Comparison
Prompt-Engineering-Guide vs just-chat
Verdict
Pick Prompt-Engineering-Guide when prompt-Engineering-Guide is primarily MDX; just-chat is Python; pick just-chat when just-chat is primarily Python; Prompt-Engineering-Guide is MDX.
Markdown twin · Prompt-Engineering-Guide alternatives · just-chat alternatives
GraphCanon updated today
vs
Trust & integrity
| Signal | Prompt-Engineering-Guide | just-chat |
|---|---|---|
| Maintenance | Slowing (121d since push) As of today · github_public_v1 | Slowing (230d since push) As of today · github_public_v1 |
| Provenance | Not a fork · Organization account As of today · github_public_v1 | Not a fork · Organization account As of today · github_public_v1 |
| Security (OSV) | No criticals As of today · osv@v1 | No lockfile As of today · none |
Tagline
- Prompt-Engineering-Guide
- Guides, papers, lessons, notebooks and resources for prompt engineering, context engineering, RAG, and AI Agents
- just-chat
- Make your LLM agent and chat with it simple and fast!
Stars
- Prompt-Engineering-Guide
- 76k
- just-chat
- 74
Forks
- Prompt-Engineering-Guide
- 8.4k
- just-chat
- 13
Open issues
- Prompt-Engineering-Guide
- 274
- just-chat
- 2
Language
- Prompt-Engineering-Guide
- MDX
- just-chat
- Python
Adopt for
- Prompt-Engineering-Guide
- Decision-critical facts for Prompt-Engineering-Guide
- just-chat
- -
Persona
- Prompt-Engineering-Guide
- -
- just-chat
- -
Runtime
- Prompt-Engineering-Guide
- -
- just-chat
- -
License
- Prompt-Engineering-Guide
- MIT
- just-chat
- Apache-2.0
Last pushed
- Prompt-Engineering-Guide
- Mar 11, 2026
- just-chat
- Nov 22, 2025
Categories
- Prompt-Engineering-Guide
- AI Agents, LLM Frameworks
- just-chat
- AI Agents, LLM Frameworks
Trust and health
Days since push
- Prompt-Engineering-Guide
- 121d
- just-chat
- 230d
Open issues (now)
- Prompt-Engineering-Guide
- 274
- just-chat
- 2
Security scan
- Prompt-Engineering-Guide
- No criticals
- just-chat
- No lockfile
Full report
- Prompt-Engineering-Guide
- Trust report
- just-chat
- Trust report
Choose Prompt-Engineering-Guide if…
- Prompt-Engineering-Guide is primarily MDX; just-chat is Python.
- License: Prompt-Engineering-Guide is MIT, just-chat is Apache-2.0.
- Tags unique to Prompt-Engineering-Guide: llms, deep-learning, generative-ai, 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 just-chat if…
- just-chat is primarily Python; Prompt-Engineering-Guide is MDX.
- License: just-chat is Apache-2.0, Prompt-Engineering-Guide is MIT.
- Tags unique to just-chat: llama, chat, deepseek, ai.
- just-chat ships Docker support for self-hosted deployment.
When NOT to use just-chat
- Last GitHub push was 231 days ago (slowing maintenance, Nov 22, 2025). Validate activity before betting a new project on just-chat.
- 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 (longevity-genie/just-chat) · observed Jul 11, 2026
- GitHub forks (longevity-genie/just-chat) · observed Jul 11, 2026
- Last push (longevity-genie/just-chat) · observed Nov 22, 2025
- License file (Apache-2.0) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: Prompt-Engineering-Guide 76k · just-chat 74 (synced Jul 11, 2026).
Common questions
- What is the difference between Prompt-Engineering-Guide and just-chat?
- Prompt-Engineering-Guide: Guides, papers, lessons, notebooks and resources for prompt engineering, context engineering, RAG, and AI Agents. just-chat: Make your LLM agent and chat with it simple and fast!. See the comparison table for live GitHub stats and shared categories.
- When should I choose Prompt-Engineering-Guide over just-chat?
- Choose Prompt-Engineering-Guide over just-chat when Prompt-Engineering-Guide is primarily MDX; just-chat is Python; License: Prompt-Engineering-Guide is MIT, just-chat is Apache-2.0; Tags unique to Prompt-Engineering-Guide: llms, deep-learning, generative-ai, chatgpt; When you seek comprehensive documentation and educational materials specifically focused on the nuance of prompt engineering techniques.
- When should I choose just-chat over Prompt-Engineering-Guide?
- Choose just-chat over Prompt-Engineering-Guide when just-chat is primarily Python; Prompt-Engineering-Guide is MDX; License: just-chat is Apache-2.0, Prompt-Engineering-Guide is MIT; Tags unique to just-chat: llama, chat, deepseek, ai; just-chat ships Docker support for self-hosted deployment.
- 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 just-chat?
- Last GitHub push was 231 days ago (slowing maintenance, Nov 22, 2025). Validate activity before betting a new project on just-chat. 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 just-chat more popular on GitHub?
- Prompt-Engineering-Guide has more GitHub stars (76,349 vs 74). Stars measure visibility, not whether either tool fits your constraints.
- Are Prompt-Engineering-Guide and just-chat open source?
- Yes - both are open-source projects on GitHub (Prompt-Engineering-Guide: MIT, just-chat: Apache-2.0).
- Where can I find alternatives to Prompt-Engineering-Guide or just-chat?
- GraphCanon lists graph-backed alternatives at Prompt-Engineering-Guide alternatives and just-chat alternatives (Prompt-Engineering-Guide markdown twin, just-chat 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 just-chat?
- Prompt-Engineering-Guide: Slowing. just-chat: 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 just-chat?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: Prompt-Engineering-Guide trust report; just-chat trust report.