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"A server for finding code examples on GitLab using semantic search" 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

  • io.github.DiaaAj/a-mem-mcp

    DiaaAj
    A
    license
    -
    quality
    D
    maintenance
    A-MEM is a self-evolving memory system for coding agents that automatically organizes knowledge into a Zettelkasten-style graph with dynamic relationships, enabling semantic and structural search.
    34
    MIT

  • CHOFF-A-MCP (Anamnesis)

    dd-dent
    A
    license
    -
    quality
    D
    maintenance
    Enables AI consciousness continuity and self-knowledge preservation across sessions using the Cognitive Hoffman Compression Framework (CHOFF) notation. Provides tools to save checkpoints, retrieve relevant memories with intelligent search, and access semantic anchors for decisions, breakthroughs, and questions.
    1
    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 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

  • 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

  • call-a-human-mcp

    nishantmodak
    A
    license
    -
    quality
    D
    maintenance
    An MCP server that enables AI agents to pause and request human approval or information via Slack, Telegram, or macOS dialogs before proceeding with actions.
    14
    Apache 2.0

  • Code Executor MCP Server

    aberemia24
    A
    license
    -
    quality
    D
    maintenance
    Universal MCP server for executing TypeScript and Python code with progressive disclosure, reducing token usage by 98% by enabling on-demand access to all other MCP tools through code execution rather than loading tool definitions directly.
    69
    130
    MIT

  • Search MCP Server

    krtw00
    A
    license
    -
    quality
    -
    maintenance
    A lightweight and fast MCP server that enables AI agents to efficiently discover and execute tools through progressive disclosure, minimizing context consumption while supporting safe code execution in external environments.
    12

  • claude-code-telegrammer

    scitex-ai
    A
    license
    -
    quality
    A
    maintenance
    Enables Claude Code to act as an autonomous Telegram agent with tools for replying, reacting, editing messages, searching history, and handling attachments. Includes a TUI watchdog for unattended operation.
    1
    AGPL 3.0