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Building a Local MCP Service from Scratch: A Complete Guide to STDIO Mode Implementation and LLM Integration

AI Building a Local MCP Service from Scratch: A Complete Guide to STDIO Mode Implementation and LLM Integration

This article will start with the working principles of MCP, take the STDIO transmission mode as an example, and provide a comprehensive walkthrough of building a local MCP service, testing it, and integrating it with an LLM (using Cursor as an example), helping developers quickly master the practical application of the MCP protocol. We’ve already…

151 Views 0 Comments
AI 2025-10-21
MCP (Model Context Protocol): A Complete Guide to Solving LLM Application Development Pain Points

AI MCP (Model Context Protocol): A Complete Guide to Solving LLM Application Development Pain Points

In the fast-paced world of AI development, building applications based on Large Language Models (LLMs) has become an industry focus. However, before the advent of MCP (Model Context Protocol), developers faced a host of tricky challenges when building LLM applications. These issues not only slowed down development efficiency but also limited the practical implementation of…

148 Views 0 Comments
AI 2025-10-19
SOC-CERT: AI-Powered Open-Source Threat Intelligence System for Real-Time CVE Monitoring

Cybersecurity SOC-CERT: AI-Powered Open-Source Threat Intelligence System for Real-Time CVE Monitoring

SOC-CERT is an AI-powered open-source threat intelligence system that monitors CVEs from CISA, NIST, CERT-FR & OTX, delivering real-time alerts at zero cost. This is a submission for the AI Agents Challenge powered by n8n and Bright Data 🛡️ What I Built ⚡ TL;DR: 📖 Description: 🚀 Unique Innovation: soc-cert-workflow-architecture.png🏗️ Architecture Overview: ⚡ Complete threat intelligence automation pipeline processing 100+…

834 Views 0 Comments
Cybersecurity 2025-08-27
GPT-4o vs Claude Sonnet 3.5 vs Invofox: Best Document Parsing APIs (Python Invoice Parsing Examples)

AI GPT-4o vs Claude Sonnet 3.5 vs Invofox: Best Document Parsing APIs (Python Invoice Parsing Examples)

Extracting structured data from unstructured documents (like PDFs and images) can get tricky fast. With the rise of foundation models and purpose-built APIs, it’s now possible to turn even a messy invoice into clean JSON with just a few lines of code. So I will compare three different ways to parse documents: using OpenAI’s GPT‑4o,…

353 Views 0 Comments
AI 2025-08-21
MCP Security Vulnerabilities: Critical Risks Every Developer Must Know

Cybersecurity MCP Security Vulnerabilities: Critical Risks Every Developer Must Know

Model Context Protocol (MCP) is gaining traction, but critical security gaps remain. This guide explores common MCP vulnerabilities in the 2025-06-18 release — from misconfigurations and credential leaks to command injection and remote code execution — helping developers secure their MCP deployments. MCP adoption is picking up quickly, so I have been digging into the…

428 Views 0 Comments
Cybersecurity 2025-08-15
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XXL-Job Executor Default AccessToken Vulnerability: Exploitation and Memory Shell Injection in Non-Outbound Scenarios

XXL-Job Executor Default AccessToken Vulnerability: Exploitation and Memory Shell Injection in Non-Outbound Scenarios

In penetration testing, XXL-Job vulnerabilities are often highlighted for their convenience in direct reverse shell attacks. However, real-world scenarios frequently involve “non-outbound networks” or “missing scheduler panels,” which pose greater challenges. This article breaks down the version detection, command execution, and multiple memory shell injection methods for the XXL-Job Executor default token vulnerability, using practical...
Building a Local MCP Service from Scratch: A Complete Guide to STDIO Mode Implementation and LLM Integration

Building a Local MCP Service from Scratch: A Complete Guide to STDIO Mode Implementation and LLM Integration

This article will start with the working principles of MCP, take the STDIO transmission mode as an example, and provide a comprehensive walkthrough of building a local MCP service, testing it, and integrating it with an LLM (using Cursor as an example), helping developers quickly master the practical application of the MCP protocol. We’ve already...
MCP (Model Context Protocol): A Complete Guide to Solving LLM Application Development Pain Points

MCP (Model Context Protocol): A Complete Guide to Solving LLM Application Development Pain Points

In the fast-paced world of AI development, building applications based on Large Language Models (LLMs) has become an industry focus. However, before the advent of MCP (Model Context Protocol), developers faced a host of tricky challenges when building LLM applications. These issues not only slowed down development efficiency but also limited the practical implementation of...
Mousefood Embedded UI Development Guide: From Beginner to Pro, Solving Graphics Challenges in No-Std Environments

Mousefood Embedded UI Development Guide: From Beginner to Pro, Solving Graphics Challenges in No-Std Environments

Technical Dilemmas in Embedded UI Development: From Requirements to Bottlenecks [Essential for Embedded UI Development] In the development of IoT, industrial control, and portable smart devices, how to build efficient graphical UIs in no-std, OS-less environments? Traditional terminal UI libraries are limited by resource constraints and hardware compatibility, becoming a major development pain point. This...
A Deep Dive into Gorm: Architecture, Workflow, Tips, and Troubleshooting for Go’s ORM Framework

A Deep Dive into Gorm: Architecture, Workflow, Tips, and Troubleshooting for Go’s ORM Framework

This article details the internal architecture and SQL execution workflow of Gorm, the popular ORM framework for Go. It shares practical techniques for model definition, querying, and updating, while solving common issues like time zone discrepancies, soft deletion, and transactions. It is tailored for advanced Gorm developers. As the most widely used ORM (Object-Relational Mapping) framework...
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