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 →

4.3

GitHub Metrics

Stars

411

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: Jun 29, 2026

Quality Scores

Documentation Qualityw: 20%

4.1

No dedicated docs site. Description: 123 chars. Stars signal: 411. Contributors: 8. Score: 4.1/10

Community Healthw: 20%

3.9

Stars: 411. Contributors: 8. Watchers: 9. Forks: 23. Issue ratio: 0.7%. Score: 3.9/10

Maintenance Velocityw: 15%

5.6

Last commit: 3d ago. Weekly commits: 0. No releases published. Maturity bonus: 2.7y old. Score: 5.6/10

API Design & DXw: 20%

5.9

Stars/issues ratio: 137. No dedicated API docs. No license specified. Popularity signal: 411 stars. Score: 5.9/10

Production Readinessw: 15%

2.7

Battle-tested: 411 stars. Peer review: 8 contributors. No versioned releases. No license (risky for production). Age: 2.7 years. Maintenance: last commit 3d ago. Score: 2.7/10

Ecosystem Integrationw: 10%

2.3

Fork interest: 23. No license (integration risk). Adoption: 411 stars. Score: 2.3/10