GitHub: x1xhlol/system-prompts-and-models-of-ai-tools. 142k stars, 34.8k forks, updated 2 weeks ago. Every folder is one tool's real prompts.
02
02Patterns
Study one tool
Start with Cursor's Agent Prompt. Notice the pattern: role, rules, tools, examples, refusals. That structure is why it feels smart.
03
03Apply
Steal for your agents
Copy the structure, not the words: role + rules + examples in your own Claude prompts and agents. Instant quality jump, zero cost.
Try it now · copy paste into Claude
> Read this system prompt and extract its structure: role, rules, > tool use, examples. Then rewrite MY agent prompt using the > same structure. [paste any prompt from the repo]
Want this running for you?
Build it step by step inside AI Creative OS, with me in the thread.