Posts

OWASP Gen AI Security for LLM Application

The OWASP Foundation, known for its "Top 10" lists of critical web application security risks, has extended its focus to the rapidly evolving landscape of Large Language Models (LLMs) and Generative AI. They have developed the OWASP Top 10 for LLM Applications (and more broadly, the OWASP Gen AI Security Project ) to address the unique security challenges posed by these technologies. Here are the key security risks identified by OWASP for LLM and GenAI projects (as per the 2025 updates): OWASP Top 10 for LLM Applications (2025) LLM01: Prompt Injection: This is the most critical risk. Attackers manipulate the LLM's input prompts to alter its behavior, potentially causing it to generate misleading, harmful, or unauthorized outputs, or even to perform actions beyond its intended scope. This can be direct (overwriting system prompts) or indirect (injecting malicious data into external sources the LLM processes). LLM02: Sensitive Information Disclosure: LLMs can unintention...

Existing API Services to MCP Conversion - Complete Guide

Image
                                                                       MCP server from research gate An MCP server, or Model Context Protocol server, acts as a bridge, enabling AI models to interact with external tools and data sources through a standardized interface. It simplifies the process of connecting AI applications to various services and resources, making it easier for developers to build and deploy AI-powered applications.  We all have tons of API services and servers already. However now due to AgenticAI and multiple Agent applications with MCP. It is getting difficult if not totally impossible to connect the same API services. So I thought, how can we convert our existing API services into MCP capable. This guide provides a complete end-to-end solution for conver...