--- title: "Prompt-Engineering-Guide vs chatwiki" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/dair-ai-prompt-engineering-guide-vs-zhimaai-chatwiki" tools: ["dair-ai-prompt-engineering-guide", "zhimaai-chatwiki"] --- # Prompt-Engineering-Guide vs chatwiki *GraphCanon updated Jul 15, 2026* ## Verdict Pick Prompt-Engineering-Guide when prompt-Engineering-Guide is primarily MDX; chatwiki is Vue; pick chatwiki when chatwiki is primarily Vue; Prompt-Engineering-Guide is MDX. [Prompt-Engineering-Guide](https://www.promptingguide.ai/) reports 76k GitHub stars, 8.4k forks, and 274 open issues, last pushed Mar 11, 2026. [chatwiki](https://chatwiki.ai) has 2.0k stars, 314 forks, and 4 open issues, last pushed Jul 3, 2026. Figures are from public GitHub metadata via [Prompt-Engineering-Guide's repository](https://github.com/dair-ai/Prompt-Engineering-Guide) and [chatwiki's repository](https://github.com/zhimaAi/chatwiki). | | [Prompt-Engineering-Guide](/tools/dair-ai-prompt-engineering-guide.md) | [chatwiki](/tools/zhimaai-chatwiki.md) | | --- | --- | --- | | Tagline | Guides, papers, lessons, notebooks and resources for prompt engineering, context engineering, RAG, and AI Agents | ChatWiki 微信公众号的AI知识库工作流Agent平台，RAG大模型AI客服机器人，致力于成为垂直领域的coze、n8n。 | | Stars | 76,349 | 2,005 | | Forks | 8,361 | 314 | | Open issues | 274 | 4 | | Language | MDX | Vue | | Adopt for | Decision-critical facts for Prompt-Engineering-Guide | - | | Persona | - | - | | Runtime | - | - | | License | MIT | Other | | Categories | AI Agents, LLM Frameworks | AI Agents, LLM Frameworks, Vector Databases | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [Prompt-Engineering-Guide](/tools/dair-ai-prompt-engineering-guide.md) | [chatwiki](/tools/zhimaai-chatwiki.md) | | --- | --- | --- | | Maintenance | Slowing (36%) | Active (82%) | | Days since push | 121d | 12d | | Open issues (now) | 274 | 4 | | Full report | [trust report](/tools/dair-ai-prompt-engineering-guide/trust.md) | [trust report](/tools/zhimaai-chatwiki/trust.md) | ## Decision facts: Prompt-Engineering-Guide - **Adopt for:** Decision-critical facts for Prompt-Engineering-Guide ## Choose when ### Choose Prompt-Engineering-Guide if… - Prompt-Engineering-Guide is primarily MDX; chatwiki is Vue. - License: Prompt-Engineering-Guide is MIT, chatwiki is Other. - Tags unique to Prompt-Engineering-Guide: agents, ai-agents, chatgpt, deep-learning. - When you seek comprehensive documentation and educational materials specifically focused on the nuance of prompt engineering techniques. ### Choose chatwiki if… - chatwiki is primarily Vue; Prompt-Engineering-Guide is MDX. - License: chatwiki is Other, Prompt-Engineering-Guide is MIT. - Tags unique to chatwiki: ai, aytomation, llm, rag. - Also covers Vector Databases. ## When NOT to use Prompt-Engineering-Guide - Avoid using if your focus is entirely on deep-learning frameworks without a need for detailed instructions or examples related to prompt crafting. - Not suitable when you require tools that go beyond guiding materials, such as custom prompts or direct software plugins provided by competitors focused more on practical implementation over learning. ## When NOT to use chatwiki - AI Agents: Don't use an agent loop when a deterministic workflow would do; agents add latency, cost, and non-determinism. - LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. - Vector Databases: Don't reach for a dedicated vector DB under ~100k vectors; pgvector on your existing Postgres is simpler to operate. ## Common questions ### What is the difference between Prompt-Engineering-Guide and chatwiki? Prompt-Engineering-Guide: Guides, papers, lessons, notebooks and resources for prompt engineering, context engineering, RAG, and AI Agents. chatwiki: ChatWiki 微信公众号的AI知识库工作流Agent平台，RAG大模型AI客服机器人，致力于成为垂直领域的coze、n8n。. See the comparison table for live GitHub stats and shared categories. ### When should I choose Prompt-Engineering-Guide over chatwiki? Choose Prompt-Engineering-Guide over chatwiki when Prompt-Engineering-Guide is primarily MDX; chatwiki is Vue; License: Prompt-Engineering-Guide is MIT, chatwiki is Other; Tags unique to Prompt-Engineering-Guide: agents, ai-agents, chatgpt, deep-learning; When you seek comprehensive documentation and educational materials specifically focused on the nuance of prompt engineering techniques. ### When should I choose chatwiki over Prompt-Engineering-Guide? Choose chatwiki over Prompt-Engineering-Guide when chatwiki is primarily Vue; Prompt-Engineering-Guide is MDX; License: chatwiki is Other, Prompt-Engineering-Guide is MIT; Tags unique to chatwiki: ai, aytomation, llm, rag; Also covers Vector Databases. ### When should I avoid Prompt-Engineering-Guide? Avoid using if your focus is entirely on deep-learning frameworks without a need for detailed instructions or examples related to prompt crafting. Not suitable when you require tools that go beyond guiding materials, such as custom prompts or direct software plugins provided by competitors focused more on practical implementation over learning. ### When should I avoid chatwiki? AI Agents: Don't use an agent loop when a deterministic workflow would do; agents add latency, cost, and non-determinism. LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. Vector Databases: Don't reach for a dedicated vector DB under ~100k vectors; pgvector on your existing Postgres is simpler to operate. ### Is Prompt-Engineering-Guide or chatwiki more popular on GitHub? Prompt-Engineering-Guide has more GitHub stars (76,349 vs 2,005). Stars measure visibility, not whether either tool fits your constraints. ### Are Prompt-Engineering-Guide and chatwiki open source? Yes - both are open-source projects on GitHub (Prompt-Engineering-Guide: MIT, chatwiki: Other). ### Where can I find alternatives to Prompt-Engineering-Guide or chatwiki? GraphCanon lists graph-backed alternatives at [Prompt-Engineering-Guide alternatives](/tools/dair-ai-prompt-engineering-guide/alternatives) and [chatwiki alternatives](/tools/zhimaai-chatwiki/alternatives) ([Prompt-Engineering-Guide markdown twin](/tools/dair-ai-prompt-engineering-guide/alternatives.md), [chatwiki markdown twin](/tools/zhimaai-chatwiki/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/dair-ai-prompt-engineering-guide-vs-zhimaai-chatwiki.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, Prompt-Engineering-Guide or chatwiki? Prompt-Engineering-Guide: Slowing. chatwiki: 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 Prompt-Engineering-Guide and chatwiki? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [Prompt-Engineering-Guide trust report](/tools/dair-ai-prompt-engineering-guide/trust); [chatwiki trust report](/tools/zhimaai-chatwiki/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=dair-ai-prompt-engineering-guide`](/api/graphcanon/graph?tool=dair-ai-prompt-engineering-guide) - 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/_