linshenkx/prompt-optimizer
An AI prompt optimizer for writing better prompts and getting better AI results.
Build with Backblaze B2
SDKs, agent skills, IDE extensions, and reference pipelines from Backblaze Labs. All open source.
Loading star history...
Where it stands
Rank, growth pace and release cadence relative to everything GStars tracks.
5 releases in the last 90 days, the latest today, with 32 contributors on GitHub.
The biggest single-day gain in the last year, +364 stars on Feb 10, coincided with release v2.5.4.
Use Cases & Benefits
- Optimizes AI prompts to improve the quality and accuracy of AI-generated responses through iterative refinement and testing.
- Enables multi-model integration and client-side processing to ensure data privacy and stable prompt optimization without server intermediaries.
- Use for enhancing prompt effectiveness in role-playing AI conversations to unlock small model potential in cost-sensitive or local environments.
- Use for generating structured outputs like knowledge graphs in production environments to reduce reliance on high-end AI models and improve stability.
- Use for refining creative prompts such as poetry writing to precisely express user intent and co-create unique AI-generated content.
Should you depend on it?
License terms, project hygiene and risks, from GitHub metadata and GStars' snapshots.
License
Other
GitHub could not identify this license; read the LICENSE file before depending on it.
Community files
- README: present
Watch-outs
- License not identified by GitHub; read the LICENSE file before depending on it.
General guidance from repository metadata, not legal advice. How we score
From the README
Prompt Optimizer是一个强大的AI提示词优化工具，帮助你编写更好的AI提示词，提升AI输出质量。支持Web应用、桌面应用、Chrome插件和Docker部署四种使用方式。
Daily snapshots
Stars gained per day, and how forks and open issues moved, from GStars' daily snapshots
+7,443 stars over 90 days across 25 snapshot days; best day +126 on Sep 22.
Forks
4.6K+698
Open issues
3-4
Compared with peers in LLM
Fastest-growing repositories GStars tracks in this cohort for the week of Nov 8, by 7-day star growth
| Repository | Stars | +7d | Health | Last release |
|---|---|---|---|---|
| NVIDIA/auto-ontology | 11.4K | +8.5K | 75 | — |
| thedotmack/claude-mem | 115.8K | +4.7K | 75 | today |
| DietrichGebert/ponytail | 188.4K | +4.4K | 75 | 12 days ago |
| affaan-m/ECC | 300.8K | +4.3K | 75 | 40 days ago |
| Graphify-Labs/graphify | 145.7K | +3.8K | 75 | today |
| linshenkx/prompt-optimizer | 40.4K | — | 35 | today |
| Category median | 145.7K | +4.4K | 75 | — |
Discover Repositories
Search across tracked repositories by name or description