jxzhangjhu/Awesome-LLM-Prompt-Optimization

Prompt Engineering

Awesome-LLM-Prompt-Optimization: a curated list of advanced prompt optimization and tuning methods in Large Language Models

GitHub →

4.1

GitHub Metrics

Stars

416

Forks

Open Issues

Watchers

Contributors

Weekly Commits

Language

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License

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Last Commit

Jun 26, 2026

Created

Oct 26, 2023

Latest Release

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Release Date

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Synced: Aug 28, 2026

Quality Scores

Documentation Qualityw: 20%

4.1

No dedicated docs site. Description: 123 chars. Stars signal: 416. Contributors: 8. Score: 4.1/10

Community Healthw: 20%

4.0

Stars: 416. Contributors: 8. Watchers: 9. Forks: 24. Issue ratio: 0.7%. Score: 4/10

Maintenance Velocityw: 15%

4.9

Last commit: 63d ago. Weekly commits: 0. No releases published. Maturity bonus: 2.8y old. Score: 4.9/10

API Design & DXw: 20%

5.9

Stars/issues ratio: 139. No dedicated API docs. No license specified. Popularity signal: 416 stars. Score: 5.9/10

Production Readinessw: 15%

2.3

Battle-tested: 416 stars. Peer review: 8 contributors. No versioned releases. No license (risky for production). Age: 2.8 years. Maintenance: last commit 63d ago. Score: 2.3/10

Ecosystem Integrationw: 10%

2.3

Fork interest: 24. No license (integration risk). Adoption: 416 stars. Score: 2.3/10