RUC-NLPIR/FlashRAG

RAG Libraries

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

GitHub →Website →

7.0

GitHub Metrics

Stars

3.5k

Forks

297

Open Issues

Watchers

Contributors

Weekly Commits

Language

Python

License

MIT

Last Commit

Apr 10, 2026

Created

Mar 14, 2024

Latest Release

v0.3.0

Release Date

Aug 18, 2025

Synced: Apr 16, 2026

Quality Scores

Documentation Qualityw: 20%

6.7

Has docs site (https://arxiv.org/abs/2405.13576). Description: 73 chars. Stars signal: 3,458. Contributors: 27. Score: 6.7/10

Community Healthw: 20%

6.4

Stars: 3,458. Contributors: 27. Watchers: 19. Forks: 297. Issue ratio: 1.0%. Score: 6.4/10

Maintenance Velocityw: 15%

6.2

Last commit: 7d ago. Weekly commits: 0. Latest release: v0.3.0. Maturity bonus: 2.1y old. Score: 6.2/10

API Design & DXw: 20%

8.0

Stars/issues ratio: 102. Dynamic language: Python. Has documentation site. Permissive license: MIT. Popularity signal: 3,458 stars. Score: 8/10

Production Readinessw: 15%

7.0

Battle-tested: 3,458 stars. Peer review: 27 contributors. Versioned: v0.3.0. Licensed: MIT. Age: 2.1 years. Maintenance: last commit 7d ago. Score: 7/10

Ecosystem Integrationw: 10%

7.6

Fork interest: 297. Major ecosystem: Python. Integration-friendly: MIT. Adoption: 3,458 stars. Has web presence. Score: 7.6/10