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wcgw

AI agents

wcgw is a Shell and coding agent (MCP server) for MCP clients, designed to let chat applications write, build, and run code on your local machine. It provides tools tightly integrated with the shell, code editing, and file operations, and supports MCP-enabled clients such as Claude. Key features include: interactive command handling (supporting arrow keys, interrupts, and ANSI escape sequences), background multi-command execution, incremental editing of large files, syntax checking on edit, file protection (files must be read before editing), search-replace based editing, automatic loading of CLAUDE.md/AGENTS.md, three run modes (architect, code-writer, wcgw), and context save and resume. Before use, note: this server provides unfiltered access to the machine's shell and files, does not restrict the LLM from executing arbitrary commands or making unintended modifications, may be abused by attackers or trigger dangerous operations due to AI hallucinations, and should only be used if you fully understand and accept the risks.

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Westworld” simulation

AI agents

Westworld is a multi-agent simulation library designed to simulate and optimize systems and environments with multi-agent interactions. It is inspired by Unity software and Unity ML Agents, and is implemented in Python. The goal is to be able to simulate environments in fields such as logistics, retail, and epidemiology, providing pre-coded spatial environments and communication between agents. Optimization can be achieved through heuristic methods and reinforcement learning. The library is in a highly experimental stage and is under active development; it is an alpha version, the documentation may not be up to date, and not all features may be tested. The name is inspired by the TV series Westworld, which is itself a massive multi-agent simulation system.

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win-cli-mcp-server

AI agents

win-cli-mcp-server is a Model Context Protocol (MCP) server for Windows systems, used to provide command-line interaction capabilities under controlled conditions. It allows MCP clients (such as Claude Desktop) to execute PowerShell, CMD, and Git Bash commands on Windows, and to operate remote systems via SSH. The project has been marked as deprecated and is no longer maintained; the official recommendation is to switch to DesktopCommanderMCP for similar functionality. The server emphasizes security controls, including command and argument blocking, working directory restrictions, command length and timeout limits, command logging, etc., and supports customizing security rules, Shell settings, and SSH connections through a JSON configuration file.

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