zou-group/textgrad

Prompt Engineering

TextGrad: Automatic ''Differentiation'' via Text -- using large language models to backpropagate textual gradients. Published in Nature.

GitHub →Website →

5.9

GitHub Metrics

Stars

3.6k

Forks

295

Open Issues

Watchers

Contributors

Weekly Commits

Language

Python

License

MIT

Last Commit

Jul 25, 2025

Created

Jun 11, 2024

Latest Release

v0.1.6

Release Date

Dec 15, 2024

Synced: Jun 29, 2026

Quality Scores

Documentation Qualityw: 20%

7.0

Has docs site (http://textgrad.com/). Description: 136 chars. Stars signal: 3,632. Contributors: 21. Score: 7/10

Community Healthw: 20%

6.2

Stars: 3,632. Contributors: 21. Watchers: 26. Forks: 295. Issue ratio: 1.8%. Score: 6.2/10

Maintenance Velocityw: 15%

1.0

Last commit: 338d ago. Weekly commits: 0. Latest release: v0.1.6. Maturity bonus: 2.0y old. Score: 1/10

API Design & DXw: 20%

7.7

Stars/issues ratio: 55. Dynamic language: Python. Has documentation site. Permissive license: MIT. Popularity signal: 3,632 stars. Score: 7.7/10

Production Readinessw: 15%

5.6

Battle-tested: 3,632 stars. Peer review: 21 contributors. Versioned: v0.1.6. Licensed: MIT. Age: 2.0 years. Maintenance: last commit 338d ago. Score: 5.6/10

Ecosystem Integrationw: 10%

7.6

Fork interest: 295. Major ecosystem: Python. Integration-friendly: MIT. Adoption: 3,632 stars. Has web presence. Score: 7.6/10