--- title: "wonderful-prompts vs chatgpt_system_prompt" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/langgptai-wonderful-prompts-vs-louisshark-chatgpt-system-prompt" tools: ["langgptai-wonderful-prompts", "louisshark-chatgpt-system-prompt"] --- # wonderful-prompts vs chatgpt_system_prompt *GraphCanon updated Jul 28, 2026* ## Verdict Pick wonderful-prompts if enhances ChatGPT with optimized prompts and guides for improved playability and utility; 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. [wonderful-prompts](https://langgptai.feishu.cn/wiki/RXdbwRyASiShtDky381ciwFEnpe) reports 6.2k GitHub stars, 532 forks, and 1 open issues, last pushed Oct 22, 2025. [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 [wonderful-prompts's repository](https://github.com/langgptai/wonderful-prompts) and [chatgpt_system_prompt's repository](https://github.com/LouisShark/chatgpt_system_prompt). | | [wonderful-prompts](/tools/langgptai-wonderful-prompts.md) | [chatgpt_system_prompt](/tools/louisshark-chatgpt-system-prompt.md) | | --- | --- | --- | | Tagline | 精选中文 prompt，提升 ChatGPT 可玩性和可用性 | A collection of GPT system prompts and knowledge on prompt injection leaking | | Stars | 6,206 | 10,699 | | Forks | 532 | 1,468 | | Open issues | 1 | 1 | | Language | - | HTML | | Adopt for | Enhances ChatGPT with optimized prompts and guides for improved playability and utility. | 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 | MIT | | Categories | Developer Tools | Developer Tools | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [wonderful-prompts](/tools/langgptai-wonderful-prompts.md) | [chatgpt_system_prompt](/tools/louisshark-chatgpt-system-prompt.md) | | --- | --- | --- | | Maintenance | Slowing (36%) | Very active (96%) | | Days since push | 278d | 0d | | Owner type | Organization | User | | Full report | [trust report](/tools/langgptai-wonderful-prompts/trust.md) | [trust report](/tools/louisshark-chatgpt-system-prompt/trust.md) | ## Shared compatibility - **ChatGPT**: [wonderful-prompts](/tools/langgptai-wonderful-prompts.md) - Works with ChatGPT; [chatgpt_system_prompt](/tools/louisshark-chatgpt-system-prompt.md) - Works with ChatGPT ## Decision facts: wonderful-prompts - **Adopt for:** Enhances ChatGPT with optimized prompts and guides for improved playability and utility. ## 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 wonderful-prompts if… - Tags unique to wonderful-prompts: chatgpt, prompts. - You need to improve interaction experience or application efficiency of ChatGPT in Chinese-language contexts. ### 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 6.2k) - visibility, not fit. ## When NOT to use wonderful-prompts - Your primary working language is not Chinese, as the prompts are optimized specifically for this language. ## 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 wonderful-prompts and chatgpt_system_prompt? wonderful-prompts: 精选中文 prompt，提升 ChatGPT 可玩性和可用性. 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 wonderful-prompts over chatgpt_system_prompt? Choose wonderful-prompts over chatgpt_system_prompt when Tags unique to wonderful-prompts: chatgpt, prompts; You need to improve interaction experience or application efficiency of ChatGPT in Chinese-language contexts. ### When should I choose chatgpt_system_prompt over wonderful-prompts? Choose chatgpt_system_prompt over wonderful-prompts 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 6.2k) - visibility, not fit. ### When should I avoid wonderful-prompts? Your primary working language is not Chinese, as the prompts are optimized specifically for this language. ### 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 wonderful-prompts or chatgpt_system_prompt more popular on GitHub? chatgpt_system_prompt has more GitHub stars (10,699 vs 6,206). Stars measure visibility, not whether either tool fits your constraints. ### Are wonderful-prompts and chatgpt_system_prompt open source? Yes - both are open-source projects on GitHub (wonderful-prompts: MIT, chatgpt_system_prompt: MIT). ### Where can I find alternatives to wonderful-prompts or chatgpt_system_prompt? GraphCanon lists graph-backed alternatives at [wonderful-prompts alternatives](/tools/langgptai-wonderful-prompts/alternatives) and [chatgpt_system_prompt alternatives](/tools/louisshark-chatgpt-system-prompt/alternatives) ([wonderful-prompts markdown twin](/tools/langgptai-wonderful-prompts/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/langgptai-wonderful-prompts-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, wonderful-prompts or chatgpt_system_prompt? wonderful-prompts: Slowing. 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 wonderful-prompts and chatgpt_system_prompt? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [wonderful-prompts trust report](/tools/langgptai-wonderful-prompts/trust); [chatgpt_system_prompt trust report](/tools/louisshark-chatgpt-system-prompt/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=langgptai-wonderful-prompts`](/api/graphcanon/graph?tool=langgptai-wonderful-prompts) - 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/_