I

Imagerecog

BenBox is an AI agent system based on the SSE-based MCP protocol, including a mobile Angular application, supporting image recognition and cloud deployment.
2 points
6

What is BenBox?

BenBox is an intelligent agent system that connects to MCP servers for AI processing. It allows clients to use AI services on-demand without maintaining constant connections, making it ideal for mobile and distributed applications.

How does BenBox work?

The system consists of three main components: 1) MCP server for AI processing 2) Streamlit web interface 3) Mobile Angular app. Users can connect to the server when needed and disconnect after completing tasks.

Use Cases

Ideal for mobile AI applications, cloud-based services, and scenarios requiring intermittent AI processing like image recognition, content generation, and data analysis.

Key Features

Flexible ConnectivityClients can connect to MCP servers on-demand without persistent connections
Multi-Platform SupportIncludes web interface (Streamlit) and mobile app (Angular/Capacitor)
Multiple AI BackendsSupports both local (Ollama) and cloud (OpenAI) AI models
Docker DeploymentEasy containerization for cloud deployment

Pros and Cons

Advantages
Decoupled architecture allows flexible scaling
Reduced resource usage with on-demand connections
Supports both local and cloud AI models
Cross-platform mobile support
Limitations
Requires network connection for cloud features
Initial setup may be complex for non-technical users
Mobile app requires separate build process

Getting Started

Install Dependencies
Install Node.js, npm, and Conda package manager
Set Up Environment
Create and activate the Conda environment
Run the System
Start the MCP server and client applications
Configure Settings
Edit the configuration file to set your preferences

Example Use Cases

Image RecognitionProcess images through AI for object detection and analysis
Document ProcessingExtract and analyze text from documents

Frequently Asked Questions

What's the difference between MCP and traditional API?
Can I use BenBox without internet?
How do I update the mobile app?
What AI models are supported?

Additional Resources

MCP Protocol Documentation
Official Model Context Protocol documentation
GitHub Repository
Source code and issue tracking
Ollama Documentation
Local AI model management
Angular Mobile Development
Building mobile apps with Angular
Installation
Copy the following command to your Client for configuration
Note: Your key is sensitive information, do not share it with anyone.
N
Notte Browser
Certified
Notte is an open-source full-stack network AI agent framework that provides browser sessions, automated LLM-driven agents, web page observation and operation, credential management, etc. It aims to transform the Internet into an agent-friendly environment and reduce the cognitive burden of LLMs by describing website structures in natural language.
664
4.5 points
S
Search1api
The Search1API MCP Server is a server based on the Model Context Protocol (MCP), providing search and crawling functions, and supporting multiple search services and tools.
TypeScript
343
4 points
D
Duckduckgo MCP Server
Certified
The DuckDuckGo Search MCP Server provides web search and content scraping services for LLMs such as Claude.
Python
832
4.3 points
B
Bing Search MCP
An MCP server for integrating Microsoft Bing Search API, supporting web page, news, and image search functions, providing network search capabilities for AI assistants.
Python
230
4 points
M
MCP Alchemy
Certified
MCP Alchemy is a tool that connects Claude Desktop to multiple databases, supporting SQL queries, database structure analysis, and data report generation.
Python
327
4.2 points
P
Postgresql MCP
A PostgreSQL database MCP service based on the FastMCP library, providing CRUD operations, schema inspection, and custom SQL query functions for specified tables.
Python
113
4 points
M
MCP Scan
MCP-Scan is a security scanning tool for MCP servers, used to detect common security vulnerabilities such as prompt injection, tool poisoning, and cross-domain escalation.
Python
618
5 points
A
Agentic Radar
Agentic Radar is a security scanning tool for analyzing and assessing agentic systems, helping developers, researchers, and security experts understand the workflows of agentic systems and identify potential vulnerabilities.
Python
558
5 points
Featured MCP Services
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
144
4.5 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
89
4.3 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
1.7K
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
832
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#
568
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
6.7K
4.5 points
C
Context7
Context7 MCP is a service that provides real-time, version-specific documentation and code examples for AI programming assistants. It is directly integrated into prompts through the Model Context Protocol to solve the problem of LLMs using outdated information.
TypeScript
5.2K
4.7 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
285
4.5 points
AIbase
Zhiqi Future, Your AI Solution Think Tank
© 2025AIbase