Notebook Intelligence (NBI) is an AI coding assistant and extensible AI framework designed for JupyterLab. It supports models from GitHub Copilot and other LLM providers, including local Ollama models. It significantly enhances productivity through features such as code generation, auto - completion, and chat interfaces, and supports the integration of Model Context Protocol (MCP) services.

MoltBridge is a platform that provides professional network intelligence for AI agents. It analyzes interpersonal relationships through a graph database to help AI agents find the best contact path and generate credibility proof.

The Neural Child Development System is a breakthrough artificial intelligence framework that reconstructs the learning method of neural networks by simulating human psychological development stages (including cognitive, emotional, and social growth). This system integrates developmental psychology theories (such as Piaget's cognitive development stages and attachment theory) and neuroscience principles to build a complex architecture including perceptual processing, emotional regulation, memory systems, and psychological components, aiming to create AI with real emotional intelligence and natural development capabilities.

The Hive Intelligence MCP server provides comprehensive cryptocurrency and Web3 analysis services for AI assistants. It integrates over 200 professional tools through a unified interface, covering multiple fields such as market data, on-chain analysis, portfolio tracking, and security analysis.

Octagon MCP is a model context protocol server that integrates the Octagon market intelligence API, providing AI - agent analysis tools for public and private market data.

Octagon MCP is a market data model context protocol server that integrates the Octagon market intelligence API, providing AI agent services for public market data, private market data, and deep research.

Sonatype MCP Server is a protocol server that connects AI assistants to Sonatype's dependency management and security intelligence platform, providing developers with real-time insights into security vulnerability scanning, license compliance checking, and health analysis of open-source dependencies.

This project implements the Model Context Protocol (MCP) as a practical solution for the Personal Intelligence Framework (PIF). It builds a meaningful space for the development of understanding between humans and AI through structured tools and a progressive interaction mode.

An implementation of an MCP server integrated with RSS3 API, providing convenient query functions for the open network.

An AI-driven MCP server that automatically connects to the Malware Bazaar platform, providing real-time threat intelligence and malware sample metadata for authorized network security research.

A browser automation tool based on the MCP architecture that combines web scraping capabilities with LLM intelligence, supports Google search, intelligent web page content extraction, and AI processing, suitable for various website types.

FastApply MCP Server is an enterprise-level code intelligence platform that provides comprehensive code analysis, search, and refactoring capabilities through local AI models, AST semantic search, security scanning, and intelligent pattern recognition. It supports multi-language development and large codebase processing.

XRAY MCP is a progressive code intelligence tool designed for AI assistants. It provides structured code analysis capabilities through ast-grep, helping AI understand the code repository structure, symbol relationships, and change impacts without complex configuration or a language server.

The PLTM MCP server provides 78 tools for Claude Desktop, conducts AGI experiments based on general physical principles, including functions such as memory operations, diverse retrieval, meta - cognition, and knowledge acquisition, aiming to promote the system's evolution towards higher - order intelligence through principles such as criticality and self - organization.

The OT Security MCP Server provides AI query services for industrial control system security standards such as IEC 62443, NIST 800 - 82/53, and MITRE ATT&CK for ICS, helping engineers, architects, and compliance officers quickly obtain security requirements, network segmentation guidance, and threat intelligence.

A headless code editor service based on the Language Server Protocol (LSP) and Model Context Protocol (MCP), providing language intelligence support and AI-assisted code operation functions.

This project uses the MCP protocol and AI technology to build automated network security tools, covering multiple fields such as red - team attack simulation, SOC analysis, malware development, and threat hunting, to achieve the intelligence and automation of security tasks.

Octagon VC Agents is an MCP server that runs AI-driven venture capitalist agents, simulating the investment thinking of well-known VCs (such as Fred Wilson, Peter Thiel, etc.). It combines real-time transaction data and in-depth research intelligence from Octagon Private Markets to provide services such as financing feedback, due diligence simulation, and term negotiation.

An MCP server implementation integrating RSS3 API, supporting the query of open network information such as decentralized chains, social platforms, RSS3 network data, and AI intelligence.

This project is a command - line interface (CLI) tool that integrates Arcee AI, TESS, and MCP services. It adopts the Clean Architecture and DDD design principles to provide an abstract layer for unified access to multiple artificial intelligence services.