Comparison
Prompt-Engineering-Guide vs quelmap
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.
Markdown twin · Prompt-Engineering-Guide alternatives · quelmap alternatives
GraphCanon updated today
vs
Trust & integrity
| Signal | Prompt-Engineering-Guide | quelmap |
|---|---|---|
| Maintenance | Slowing (121d since push) As of 4d · github_public_v1 | Slowing (267d since push) As of today · github_public_v1 |
| Provenance | Not a fork · Organization account As of 4d · github_public_v1 | Not a fork · Organization account As of today · github_public_v1 |
| OSV dependency advisories | No published findings from this source as of 2026-07-11 As of 4d · osv@v1 | No lockfile (source not queried) As of today · osv@v1 |
| deps.dev advisories | Not queried deps.dev@v1 | Not queried deps.dev@v1 |
| OpenSSF Scorecard | Not queried openssf-scorecard@v1 | Not queried openssf-scorecard@v1 |
Tagline
- 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.
Stars
- Prompt-Engineering-Guide
- 76k
- quelmap
- 201
Forks
- Prompt-Engineering-Guide
- 8.4k
- quelmap
- 20
Open issues
- Prompt-Engineering-Guide
- 274
- quelmap
- 4
Language
- Prompt-Engineering-Guide
- MDX
- quelmap
- TypeScript
Adopt for
- Prompt-Engineering-Guide
- Decision-critical facts for Prompt-Engineering-Guide
- quelmap
- -
Persona
- Prompt-Engineering-Guide
- -
- quelmap
- -
Runtime
- Prompt-Engineering-Guide
- -
- quelmap
- -
License
- Prompt-Engineering-Guide
- MIT
- quelmap
- Apache-2.0
Last pushed
- Prompt-Engineering-Guide
- Mar 11, 2026
- quelmap
- Oct 20, 2025
Categories
- Prompt-Engineering-Guide
- AI Agents, LLM Frameworks
- quelmap
- AI Agents, LLM Frameworks
Trust and health
Days since push
- Prompt-Engineering-Guide
- 121d
- quelmap
- 267d
Open issues (now)
- Prompt-Engineering-Guide
- 274
- quelmap
- 4
OSV dependency advisories
- Prompt-Engineering-Guide
- No published findings from this source as of 2026-07-11
- quelmap
- No lockfile (source not queried)
Full report
- Prompt-Engineering-Guide
- Trust report
- quelmap
- Trust report
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.
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.
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 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.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (dair-ai/Prompt-Engineering-Guide) · observed Jul 11, 2026
- GitHub forks (dair-ai/Prompt-Engineering-Guide) · observed Jul 11, 2026
- Last push (dair-ai/Prompt-Engineering-Guide) · observed Mar 11, 2026
- License file (MIT) · observed Jul 11, 2026
- Decision facts (enrichment) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (quelmap-inc/quelmap) · observed Jul 15, 2026
- GitHub forks (quelmap-inc/quelmap) · observed Jul 15, 2026
- Last push (quelmap-inc/quelmap) · observed Oct 20, 2025
- License file (Apache-2.0) · observed Jul 15, 2026
- Trust scan (lockfile / OSV) · observed Jul 15, 2026
GitHub stars on cards: Prompt-Engineering-Guide 76k · quelmap 201 (synced Jul 11, 2026).
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 and quelmap alternatives (Prompt-Engineering-Guide markdown twin, quelmap markdown twin), 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 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; quelmap trust report.