MCP Llm Api Server
M

MCP Llm Api Server

AI Toybox is a generative AI experimental platform focused on rapid prototyping and testing of MCP tools and agent workflows, providing a chat application and modular MCP service templates.
2 points
9.2K

What is the AI Toybox MCP Server?

AI Toybox is an experimental platform focused on generative AI, specifically designed for rapid prototyping and testing of Model Context Protocol (MCP) tools and agent workflows. It provides a separate development environment that allows you to easily build and test custom MCP tools.

How to use the MCP Server?

You can add custom MCP tools to the system through simple configuration without dealing with complex port management or Docker container settings. The system provides clear interfaces for you to quickly start experiments.

Use Cases

It is very suitable for researchers and developers to quickly test new AI tools and workflows, or to share and collaborate on developing MCP tool prototypes within a team.

Main Features

Chat Application with Tool Usage
Try different large language models and MCP tools in a unified chat interface
MCP Server Template
Provide templates for quickly building and testing custom MCP tools
Plug-and-Play Environment
Start experiments immediately after adding tools without complex configuration
Advantages
Rapid prototyping - Let you focus on tool development rather than configuration
Separate architecture - MCP tools are developed as independent modules
Low threshold - Suitable for users of various technical levels to conduct experiments
Limitations
Non-production environment - Only used for experiments and prototyping
Limited functionality - Focus on rapid testing rather than full functionality
Requires basic technical knowledge - Although simplified, still need to understand basic concepts

How to Use

Clone the Repository
Get the AI Toybox project code
Set Up the MCP Server
Enter the mcp-server-template directory and install dependencies
Add Custom Tools
Create your MCP tool implementation in the tools directory
Start the Server
Run the MCP server and connect to the main application

Usage Examples

Create a Weather Query Tool
Implement an MCP tool that can query real-time weather
Test the Toolchain Workflow
Set up multiple tools to work together to complete complex tasks

Frequently Asked Questions

What technical foundation is required for the MCP Server?
Can it be used in a production environment?
How to share the developed tools with the team?

Related Resources

MCP Protocol Documentation
Official documentation for the Model Context Protocol
Example Tool Library
Example implementations of various MCP tools
AI Toybox Video Tutorial
Video guide on how to use the AI Toybox platform

Installation

Copy the following command to your Client for configuration
Note: Your key is sensitive information, do not share it with anyone.

Alternatives

K
Klavis
Klavis AI is an open-source project that provides a simple and easy-to-use MCP (Model Context Protocol) service on Slack, Discord, and Web platforms. It includes various functions such as report generation, YouTube tools, and document conversion, supporting non-technical users and developers to use AI workflows.
TypeScript
8.2K
5 points
M
MCP
The Microsoft official MCP server provides search and access functions for the latest Microsoft technical documentation for AI assistants
10.0K
5 points
A
Aderyn
Aderyn is an open - source Solidity smart contract static analysis tool written in Rust, which helps developers and security researchers discover vulnerabilities in Solidity code. It supports Foundry and Hardhat projects, can generate reports in multiple formats, and provides a VSCode extension.
Rust
5.9K
5 points
D
Devtools Debugger MCP
The Node.js Debugger MCP server provides complete debugging capabilities based on the Chrome DevTools protocol, including breakpoint setting, stepping execution, variable inspection, and expression evaluation.
TypeScript
6.4K
4 points
S
Scrapling
Scrapling is an adaptive web scraping library that can automatically learn website changes and re - locate elements. It supports multiple scraping methods and AI integration, providing high - performance parsing and a developer - friendly experience.
Python
8.9K
5 points
M
Mcpjungle
MCPJungle is a self-hosted MCP gateway used to centrally manage and proxy multiple MCP servers, providing a unified tool access interface for AI agents.
Go
0
4.5 points
C
Cipher
Cipher is an open-source memory layer framework designed for programming AI agents. It integrates with various IDEs and AI coding assistants through the MCP protocol, providing core functions such as automatic memory generation, team memory sharing, and dual-system memory management.
TypeScript
0
5 points
N
Nexus
Nexus is an AI tool aggregation gateway that supports connecting multiple MCP servers and LLM providers, providing tool search, execution, and model routing functions through a unified endpoint, and supporting security authentication and rate limiting.
Rust
0
4 points
G
Gitlab MCP Server
Certified
The GitLab MCP server is a project based on the Model Context Protocol that provides a comprehensive toolset for interacting with GitLab accounts, including code review, merge request management, CI/CD configuration, and other functions.
TypeScript
16.6K
4.3 points
N
Notion Api MCP
Certified
A Python-based MCP Server that provides advanced to-do list management and content organization functions through the Notion API, enabling seamless integration between AI models and Notion.
Python
14.8K
4.5 points
M
Markdownify MCP
Markdownify is a multi-functional file conversion service that supports converting multiple formats such as PDFs, images, audio, and web page content into Markdown format.
TypeScript
24.8K
5 points
D
Duckduckgo MCP Server
Certified
The DuckDuckGo Search MCP Server provides web search and content scraping services for LLMs such as Claude.
Python
45.2K
4.3 points
U
Unity
Certified
UnityMCP is a Unity editor plugin that implements the Model Context Protocol (MCP), providing seamless integration between Unity and AI assistants, including real - time state monitoring, remote command execution, and log functions.
C#
19.2K
5 points
F
Figma Context MCP
Framelink Figma MCP Server is a server that provides access to Figma design data for AI programming tools (such as Cursor). By simplifying the Figma API response, it helps AI more accurately achieve one - click conversion from design to code.
TypeScript
44.6K
4.5 points
G
Gmail MCP Server
A Gmail automatic authentication MCP server designed for Claude Desktop, supporting Gmail management through natural language interaction, including complete functions such as sending emails, label management, and batch operations.
TypeScript
15.0K
4.5 points
M
Minimax MCP Server
The MiniMax Model Context Protocol (MCP) is an official server that supports interaction with powerful text-to-speech, video/image generation APIs, and is suitable for various client tools such as Claude Desktop and Cursor.
Python
29.4K
4.8 points
AIBase
Zhiqi Future, Your AI Solution Think Tank
© 2025AIBase