Zero-Cost Edge AI: Quickly Build Your Own DeepSeek R1 Based on EdgeOne Pages

Zero-Cost Edge AI: Quickly Build Your Own DeepSeek R1 Based on EdgeOne Pages

Introduction With the deep integration of edge computing and AI technology, developers have an increasing demand for AI tools that can be deployed quickly, at low cost, and with high performance. For instance, in the past, if you wanted to deploy DeepSeek, you had to have a server to host it, whether it was a … Read more

Introducing Jupyter MCP: Seamless Integration of AI Models in Jupyter

Introducing Jupyter MCP: Seamless Integration of AI Models in Jupyter

Follow and star to learn new Python skills every day Due to changes in the public account’s push rules, please click “View” and add “Star” to get exciting technical shares at the first time Source from the internet, please delete if infringing The Jupyter MCP server is an extension component of the Jupyter environment based … Read more

Understanding Len AI Agent: Build Your Own ‘AI Super Agent’

Understanding Len AI Agent: Build Your Own 'AI Super Agent'

🌟 From document parsing to knowledge graph construction | A new paradigm of multimodal intelligent interaction | Java + Spring AI practical guide In today’s world, where the wave of artificial intelligence is sweeping across the globe, building an AI agent that can listen, speak, and think is no longer out of reach. Now, with … Read more

Understanding Recent Changes to HTTP+SSE by MCP: Streamable HTTP

Understanding Recent Changes to HTTP+SSE by MCP: Streamable HTTP

Anthropic has introduced the Model Context Protocol (MCP), aimed at standardizing the communication between large language models (LLMs) and the “external world” to enhance their capabilities through tool/function support. The idea is that if we can simplify this integration, we can focus on powerful tools rather than custom integration code. MCP is thriving, with new … Read more

MCP Tool Container Virtualization

MCP Tool Container Virtualization

MCP (Model Context Protocol) is a standardized interface and framework that allows LLMs to seamlessly interact with external tools, resources, and environments. It can be seen as a universal adapter between LLMs and external services, enabling mutual understanding without the need for custom glue code development.Running the MCP server (and its tools) directly on the … Read more

Introducing Large Language Models to Edge Computing: Implementing the MCP Protocol on Edge Devices

Introducing Large Language Models to Edge Computing: Implementing the MCP Protocol on Edge Devices

1 Introduction The Model Context Protocol (MCP) is transforming large language models (LLMs) from isolated inference engines into real-world agents capable of interacting with edge devices, local environments, and sensors. This article provides a practical step-by-step guide on how to deploy a high-security, low-latency MCP server on hardware such as Raspberry Pi, microcontrollers, RISC-V, or … Read more

Understanding the Relationship and Invocation Process Between MCP, HTTP API, and Agent

Understanding the Relationship and Invocation Process Between MCP, HTTP API, and Agent

We meticulously refine each article: deep thinking, precise testing, and a rigorous creative process to ensure that every piece of content withstands practical scrutiny. This is ourcreative guideline, and a solemn commitment to our readers’ time—ensuring that every minute you spend yields insights that solve real problems.。 Specific Use and Common Understanding of MCP MCP … Read more

Wassette: Microsoft’s Rust-Based Bridge Between Wasm and MCP

Wassette: Microsoft's Rust-Based Bridge Between Wasm and MCP

Author | Darryl K. Taft Translator | Liu Yameng Editor | Tina Microsoft’s Azure Core Upstream team released Wassette this week, a Rust-based runtime that fundamentally changes how AI agents acquire and execute new functionalities. Wassette is built on the battle-tested Rust-based Wasmtime WebAssembly (Wasm) runtime and leverages the Model Context Protocol (MCP), enabling AI … Read more

ESP32 + MCP over MQTT: Controlling Smart Hardware Devices with Large Models

ESP32 + MCP over MQTT: Controlling Smart Hardware Devices with Large Models

Introduction In the previous article, we introduced how to use the MCP over MQTT protocol to develop capabilities for ESP32 devices and register and discover them with EMQX. Developed the MCP Server, encapsulated the volume tool, and registered it with EMQX; The cloud-based MCP client application can pull the registered tool capabilities of the device … Read more

Using Streamable HTTP for Real-Time AI Tool Interaction with MCP

Using Streamable HTTP for Real-Time AI Tool Interaction with MCP

Word count: 3443, reading time approximately 18 minutes The Model Context Protocol (MCP) utilizes streamable HTTP to transmit data in real-time over the web, enabling AI agents to interact with web services. It employs a single endpoint and Server-Sent Events (SSE), simplifying implementation while maintaining compatibility with existing web infrastructure, thereby enhancing reliability and efficiency. … Read more