--- title: "Awesome-ChatGPT-prompts-ZH_CN vs chatgpt_system_prompt" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/l1xu4n-awesome-chatgpt-prompts-zh-cn-vs-louisshark-chatgpt-system-prompt" tools: ["l1xu4n-awesome-chatgpt-prompts-zh-cn", "louisshark-chatgpt-system-prompt"] --- # Awesome-ChatGPT-prompts-ZH_CN vs chatgpt_system_prompt *GraphCanon updated Jul 28, 2026* ## Verdict Pick Awesome-ChatGPT-prompts-ZH_CN if a set of prompts designed to fine-tune ChatGPT towards mimicking the characteristics and responses of a catgirl persona; pick chatgpt_system_prompt if chatgpt_system_prompt is an essential resource for developers specifically using GPT models needing a collection of system prompts alongside education on the critical issue of prompt injection and leaking. [Awesome-ChatGPT-prompts-ZH_CN](https://github.com/L1Xu4n/Awesome-ChatGPT-prompts-ZH_CN) reports 3.2k GitHub stars, 169 forks, and 11 open issues, last pushed Jul 18, 2023. [chatgpt_system_prompt](https://github.com/LouisShark/chatgpt_system_prompt) has 11k stars, 1.5k forks, and 1 open issues, last pushed Jul 27, 2026. Figures are from public GitHub metadata via [Awesome-ChatGPT-prompts-ZH_CN's repository](https://github.com/L1Xu4n/Awesome-ChatGPT-prompts-ZH_CN) and [chatgpt_system_prompt's repository](https://github.com/LouisShark/chatgpt_system_prompt). | | [Awesome-ChatGPT-prompts-ZH_CN](/tools/l1xu4n-awesome-chatgpt-prompts-zh-cn.md) | [chatgpt_system_prompt](/tools/louisshark-chatgpt-system-prompt.md) | | --- | --- | --- | | Tagline | How to train ChatGPT into a catgirl persona | A collection of GPT system prompts and knowledge on prompt injection leaking | | Stars | 3,161 | 10,699 | | Forks | 169 | 1,468 | | Open issues | 11 | 1 | | Language | - | HTML | | Adopt for | A set of prompts designed to fine-tune ChatGPT towards mimicking the characteristics and responses of a catgirl persona. | chatgpt_system_prompt is an essential resource for developers specifically using GPT models needing a collection of system prompts alongside education on the critical issue of prompt injection and leaking. | | Persona | - | - | | Runtime | - | - | | License | - | MIT | | Categories | Developer Tools | Developer Tools | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [Awesome-ChatGPT-prompts-ZH_CN](/tools/l1xu4n-awesome-chatgpt-prompts-zh-cn.md) | [chatgpt_system_prompt](/tools/louisshark-chatgpt-system-prompt.md) | | --- | --- | --- | | Maintenance | Dormant (18%) | Very active (96%) | | Days since push | 1105d | 0d | | Open issues (now) | 11 | 1 | | Full report | [trust report](/tools/l1xu4n-awesome-chatgpt-prompts-zh-cn/trust.md) | [trust report](/tools/louisshark-chatgpt-system-prompt/trust.md) | ## Shared compatibility - **ChatGPT**: [Awesome-ChatGPT-prompts-ZH_CN](/tools/l1xu4n-awesome-chatgpt-prompts-zh-cn.md) - Works with ChatGPT; [chatgpt_system_prompt](/tools/louisshark-chatgpt-system-prompt.md) - Works with ChatGPT ## Decision facts: Awesome-ChatGPT-prompts-ZH_CN - **Adopt for:** A set of prompts designed to fine-tune ChatGPT towards mimicking the characteristics and responses of a catgirl persona. ## Decision facts: chatgpt_system_prompt - **Adopt for:** chatgpt_system_prompt is an essential resource for developers specifically using GPT models needing a collection of system prompts alongside education on the critical issue of prompt injection and leaking. ## Choose when ### Choose Awesome-ChatGPT-prompts-ZH_CN if… - Tags unique to Awesome-ChatGPT-prompts-ZH_CN: chatgpt. - Use for content creators who seek an anthropomorphic feline representation that aligns closely with popular Japanese culture and aesthetics within text interactions. ### Choose chatgpt_system_prompt if… - Tags unique to chatgpt_system_prompt: gpt. - When working with GPT models, you seek direct examples and guidance related to secure prompt design - More GitHub stars (11k vs 3.2k) - visibility, not fit. ## When NOT to use Awesome-ChatGPT-prompts-ZH_CN - Not recommended for applications where serious or professional dialogue is imperative as the catgirl persona might undermine the tone needed in such scenarios. - Avoid if needing versatility beyond the narrow scope of a catgirl persona; this tool does not support broad customization across different character types. ## When NOT to use chatgpt_system_prompt - For developing or troubleshooting other types of AI models not based on GPT architecture which might have different requirements for system prompts - In scenarios where the focus is on learning generic machine learning principles rather than specific to GPT's prompt engineering considerations and limitations ## Common questions ### What is the difference between Awesome-ChatGPT-prompts-ZH_CN and chatgpt_system_prompt? Awesome-ChatGPT-prompts-ZH_CN: How to train ChatGPT into a catgirl persona. chatgpt_system_prompt: A collection of GPT system prompts and knowledge on prompt injection leaking. See the comparison table for live GitHub stats and shared categories. ### When should I choose Awesome-ChatGPT-prompts-ZH_CN over chatgpt_system_prompt? Choose Awesome-ChatGPT-prompts-ZH_CN over chatgpt_system_prompt when Tags unique to Awesome-ChatGPT-prompts-ZH_CN: chatgpt; Use for content creators who seek an anthropomorphic feline representation that aligns closely with popular Japanese culture and aesthetics within text interactions. ### When should I choose chatgpt_system_prompt over Awesome-ChatGPT-prompts-ZH_CN? Choose chatgpt_system_prompt over Awesome-ChatGPT-prompts-ZH_CN when Tags unique to chatgpt_system_prompt: gpt; When working with GPT models, you seek direct examples and guidance related to secure prompt design; More GitHub stars (11k vs 3.2k) - visibility, not fit. ### When should I avoid Awesome-ChatGPT-prompts-ZH_CN? Not recommended for applications where serious or professional dialogue is imperative as the catgirl persona might undermine the tone needed in such scenarios. Avoid if needing versatility beyond the narrow scope of a catgirl persona; this tool does not support broad customization across different character types. ### When should I avoid chatgpt_system_prompt? For developing or troubleshooting other types of AI models not based on GPT architecture which might have different requirements for system prompts In scenarios where the focus is on learning generic machine learning principles rather than specific to GPT's prompt engineering considerations and limitations ### Is Awesome-ChatGPT-prompts-ZH_CN or chatgpt_system_prompt more popular on GitHub? chatgpt_system_prompt has more GitHub stars (10,699 vs 3,161). Stars measure visibility, not whether either tool fits your constraints. ### Are Awesome-ChatGPT-prompts-ZH_CN and chatgpt_system_prompt open source? Yes - both are open-source projects on GitHub. ### Where can I find alternatives to Awesome-ChatGPT-prompts-ZH_CN or chatgpt_system_prompt? GraphCanon lists graph-backed alternatives at [Awesome-ChatGPT-prompts-ZH_CN alternatives](/tools/l1xu4n-awesome-chatgpt-prompts-zh-cn/alternatives) and [chatgpt_system_prompt alternatives](/tools/louisshark-chatgpt-system-prompt/alternatives) ([Awesome-ChatGPT-prompts-ZH_CN markdown twin](/tools/l1xu4n-awesome-chatgpt-prompts-zh-cn/alternatives.md), [chatgpt_system_prompt markdown twin](/tools/louisshark-chatgpt-system-prompt/alternatives.md)), ranked by typed relationship edges rather than popularity votes. ### Is there a machine-readable version of this comparison? Yes. The markdown twin at [this comparison](/compare/l1xu4n-awesome-chatgpt-prompts-zh-cn-vs-louisshark-chatgpt-system-prompt.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, Awesome-ChatGPT-prompts-ZH_CN or chatgpt_system_prompt? Awesome-ChatGPT-prompts-ZH_CN: Dormant. chatgpt_system_prompt: Very active. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance. ### Where are the full trust reports for Awesome-ChatGPT-prompts-ZH_CN and chatgpt_system_prompt? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [Awesome-ChatGPT-prompts-ZH_CN trust report](/tools/l1xu4n-awesome-chatgpt-prompts-zh-cn/trust); [chatgpt_system_prompt trust report](/tools/louisshark-chatgpt-system-prompt/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=l1xu4n-awesome-chatgpt-prompts-zh-cn`](/api/graphcanon/graph?tool=l1xu4n-awesome-chatgpt-prompts-zh-cn) - LLM index: [/llms.txt](/llms.txt) - Full corpus: [/llms-full.txt](/llms-full.txt) _GraphCanon - The knowledge graph for AI development. https://www.graphcanon.com/_