RUC-NLPIR/FlashRAG

RAG Libraries

⚡FlashRAG: A Python Toolkit for Efficient RAG Research (WWW2025 Resource)

GitHub →Website →

6.8

GitHub Metrics

Stars

3.6k

Forks

312

Open Issues

Watchers

Contributors

Weekly Commits

Language

Python

License

MIT

Last Commit

Aug 21, 2026

Created

Mar 14, 2024

Latest Release

v0.3.0

Release Date

Aug 18, 2025

Synced: Aug 28, 2026

Quality Scores

Documentation Qualityw: 20%

6.8

Has docs site (https://arxiv.org/abs/2405.13576). Description: 73 chars. Stars signal: 3,559. Contributors: 31. Score: 6.8/10

Community Healthw: 20%

6.3

Stars: 3,559. Contributors: 31. Watchers: 20. Forks: 312. Issue ratio: 1.0%. Score: 6.3/10

Maintenance Velocityw: 15%

5.3

Last commit: 7d ago. Weekly commits: 0. Latest release: v0.3.0. Maturity bonus: 2.5y old. Score: 5.3/10

API Design & DXw: 20%

7.7

Stars/issues ratio: 96. Dynamic language: Python. Has documentation site. Permissive license: MIT. Popularity signal: 3,559 stars. Score: 7.7/10

Production Readinessw: 15%

7.1

Battle-tested: 3,559 stars. Peer review: 31 contributors. Versioned: v0.3.0. Licensed: MIT. Age: 2.5 years. Maintenance: last commit 7d ago. Score: 7.1/10

Ecosystem Integrationw: 10%

7.6

Fork interest: 312. Major ecosystem: Python. Integration-friendly: MIT. Adoption: 3,559 stars. Has web presence. Score: 7.6/10