where Claude handles local-context operations while Gemini leverages its 1M token context for distributed system debugging and long-trace analysis.
    10
    107
    MIT