Comparison
Prompt-Engineering-Guide vs refly
Verdict
Pick Prompt-Engineering-Guide when prompt-Engineering-Guide is primarily MDX; refly is TypeScript; pick refly when refly is primarily TypeScript; Prompt-Engineering-Guide is MDX.
Markdown twin · Prompt-Engineering-Guide alternatives · refly alternatives
GraphCanon updated today
vs
Trust & integrity
| Signal | Prompt-Engineering-Guide | refly |
|---|---|---|
| Maintenance | Slowing (121d since push) As of 4d · github_public_v1 | Slowing (111d 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
- refly
- The first open-source agent skills builder. Define skills by vibe workflow, run on Claude Code, Cursor, Codex & more. Build Clawdbot 🦞· APIs for Lovable · Bots for Slack & Lark/Feishu · Skills are in
Stars
- Prompt-Engineering-Guide
- 76k
- refly
- 7.4k
Forks
- Prompt-Engineering-Guide
- 8.4k
- refly
- 720
Open issues
- Prompt-Engineering-Guide
- 274
- refly
- 93
Language
- Prompt-Engineering-Guide
- MDX
- refly
- TypeScript
Adopt for
- Prompt-Engineering-Guide
- Decision-critical facts for Prompt-Engineering-Guide
- refly
- -
Persona
- Prompt-Engineering-Guide
- -
- refly
- -
Runtime
- Prompt-Engineering-Guide
- -
- refly
- -
License
- Prompt-Engineering-Guide
- MIT
- refly
- Other
Last pushed
- Prompt-Engineering-Guide
- Mar 11, 2026
- refly
- Mar 25, 2026
Categories
- Prompt-Engineering-Guide
- AI Agents, LLM Frameworks
- refly
- AI Agents, LLM Frameworks
Trust and health
Days since push
- Prompt-Engineering-Guide
- 121d
- refly
- 111d
Open issues (now)
- Prompt-Engineering-Guide
- 274
- refly
- 93
OSV dependency advisories
- Prompt-Engineering-Guide
- No published findings from this source as of 2026-07-11
- refly
- No lockfile (source not queried)
Full report
- Prompt-Engineering-Guide
- Trust report
- refly
- Trust report
Choose Prompt-Engineering-Guide if…
- Prompt-Engineering-Guide is primarily MDX; refly is TypeScript.
- License: Prompt-Engineering-Guide is MIT, refly 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 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 refly if…
- refly is primarily TypeScript; Prompt-Engineering-Guide is MDX.
- License: refly is Other, Prompt-Engineering-Guide is MIT.
- Tags unique to refly: agent-skills, automation, claude, clawdbot.
When NOT to use refly
- Last GitHub push was 112 days ago (slowing maintenance, Mar 25, 2026). Validate activity before betting a new project on refly.
- 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 (refly-ai/refly) · observed Jul 15, 2026
- GitHub forks (refly-ai/refly) · observed Jul 15, 2026
- Last push (refly-ai/refly) · observed Mar 25, 2026
- License file (Other) · observed Jul 15, 2026
- Trust scan (lockfile / OSV) · observed Jul 15, 2026
GitHub stars on cards: Prompt-Engineering-Guide 76k · refly 7.4k (synced Jul 11, 2026).
Common questions
- What is the difference between Prompt-Engineering-Guide and refly?
- Prompt-Engineering-Guide: Guides, papers, lessons, notebooks and resources for prompt engineering, context engineering, RAG, and AI Agents. refly: The first open-source agent skills builder. Define skills by vibe workflow, run on Claude Code, Cursor, Codex & more. Build Clawdbot 🦞· APIs for Lovable · Bots for Slack & Lark/Feishu · Skills are in. See the comparison table for live GitHub stats and shared categories.
- When should I choose Prompt-Engineering-Guide over refly?
- Choose Prompt-Engineering-Guide over refly when Prompt-Engineering-Guide is primarily MDX; refly is TypeScript; License: Prompt-Engineering-Guide is MIT, refly 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 refly over Prompt-Engineering-Guide?
- Choose refly over Prompt-Engineering-Guide when refly is primarily TypeScript; Prompt-Engineering-Guide is MDX; License: refly is Other, Prompt-Engineering-Guide is MIT; Tags unique to refly: agent-skills, automation, claude, clawdbot.
- 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 refly?
- Last GitHub push was 112 days ago (slowing maintenance, Mar 25, 2026). Validate activity before betting a new project on refly. 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 refly more popular on GitHub?
- Prompt-Engineering-Guide has more GitHub stars (76,349 vs 7,435). Stars measure visibility, not whether either tool fits your constraints.
- Are Prompt-Engineering-Guide and refly open source?
- Yes - both are open-source projects on GitHub (Prompt-Engineering-Guide: MIT, refly: Other).
- Where can I find alternatives to Prompt-Engineering-Guide or refly?
- GraphCanon lists graph-backed alternatives at Prompt-Engineering-Guide alternatives and refly alternatives (Prompt-Engineering-Guide markdown twin, refly 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 refly?
- Prompt-Engineering-Guide: Slowing. refly: 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 refly?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: Prompt-Engineering-Guide trust report; refly trust report.