{"repo":"Leonxlnx/agentic-ai-prompt-research","free":true,"listed":false,"github":"https://github.com/Leonxlnx/agentic-ai-prompt-research","clone":"git clone https://github.com/Leonxlnx/agentic-ai-prompt-research.git","description":"Research into how agentic AI coding assistants work. Reconstructed prompt patterns, agent coordination, and security classification","language":null,"stars":2509,"topics":["agentic-ai","ai-research","claude","prompt-engineering","system-prompts"],"license":null,"category":"mcp-servers","readme_excerpt":"Claude Code System Prompts A research project exploring how modern agentic AI coding assistants work under the hood. This repository contains our best understanding of the prompt architecture, agent coordination patterns, and security mechanisms that power tools like Claude Code. Everything here is based on behavioral observation, output analysis, community discussions, and publicly shared information. These are reconstructed approximations, not verbatim copies. The actual implementation may differ significantly. What This Project Is This is an educational deep-dive into the design patterns behind agentic coding assistants. We analyze how these systems: - Assemble dynamic system prompts at runtime - Coordinate multiple specialized sub-agents - Classify and auto-approve tool calls safely - Manage context windows through intelligent compaction - Handle memory, skills, and user preferences The goal is to help AI engineers, researchers, and builders learn from these architectural patterns and apply them in their own projects. What This Project Is Not This is not a leak, dump, or direct copy of any proprietary system. The prompts documented here are our best reconstructions based on observable behavior. They represent one interpretation of how these systems likely work. Documented Patterns Core Identity # Pattern Description --- --------- ------------- 01 Main System Prompt How the master prompt is dynamically assembled from modular sections 02 Simple Mode Minimal prompt variant f","default_branch":null,"files":null,"tree":[],"storefront":"/r/Leonxlnx","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/Leonxlnx/agentic-ai-prompt-research/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}