Top-ranked stack
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AnythingLLM with Qwen2.5-7B-Instruct
79.5
overall
66.3
open
74.2
bench
7
non-open
Supply-chain graph
AnythingLLM with Qwen2.5-7B-Instruct
AI-powered Search stack options
42 options, 2 Pareto optimal
| Stack | Pref | Overall | Open | Bench | Popularity | Cost | Velocity | Prov | Sandbox | Non-open | Evidence |
|---|---|---|---|---|---|---|---|---|---|---|---|
| AnythingLLMQwen2.5-7B-Instructagents, chat, rag | 79.7 | 79.5 | 66.3 | 74.2 | 88 | 77.1 | 100 | 87.6 | 65 | 7 | 684,557 GitHub stars11,890,117 HF downloadsMMLUPareto |
| Open WebUIQwen2.5-7B-Instructagents, chat, rag | 78.8 | 78.4 | 61.6 | 74.2 | 88.2 | 75 | 100 | 89 | 65 | 9 | 764,088 GitHub stars11,890,117 HF downloadsMMLU |
| AnythingLLMNomic Embed Text v1.5agents, chat, rag | 77.7 | 77.1 | 66.3 | 62.3 | 89.5 | 77.1 | 100 | 87.9 | 65 | 7 | 684,557 GitHub stars17,630,308 HF downloadsMTEBPareto |
| Open WebUIMistral-7B-Instruct-v0.3agents, chat, rag | 76.1 | 75.3 | 61.6 | 62.5 | 84.9 | 75 | 100 | 89 | 65 | 9 | 764,088 GitHub stars3,392,572 HF downloadsMMLU |
| AnythingLLMDeepSeek Chatagents, chat, rag | 58.9 | 57.1 | 54.7 | 0 | 79 | 71.7 | 100 | 69.1 | 65 | 8 | 422,475 GitHub stars0 HF downloadsSource-needed evaluation |
| AnythingLLMMistralagents, chat, rag | 58.9 | 57.1 | 54.7 | 0 | 79 | 71.7 | 100 | 69.1 | 65 | 8 | 422,475 GitHub stars0 HF downloadsSource-needed evaluation |
| Open WebUILlama 3agents, chat, rag | 58.4 | 56.4 | 50.5 | 0 | 80 | 69.9 | 100 | 71.8 | 65 | 10 | 502,006 GitHub stars0 HF downloadsSource-needed evaluation |
| Open WebUIQwen 3agents, chat, rag | 58.4 | 56.4 | 50.5 | 0 | 80 | 69.9 | 100 | 71.8 | 65 | 10 | 502,006 GitHub stars0 HF downloadsSource-needed evaluation |
| Open WebUIQwen 3.5agents, chat, rag | 58.4 | 56.4 | 50.5 | 0 | 80 | 69.9 | 100 | 71.8 | 65 | 10 | 502,006 GitHub stars0 HF downloadsSource-needed evaluation |
| AnythingLLMAnthropic Claude familyagents, chat, rag | 58.2 | 55.8 | 50 | 0 | 79 | 66.9 | 100 | 76.9 | 65 | 7 | 422,475 GitHub stars0 HF downloadsSource-needed evaluation |
| AnythingLLMOpenAI modelsagents, chat, rag | 58.1 | 55.7 | 50 | 0 | 79 | 66.9 | 100 | 75.9 | 65 | 7 | 422,475 GitHub stars0 HF downloadsSource-needed evaluation |
| Open WebUIAnthropic Claude familyagents, chat, rag | 57.8 | 55 | 45.9 | 0 | 80 | 65.3 | 100 | 79.2 | 65 | 9 | 502,006 GitHub stars0 HF downloadsSource-needed evaluation |
| AnythingLLMPerplexity model orchestrationagents, chat, rag | 57.7 | 55.8 | 51.9 | 0 | 79 | 68.8 | 100 | 69.6 | 65 | 7 | 422,475 GitHub stars0 HF downloadsSource-needed evaluation |
| AnythingLLMGoogle Gemini Proagents, chat, rag | 57.5 | 55.6 | 50 | 0 | 79 | 67.1 | 100 | 69.1 | 65 | 8 | 422,475 GitHub stars0 HF downloadsSource-needed evaluation |
| Open WebUIGPT-4oagents, chat, rag | 57.2 | 55 | 46.1 | 0 | 80 | 65.6 | 100 | 71.8 | 65 | 10 | 502,006 GitHub stars0 HF downloadsSource-needed evaluation |
| PerplexityNemotron 3 Super 120B A12Bai-powered-search, chat, rag | 29.6 | 27.4 | 27.7 | 0 | 0 | 60 | 50 | 40 | 35 | 6 | 0 GitHub stars0 HF downloadsSource-needed evaluation |
| PerplexityClaude Haiku 4.5ai-powered-search, chat, rag | 26.4 | 23.9 | 16.7 | 0 | 0 | 49.3 | 50 | 40 | 35 | 6 | 0 GitHub stars0 HF downloadsSource-needed evaluation |
| PerplexityClaude Opus 4.5ai-powered-search, chat, rag | 26.4 | 23.9 | 16.7 | 0 | 0 | 49.3 | 50 | 40 | 35 | 6 | 0 GitHub stars0 HF downloadsSource-needed evaluation |
| PerplexityClaude Opus 4.6ai-powered-search, chat, rag | 26.4 | 23.9 | 16.7 | 0 | 0 | 49.3 | 50 | 40 | 35 | 6 | 0 GitHub stars0 HF downloadsSource-needed evaluation |
| PerplexityClaude Opus 4.7ai-powered-search, chat, rag | 26.4 | 23.9 | 16.7 | 0 | 0 | 49.3 | 50 | 40 | 35 | 6 | 0 GitHub stars0 HF downloadsSource-needed evaluation |
| PerplexityClaude Opus 4.8ai-powered-search, chat, rag | 26.4 | 23.9 | 16.7 | 0 | 0 | 49.3 | 50 | 40 | 35 | 6 | 0 GitHub stars0 HF downloadsSource-needed evaluation |
| PerplexityClaude Sonnet 4.5ai-powered-search, chat, rag | 26.4 | 23.9 | 16.7 | 0 | 0 | 49.3 | 50 | 40 | 35 | 6 | 0 GitHub stars0 HF downloadsSource-needed evaluation |
| PerplexityClaude Sonnet 4.6ai-powered-search, chat, rag | 26.4 | 23.9 | 16.7 | 0 | 0 | 49.3 | 50 | 40 | 35 | 6 | 0 GitHub stars0 HF downloadsSource-needed evaluation |
| PerplexityGemini 3 Flash Previewai-powered-search, chat, rag | 26.4 | 23.9 | 16.7 | 0 | 0 | 49.3 | 50 | 40 | 35 | 6 | 0 GitHub stars0 HF downloadsSource-needed evaluation |
| PerplexityGemini 3.1 Flash Liteai-powered-search, chat, rag | 26.4 | 23.9 | 16.7 | 0 | 0 | 49.3 | 50 | 40 | 35 | 6 | 0 GitHub stars0 HF downloadsSource-needed evaluation |
| PerplexityGemini 3.1 Flash Lite Previewai-powered-search, chat, rag | 26.4 | 23.9 | 16.7 | 0 | 0 | 49.3 | 50 | 40 | 35 | 6 | 0 GitHub stars0 HF downloadsSource-needed evaluation |
| PerplexityGemini 3.1 Proai-powered-search, chat, rag | 26.4 | 23.9 | 16.7 | 0 | 0 | 49.3 | 50 | 40 | 35 | 6 | 0 GitHub stars0 HF downloadsSource-needed evaluation |
| PerplexityGemini 3.5 Flashai-powered-search, chat, rag | 26.4 | 23.9 | 16.7 | 0 | 0 | 49.3 | 50 | 40 | 35 | 6 | 0 GitHub stars0 HF downloadsSource-needed evaluation |
| PerplexityGPT-5ai-powered-search, chat, rag | 26.4 | 23.9 | 16.7 | 0 | 0 | 49.3 | 50 | 40 | 35 | 6 | 0 GitHub stars0 HF downloadsSource-needed evaluation |
| PerplexityGPT-5 miniai-powered-search, chat, rag | 26.4 | 23.9 | 16.7 | 0 | 0 | 49.3 | 50 | 40 | 35 | 6 | 0 GitHub stars0 HF downloadsSource-needed evaluation |
| PerplexityGPT-5.1ai-powered-search, chat, rag | 26.4 | 23.9 | 16.7 | 0 | 0 | 49.3 | 50 | 40 | 35 | 6 | 0 GitHub stars0 HF downloadsSource-needed evaluation |
| PerplexityGPT-5.2ai-powered-search, chat, rag | 26.4 | 23.9 | 16.7 | 0 | 0 | 49.3 | 50 | 40 | 35 | 6 | 0 GitHub stars0 HF downloadsSource-needed evaluation |
| PerplexityGPT-5.4ai-powered-search, chat, rag | 26.4 | 23.9 | 16.7 | 0 | 0 | 49.3 | 50 | 40 | 35 | 6 | 0 GitHub stars0 HF downloadsSource-needed evaluation |
| PerplexityGPT-5.4 miniai-powered-search, chat, rag | 26.4 | 23.9 | 16.7 | 0 | 0 | 49.3 | 50 | 40 | 35 | 6 | 0 GitHub stars0 HF downloadsSource-needed evaluation |
| PerplexityGPT-5.4 Nanoai-powered-search, chat, rag | 26.4 | 23.9 | 16.7 | 0 | 0 | 49.3 | 50 | 40 | 35 | 6 | 0 GitHub stars0 HF downloadsSource-needed evaluation |
| PerplexityGPT-5.5ai-powered-search, chat, rag | 26.4 | 23.9 | 16.7 | 0 | 0 | 49.3 | 50 | 40 | 35 | 6 | 0 GitHub stars0 HF downloadsSource-needed evaluation |
| PerplexityGrok 4.20 Multi-Agentai-powered-search, chat, rag | 26.4 | 23.9 | 16.7 | 0 | 0 | 49.3 | 50 | 40 | 35 | 6 | 0 GitHub stars0 HF downloadsSource-needed evaluation |
| PerplexityGrok 4.20 Non Reasoningai-powered-search, chat, rag | 26.4 | 23.9 | 16.7 | 0 | 0 | 49.3 | 50 | 40 | 35 | 6 | 0 GitHub stars0 HF downloadsSource-needed evaluation |
| PerplexityGrok 4.20 Reasoningai-powered-search, chat, rag | 26.4 | 23.9 | 16.7 | 0 | 0 | 49.3 | 50 | 40 | 35 | 6 | 0 GitHub stars0 HF downloadsSource-needed evaluation |
| PerplexityGrok 4.3ai-powered-search, chat, rag | 26.4 | 23.9 | 16.7 | 0 | 0 | 49.3 | 50 | 40 | 35 | 6 | 0 GitHub stars0 HF downloadsSource-needed evaluation |
| PerplexitySonarai-powered-search, chat, rag | 26.4 | 23.9 | 16.7 | 0 | 0 | 49.3 | 50 | 40 | 35 | 6 | 0 GitHub stars0 HF downloadsSource-needed evaluation |
| PerplexityPerplexity model orchestrationai-powered-search, chat, rag | 21.7 | 18.9 | 15 | 0 | 0 | 50.2 | 50 | 39 | 35 | 5 | 0 GitHub stars0 HF downloadsSource-needed evaluation |