FlashRAG
⚡FlashRAG: A Python Toolkit for Efficient RAG Research (WWW2025 Resource)
FlashRAG scores 5.3/10 (Solid) in RAG & Memory.
Language Python License MIT Stars 3.5k★ Type library Self-host Yes Repo RUC-NLPIR/FlashRAG Homepage https://github.com/RUC-NLPIR/FlashRAG
Quality
Solid 5.3
Adoption 39
Activity 36
Maturity 90
Community 38
Capability 59
Show the math
Overall 5.3/10
value = 5.3/10
score = value
Adoption 4.5/10
value = 38.6/100
score = 1 + 9 * value / 100
Activity 4.2/10
value = 36.1/100
score = 1 + 9 * value / 100
Maturity 9.1/10
value = 90.2/100
score = 1 + 9 * value / 100
Community 4.4/10
value = 37.9/100
score = 1 + 9 * value / 100
Capability 6.3/10
value = 58.8/100
score = 1 + 9 * value / 100
Key metrics
3.5k★ GitHub stars
6/90d Recent commits
2 devs/90d Recent contributors
TriviaQA EM 58.8 Standard RAG reproduction, TriviaQA (EM) FlashRAG's reproduced Standard RAG pipeline scores EM 58.8 on TriviaQA and 35.1 on NQ (E5 retriever + Llama3-8B-instruct). Source: FlashRAG paper, arxiv.org/html/2405.13576v2 (main results table).
2.3y Project age
3mo ago Last commit
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Labels
- Self-hosted
Self-hosted
You deploy and operate it yourself; there is no hosted option here.
rag research benchmarks toolkit