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by AI-QL · MCP Server · ★ 242
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MCP Chat Desktop App A Cross-Platform Interface for LLMs This desktop application utilizes the MCP (Model Context Protocol) to seamlessly connect and interact with various Large Language Models (LLMs). Built on Electron, the app ensures full cross-platform compatibility, enabling smooth operation across different operating systems. The primary objective of this project is to deliver a clean, minimalistic codebase that simplifies understanding the core principles of MCP. Additionally, it provides a quick and efficient way to test multiple servers and LLMs, making it an ideal tool for developers and researchers alike. News This project originated as a modified version of Chat-UI, initially adopting a minimalist code approach to implement core MCP functionality for educational purposes. Through iterative updates to MCP, I received community feedback advocating for a completely new architecture - one that eliminates third-party CDN dependencies and establishes clearer modular structure to better support derivative development and debugging workflows. This led to the creation of Tool Unitary User Interface, a restructured desktop application optimized for AI-powered development.
| Stars | 242 |
| Forks | 33 |
| Language | HTML |
| Category | MCP Server |
| License | Apache-2.0 |
| Quality Score | 76.4772224657814/100 |
| Open Issues | 1 |
| Last Updated | 2025-09-27 |
| Created | 2024-12-01 |
| Platforms | cli, mcp |
| Est. Tokens | ~780k |
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chat-mcp is A Desktop Chat App that leverages MCP(Model Context Protocol) to interface with other LLMs.. It is categorized as a MCP Server with 242 GitHub stars.
chat-mcp is primarily written in HTML. It covers topics such as electron, mcp, mcp-client.
You can find installation instructions and usage details in the chat-mcp GitHub repository at github.com/AI-QL/chat-mcp. The project has 242 stars and 33 forks, indicating an active community.
chat-mcp is released under the Apache-2.0 license, making it free to use and modify according to the license terms.
The top alternatives to chat-mcp on Agent Skills Hub include mcp-client-for-ollama, context-space, desktop. Each offers a different approach to the same problem space — compare them side-by-side by stars, quality score, and community activity.
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.
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