wcgw — security grade SAFE, quality 65/100

Security audit verdict: SAFE · quality 65/100

No red flags found in any of the 11 categories — no credential harvesting, no data exfiltration, no curl-pipe-shell installer. Scanned against the SlowMist agent-security taxonomy, refreshed every 8 hours. Full audit →

by rusiaaman · MCP Server · ★ 674

Last updated: · Indexed by AgentSkillsHub · Auto-synced every 8h

🔒 Is wcgw safe to install? View the security audit →

About wcgw

Shell and Coding agent for Claude and other mcp clients Empowering chat applications to code, build and run on your local machine. wcgw is an MCP server with tightly integrated shell and code editing tools. ⚠️ Warning: This MCP server provides unfiltered access to your machine's shell and files. It does not restrict LLMs from executing arbitrary commands or making unintended changes. This tool can be misused by attackers or run dangerous commands if the AI hallucinates. Run this repository only if you fully understand and accept the risks associated with running AI agents with no restrictions. As of 2026 the reason you could use is that it provides fully interactive shell experience that you and the agent both can control (including sending key-strokes). Combined with the wcgw vscode extension that attaches the agent's shell in your editor, you can get the best agentic shell experience that is out there. The file editing tricks and the general minimalism also helps agent be more productive. [](https://github.com/rusi

agentai-agentai-codinganthropicchatgptclaudeclaude-desktopcustom-gptllmllm-agent

Quick Facts

Stars674
Forks64
LanguagePython
CategoryMCP Server
LicenseApache-2.0
Quality Score65.2738300111529/100
Open Issues5
Last Updated2026-09-12
Created2024-09-20
Platformsclaude-code, cli, mcp, python
Est. Tokens~17k

Compatible Skills

These tools work well together with wcgw for enhanced workflows:

  • runprompt — semantic(0.23)+complementary+rare_topics+same_lang+similar_pop+shared_platform (57%)
  • cursor-agent — semantic(0.16)+complementary+same_lang+similar_pop+shared_platform (55%)
  • LiteMultiAgent — semantic(0.24)+complementary+same_lang+similar_pop+shared_platform (54%)
  • AIlice — semantic(0.23)+complementary+same_lang+similar_pop+shared_platform (53%)
  • gptme — semantic(0.23)+complementary+same_lang+similar_pop+shared_platform (53%)

wcgw alternative? Top 6 similar tools

Looking for a wcgw alternative? If you're comparing wcgw with other mcp server tools, these 6 projects are the closest alternatives on Agent Skills Hub — ranked by topic overlap, star count, and community traction.

  • notion-mcp-server by awkoy · ⭐ 171

    Notion MCP server for Claude, Cursor, ChatGPT & Claude Desktop. Connect AI agents to Notion via Model Context

  • google_workspace_mcp by taylorwilsdon · ⭐ 3.2k

    Control Gmail, Google Calendar, Docs, Sheets, Slides, Chat, Forms, Tasks, Search & Drive with AI - Comprehensi

  • paperdebugger by PaperDebugger · ⭐ 1.5k

    A Plugin-Based Multi-Agent System for In-Editor Academic Writing, Review, and Editing

  • Overture by SixHq · ⭐ 641

    Overture is an open-source, locally running web interface delivered as an MCP (Model Context Protocol) server

  • inspector by MCPJam · ⭐ 2.2k

    Testing and evaluation platform to chat, inspect, and debug MCP servers, MCP apps, and ChatGPT apps.

  • tuui by AI-QL · ⭐ 1.2k

    A desktop MCP client designed as a tool unitary utility integration, accelerating AI adoption through the Mode

More MCP Server Tools

Explore other popular mcp server tools:

View all MCP Server tools →

Popular Python Agent Tools

Frequently Asked Questions

What is wcgw?

wcgw is Shell and coding agent on mcp clients. It is categorized as a MCP Server with 674 GitHub stars.

What programming language is wcgw written in?

wcgw is primarily written in Python. It covers topics such as agent, ai-agent, ai-coding.

How do I install or use wcgw?

You can find installation instructions and usage details in the wcgw GitHub repository at github.com/rusiaaman/wcgw. The project has 674 stars and 64 forks, indicating an active community.

What license does wcgw use?

wcgw is released under the Apache-2.0 license, making it free to use and modify according to the license terms.

What are the best alternatives to wcgw?

The top alternatives to wcgw on Agent Skills Hub include notion-mcp-server, google_workspace_mcp, paperdebugger. Each offers a different approach to the same problem space — compare them side-by-side by stars, quality score, and community activity.

How this security grade is produced

Grades come from a rule-based scan built on the SlowMist agent-security taxonomy, covering 11 red-flag categories including credential harvesting, data exfiltration, and curl | sh installers. It is a first-layer scan, not a manual audit — we say so rather than overstate it.

The scale of the problem is documented independently: Liu et al. (2026), in a study of 31,132 agent skills, report that 26.1% contain security vulnerabilities. Our own full-catalog census is published as a citable open dataset.

Sources & who's responsible:

View on GitHub → Browse MCP Server tools