--- title: "Prompt-Engineering-Guide vs quelmap" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/dair-ai-prompt-engineering-guide-vs-quelmap-inc-quelmap" tools: ["dair-ai-prompt-engineering-guide", "quelmap-inc-quelmap"] --- # Prompt-Engineering-Guide vs quelmap *GraphCanon updated Jul 15, 2026* ## Verdict Pick Prompt-Engineering-Guide when prompt-Engineering-Guide is primarily MDX; quelmap is TypeScript; pick quelmap when quelmap is primarily TypeScript; 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. [quelmap](https://quelmap.com) has 201 stars, 20 forks, and 4 open issues, last pushed Oct 20, 2025. Figures are from public GitHub metadata via [Prompt-Engineering-Guide's repository](https://github.com/dair-ai/Prompt-Engineering-Guide) and [quelmap's repository](https://github.com/quelmap-inc/quelmap). | | [Prompt-Engineering-Guide](/tools/dair-ai-prompt-engineering-guide.md) | [quelmap](/tools/quelmap-inc-quelmap.md) | | --- | --- | --- | | Tagline | Guides, papers, lessons, notebooks and resources for prompt engineering, context engineering, RAG, and AI Agents | Open Source Local Data Analysis Assistant. | | Stars | 76,349 | 201 | | Forks | 8,361 | 20 | | Open issues | 274 | 4 | | Language | MDX | TypeScript | | Adopt for | Decision-critical facts for Prompt-Engineering-Guide | - | | Persona | - | - | | Runtime | - | - | | License | MIT | Apache-2.0 | | Categories | AI Agents, LLM Frameworks | AI Agents, LLM Frameworks | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [Prompt-Engineering-Guide](/tools/dair-ai-prompt-engineering-guide.md) | [quelmap](/tools/quelmap-inc-quelmap.md) | | --- | --- | --- | | Days since push | 121d | 267d | | Open issues (now) | 274 | 4 | | Full report | [trust report](/tools/dair-ai-prompt-engineering-guide/trust.md) | [trust report](/tools/quelmap-inc-quelmap/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; quelmap is TypeScript. - License: Prompt-Engineering-Guide is MIT, quelmap is Apache-2.0. - Tags unique to Prompt-Engineering-Guide: agent, agents, ai-agents, chatgpt. - When you seek comprehensive documentation and educational materials specifically focused on the nuance of prompt engineering techniques. ### Choose quelmap if… - quelmap is primarily TypeScript; Prompt-Engineering-Guide is MDX. - License: quelmap is Apache-2.0, Prompt-Engineering-Guide is MIT. - Tags unique to quelmap: data-analysis, data-analysis-agent, data-science, local-ai-agents. ## 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 quelmap - Last GitHub push was 268 days ago (slowing maintenance, Oct 20, 2025). Validate activity before betting a new project on quelmap. - 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. ## Common questions ### What is the difference between Prompt-Engineering-Guide and quelmap? Prompt-Engineering-Guide: Guides, papers, lessons, notebooks and resources for prompt engineering, context engineering, RAG, and AI Agents. quelmap: Open Source Local Data Analysis Assistant.. See the comparison table for live GitHub stats and shared categories. ### When should I choose Prompt-Engineering-Guide over quelmap? Choose Prompt-Engineering-Guide over quelmap when Prompt-Engineering-Guide is primarily MDX; quelmap is TypeScript; License: Prompt-Engineering-Guide is MIT, quelmap is Apache-2.0; Tags unique to Prompt-Engineering-Guide: agent, agents, ai-agents, chatgpt; When you seek comprehensive documentation and educational materials specifically focused on the nuance of prompt engineering techniques. ### When should I choose quelmap over Prompt-Engineering-Guide? Choose quelmap over Prompt-Engineering-Guide when quelmap is primarily TypeScript; Prompt-Engineering-Guide is MDX; License: quelmap is Apache-2.0, Prompt-Engineering-Guide is MIT; Tags unique to quelmap: data-analysis, data-analysis-agent, data-science, local-ai-agents. ### 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 quelmap? Last GitHub push was 268 days ago (slowing maintenance, Oct 20, 2025). Validate activity before betting a new project on quelmap. 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. ### Is Prompt-Engineering-Guide or quelmap more popular on GitHub? Prompt-Engineering-Guide has more GitHub stars (76,349 vs 201). Stars measure visibility, not whether either tool fits your constraints. ### Are Prompt-Engineering-Guide and quelmap open source? Yes - both are open-source projects on GitHub (Prompt-Engineering-Guide: MIT, quelmap: Apache-2.0). ### Where can I find alternatives to Prompt-Engineering-Guide or quelmap? GraphCanon lists graph-backed alternatives at [Prompt-Engineering-Guide alternatives](/tools/dair-ai-prompt-engineering-guide/alternatives) and [quelmap alternatives](/tools/quelmap-inc-quelmap/alternatives) ([Prompt-Engineering-Guide markdown twin](/tools/dair-ai-prompt-engineering-guide/alternatives.md), [quelmap markdown twin](/tools/quelmap-inc-quelmap/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-quelmap-inc-quelmap.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 quelmap? Prompt-Engineering-Guide: Slowing. quelmap: Slowing. 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 quelmap? 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); [quelmap trust report](/tools/quelmap-inc-quelmap/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/_