STACKQUADRANT

FlagOpen/FlagEmbedding

RAG Libraries

Retrieval and Retrieval-augmented LLMs

7.3
GitHub Metrics
Stars
12.3k
Forks
996
Open Issues
924
Watchers
60
Contributors
72
Weekly Commits
0
Language
Python
License
MIT
Last Commit
Aug 24, 2026
Created
Aug 2, 2023
Latest Release
v1.4.2
Release Date
Aug 24, 2026
Synced: Oct 17, 2026
Quality Scores
Documentation Qualityw: 20%
7.4

Has docs site (http://www.bge-model.com/). Description: 38 chars. Stars signal: 12,256. Contributors: 72. Score: 7.4/10

Community Healthw: 20%
7.2

Stars: 12,256. Contributors: 72. Watchers: 60. Forks: 996. Issue ratio: 7.5%. Score: 7.2/10

Maintenance Velocityw: 15%
6.9

Last commit: 55d ago. Weekly commits: 0. Latest release: v1.4.2. Maturity bonus: 3.2y old. Score: 6.9/10

API Design & DXw: 20%
7.1

Stars/issues ratio: 13. Dynamic language: Python. Has documentation site. Permissive license: MIT. Popularity signal: 12,256 stars. Score: 7.1/10

Production Readinessw: 15%
7.4

Battle-tested: 12,256 stars. Peer review: 72 contributors. Versioned: v1.4.2. Licensed: MIT. Age: 3.2 years. Maintenance: last commit 55d ago. Score: 7.4/10

Ecosystem Integrationw: 10%
8.3

Fork interest: 996. Major ecosystem: Python. Integration-friendly: MIT. Adoption: 12,256 stars. Has web presence. Score: 8.3/10

Tags
embeddingsinformation-retrievalllmretrieval-augmented-generationsentence-embeddingstext-semantic-similarity
Radar
Documentation Quality
Community Health
Maintenance Velocity
API Design & DX
Production Readiness
Ecosystem Integration