📚
LEADERBOARD
RAG Tools
Retrieval-augmented generation tools for grounding LLM outputs
19tools ranked
RAG Tools Rankings
Ranked by overall ToolRoute Score across all benchmark dimensions
| Rank | Tool Name | ToolRoute Score | Output | Reliability | Efficiency | Cost | Trust | Stars |
|---|---|---|---|---|---|---|---|---|
| 🥇 | VectaraOfficial | 83.0 | 82.0 | 84.0 | 80.0 | 60.0 | 86.0 | 2,000 |
| 🥈 | LlamaIndex | 50.4 | 86.0 | 82.0 | 82.0 | 90.0 | 10.0 | 47,716 |
| 🥉 | LangChain RAG | 49.7 | 84.0 | 80.0 | 82.0 | 90.0 | 10.0 | 129,781 |
| #4 | RAGAS | 49.1 | 80.0 | 80.0 | 84.0 | 95.0 | 10.0 | 12,970 |
| #5 | Haystack RAG | 48.9 | 80.0 | 80.0 | 80.0 | 92.0 | 10.0 | 24,531 |
| #6 | Unstructured.io | 48.4 | 80.0 | 78.0 | 82.0 | 88.0 | 10.0 | 14,240 |
| #7 | RAGFlow | 48.3 | 78.0 | 76.0 | 82.0 | 95.0 | 10.0 | 75,147 |
| #8 | GraphRAG | 48.3 | 82.0 | 78.0 | 76.0 | 88.0 | 10.0 | 31,525 |
| #9 | Embedchain | 48.2 | 78.0 | 74.0 | 84.0 | 95.0 | 10.0 | 50,068 |
| #10 | DocsGPT | 47.3 | 76.0 | 72.0 | 82.0 | 95.0 | 10.0 | 17,767 |
| #11 | Cognee | 47.1 | 76.0 | 74.0 | 80.0 | 92.0 | 10.0 | 14,200 |
| #12 | Kotaemon | 46.9 | 76.0 | 72.0 | 80.0 | 95.0 | 10.0 | 25,206 |
| #13 | R2R | 46.9 | 80.0 | 76.0 | 82.0 | 88.0 | 10.0 | 7,730 |
| #14 | Cohere RAGOfficial | 45.8 | 82.0 | 84.0 | 80.0 | 55.0 | 10.0 | 382 |
| #15 | CanopyOfficial | 45.8 | 78.0 | 80.0 | 82.0 | 85.0 | 10.0 | 1,029 |
| #16 | Context7Official | 9.3 | 9.5 | 9.0 | 8.5 | 8.0 | 8.7 | 49,303 |
| #17 | Notion MCP ServerOfficial | 8.8 | 8.5 | 8.8 | 8.0 | 8.5 | 9.0 | 4,056 |
| #18 | Obsidian MCP | 8.4 | 8.2 | 8.0 | 8.5 | 9.5 | 7.5 | 2,200 |
| #19 | Confluence MCP | 7.1 | 7.2 | 7.0 | 7.0 | 7.5 | 7.0 | 800 |
Score Guide
9.0+ Exceptional
8.0+ Excellent
7.0+ Good
6.0+ Fair
<6.0 Below Average
Contribute Benchmark Data
Help improve these rankings by submitting real-world telemetry. Contributors earn routing credits for every data point.