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"Multi-agent AI systems for collaborative code development" 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

  • 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

  • mcp-ssh-multi

    gilberth
    A
    license
    A
    quality
    C
    maintenance
    MCP server for managing multiple SSH servers via AI assistants, offering tools for remote command execution, file operations, and system monitoring.
    11
    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

  • AI Code Review MCP Server

    namph-kozocom
    A
    license
    B
    quality
    D
    maintenance
    Integrates GitHub repository management and local file system access to enable AI agents to perform code reviews and manage pull requests. It provides tools for listing repositories, retrieving PR diffs, and searching or reading files within a specified workspace.
    7
    50
    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

  • dispatch-agent

    abhinav-mangla
    A
    license
    -
    quality
    D
    maintenance
    An MCP server that delegates filesystem operations to a specialized React agent, reducing context usage and improving accuracy for AI applications like Claude Code.
    16
    3
    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 AI Developer Agent

    bhavya681
    A
    license
    -
    quality
    C
    maintenance
    An AI-powered developer assistant MCP server that provides filesystem tools (list_files, read_file, search_files, write_file) to help AI agents inspect, analyze, and modify real codebases via the Model Context Protocol.
    2,504
    MIT

  • MCP Remote Code

    zz6zz666
    F
    license
    -
    quality
    C
    maintenance
    Enables agent-style remote development over SSH with file operations and command execution, exposing native tools for searching, editing, and transferring files on remote machines.

  • Agent Ransack MCP

    amrsohil
    A
    license
    A
    quality
    C
    maintenance
    Enables Cursor's AI agent to perform supercharged local file search on Windows by connecting to Agent Ransack via MCP, supporting content and filename searches, regex, and deep folder scans.
    1
    MIT
  • Agent Coherence — Stale Write Guard (FS) by Cohexa-ai

    Agent Coherence — Stale Writeofficial

    Cohexa-ai
    A
    license
    A
    quality
    A
    maintenance
    Coherence guard for shared files: when two agents write the same file, the stale writer is denied instead of silently overwriting, then reacquires and retries. Single-host, TLA+-verified.
    5
    11
    Apache 2.0