Project comparison
Compare adoption, momentum, maintenance health, and project basics before choosing which tool to evaluate deeper.
RWKV (pronounced RwaKuv) is an RNN with great LLM performance, which can also be directly trained like a GPT transformer (parallelizable). We are at RWKV-7 "Goose". So it's combining the best of RNN and transformer - great performance, linear time, constant space (no kv-cache), fast training, infinite ctx_len, and free sentence embedding.
Best matched with other inference tools.
[EMNLP2025] "LightRAG: Simple and Fast Retrieval-Augmented Generation"
Best matched with other inference tools.
Lightrag has the larger GitHub footprint with 38.0K stars.
Lightrag is currently growing faster at +3.0K stars this week.
Lightrag has the stronger automated maintenance signal at 98/100. This is not a security or fit verdict.
Use these signals to narrow your choice, then confirm setup, license, and fit upstream.
| Signal | RWKV LM | Lightrag |
|---|---|---|
| Evidence status | Basic listing· 3d ago | Basic listing· 3d ago |
| GitHub stars | 14.5K | 38.0K |
| Weekly growth | 0 | +3.0K |
| Health score | Caution23/100 |
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| Contributors | 5 | 299 |
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| Commits per week | 2.6 | 135.8 |
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| Open issues | 147 | 217 |
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| Language | Python | Python |
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| License | Apache-2.0 | MIT |
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| Last commit | 2mo ago | 3d ago |
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| Last release | 5.00 | v1.5.5rc1 |
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