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"Analyzing user contributions to a GitLab self-hosted project using API token" matching MCP servers:

  • token-ninja

    oanhduong
    A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI coding assistants to execute shell commands locally, intercepting deterministic commands like git status and npm test before they reach the LLM, saving tokens and reducing latency.
    7
    38
    MIT

  • token-filter-mcp

    VMexicano
    A
    license
    A
    quality
    A
    maintenance
    An MCP server that intelligently filters and compresses tool outputs to reduce context window usage, saving up to 90% of tokens by removing noise such as passing tests and redundant information.
    5
    20
    MIT

  • Self-hosted MCP server for

    LeszczynskiKarol
    A
    license
    Not graded
    quality
    C
    maintenance
    Give Claude direct access to your AWS account, SSH into your servers, run shell commands on your laptop, query your databases, and manage PM2 processes — all from a Claude chat. No Claude Code subscription needed. Your keys never leave your machine.
    2
    MIT

  • API Weaver

    bowbozaa
    A
    license
    Not graded
    quality
    B
    maintenance
    A comprehensive MCP server with RESTful API that enables file operations, command execution, project management, and AI integration for remote development control with security features and real-time communication.
    44
    MIT

  • mcp-notepad-project

    xaioaosik
    F
    license
    Not graded
    quality
    C
    maintenance
    MCP server that enables AI models to open the Windows Notepad application via function calling, demonstrating the complete MCP tool call workflow.

  • kimi-api-mcp

    bene-bosco
    A
    license
    Not graded
    quality
    D
    maintenance
    MCP server that provides file operations and Moonshot API-powered tools (reasoning, code review, testing, research, web search, agent) for Kimi K2.5, requiring only a Moonshot API key.
    268
    1
    MIT

  • ChatGPT To Codex

    ezBuilder
    A
    license
    Not graded
    quality
    A
    maintenance
    A local MCP runtime for macOS and Windows that enables ChatGPT to read, edit, search, run tests, and capture screenshots in your local project folder while keeping your source code on your machine.
    17
    104
    MIT

  • api-redbox-mcp

    alfredojrc
    F
    license
    Not graded
    quality
    B
    maintenance
    Provides a disposable, hardened Kali Linux sandbox with an MCP interface for LLM-driven security analysis of REST APIs, confining blast radius via container isolation.

  • Kontrol

    B-A-M-N
    A
    license
    Not graded
    quality
    B
    maintenance
    A self-hosted MCP server that enables AI coding agents to read, edit, search, and run code in local projects with human review loops and policy controls.
    MIT

  • MCP Learning Project

    RobertBauer-dev
    F
    license
    Not graded
    quality
    D
    maintenance
    A tutorial MCP server for learning the Model Context Protocol by building file and system tools. Provides hands-on experience creating custom tools that enable AI models to interact with files and execute system commands.

  • sysknife

    lacs-project
    A
    license
    A
    quality
    A
    maintenance
    Your sysadmin co-pilot — an AI that administers Linux through typed, approval-gated, Ed25519-audited actions instead of shell strings. Reference implementation of the LACS standard.
    1
    5
    6
    MIT

  • MCP Filesystem Server

    A-Niranjan
    A
    license
    A
    quality
    D
    maintenance
    Provides secure filesystem access for AI models through the Model Context Protocol with strict path validation, file operations, directory management, and system command execution within predefined directories.
    16
    7
    MIT

  • Remote MCP SSH Gateway

    Machine-To-Machine
    A
    license
    Not graded
    quality
    C
    maintenance
    The m2m-mcp-server-ssh-client provides a unified MCP server interface, securely connecting via SSH to the m2m-mcp-server-ssh-server back-end which aggregates MCP servers. This setup offers secure, single-point access to diverse remote tools using robust SSH key-based authentication.
    9
    MIT

  • SSH MCP Server

    mcpol-studio
    A
    license
    Not graded
    quality
    D
    maintenance
    An MCP server that enables AI assistants to execute shell commands and manage files on remote servers via SSH. It supports recursive directory uploads, archive extraction, and direct file creation from text content.
    2
    MIT

  • THU Agent by CyberCraze

    cybercrazetech
    F
    license
    Not graded
    quality
    D
    maintenance
    An interactive coding agent and MCP server that provides access to various AI models via the Tsinghua University lab proxy API. It enables users to inspect files and execute shell commands within their local directory using models like DeepSeek, GLM, and Qwen.
    10