Top-ranked stack
User-facing chat applications for local, self-hosted, or multi-provider language model access.
LibreChat with Qwen2.5-7B-Instruct
79.9
overall
73.1
open
74.2
bench
7
non-open
Supply-chain graph
LibreChat with Qwen2.5-7B-Instruct
Chat Interface stack options
80 options, 3 Pareto optimal
| Stack | Pref | Overall | Open | Bench | Popularity | Cost | Velocity | Prov | Sandbox | Non-open | Evidence |
|---|---|---|---|---|---|---|---|---|---|---|---|
| LibreChatQwen2.5-7B-Instructagents, chat | 79.7 | 79.9 | 73.1 | 74.2 | 87 | 71.4 | 100 | 83.8 | 65 | 7 | 422,310 GitHub stars11,890,117 HF downloadsMMLUPareto |
| 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 |
| LobeHubQwen2.5-7B-Instructagents, chat | 77 | 76.9 | 61.5 | 74.2 | 87.2 | 67.8 | 100 | 82 | 65 | 9 | 461,965 GitHub stars11,890,117 HF downloadsMMLU |
| 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 |
| JanQwen2.5-7B-Instructchat, local-inference | 71.3 | 71.9 | 63 | 74.2 | 87 | 79.2 | 50 | 86.3 | 35 | 7 | 420,832 GitHub stars11,890,117 HF downloadsMMLU |
| GPT4AllMistral-7B-Instruct-v0.3chat, local-inference | 68.5 | 68.7 | 63 | 62.5 | 83 | 79.2 | 50 | 86.5 | 35 | 7 | 455,235 GitHub stars3,392,572 HF downloadsMMLU |
| JanMistral-7B-Instruct-v0.3chat, local-inference | 68.4 | 68.6 | 63 | 62.5 | 82.7 | 79.2 | 50 | 86.3 | 35 | 7 | 420,832 GitHub stars3,392,572 HF downloadsMMLU |
| GPT4AllGPT-J-6Bchat, local-inference | 67.9 | 67.8 | 64.6 | 58 | 80.1 | 81 | 50 | 87.5 | 35 | 7 | 455,235 GitHub stars253,867 HF downloadsLAMBADA |
| 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 |
| LibreChatLlama 3.1 Sonar Small 128K Onlineagents, chat | 57.6 | 56.1 | 60.2 | 0 | 73.2 | 64.7 | 100 | 63 | 65 | 8 | 160,228 GitHub stars0 HF downloadsSource-needed evaluation |
| LibreChatLlama3 8B 8192agents, chat | 57.6 | 56.1 | 60.2 | 0 | 73.2 | 64.7 | 100 | 63 | 65 | 8 | 160,228 GitHub stars0 HF downloadsSource-needed evaluation |
| LibreChatLlama3 latestagents, chat | 57.6 | 56.1 | 60.2 | 0 | 73.2 | 64.7 | 100 | 63 | 65 | 8 | 160,228 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 |
| LibreChatClaude 3.5 Sonnet 20241022agents, chat | 56 | 54.3 | 54.7 | 0 | 73.2 | 59.3 | 100 | 63 | 65 | 8 | 160,228 GitHub stars0 HF downloadsSource-needed evaluation |
| LibreChatClaude Sonnet 4agents, chat | 56 | 54.3 | 54.7 | 0 | 73.2 | 59.3 | 100 | 63 | 65 | 8 | 160,228 GitHub stars0 HF downloadsSource-needed evaluation |
| LibreChatGemini 2.0 Flash Experimentalagents, chat | 56 | 54.3 | 54.7 | 0 | 73.2 | 59.3 | 100 | 63 | 65 | 8 | 160,228 GitHub stars0 HF downloadsSource-needed evaluation |
| LibreChatGPT-4agents, chat | 56 | 54.3 | 54.7 | 0 | 73.2 | 59.3 | 100 | 63 | 65 | 8 | 160,228 GitHub stars0 HF downloadsSource-needed evaluation |
| LibreChatGPT-4 Turbo 1106 Previewagents, chat | 56 | 54.3 | 54.7 | 0 | 73.2 | 59.3 | 100 | 63 | 65 | 8 | 160,228 GitHub stars0 HF downloadsSource-needed evaluation |
| LibreChatGPT-4oagents, chat | 56 | 54.3 | 54.7 | 0 | 73.2 | 59.3 | 100 | 63 | 65 | 8 | 160,228 GitHub stars0 HF downloadsSource-needed evaluation |
| LibreChatGPT-4o miniagents, chat | 56 | 54.3 | 54.7 | 0 | 73.2 | 59.3 | 100 | 63 | 65 | 8 | 160,228 GitHub stars0 HF downloadsSource-needed evaluation |
| LibreChatOpenAI o1-miniagents, chat | 56 | 54.3 | 54.7 | 0 | 73.2 | 59.3 | 100 | 63 | 65 | 8 | 160,228 GitHub stars0 HF downloadsSource-needed evaluation |
| LobeHubAnthropic Claude familyagents, chat | 53.6 | 51.2 | 41.5 | 0 | 74.5 | 54.1 | 100 | 69 | 65 | 9 | 199,883 GitHub stars0 HF downloadsSource-needed evaluation |
| LobeHubGoogle Gemini familyagents, chat | 53.1 | 51.3 | 42.2 | 0 | 74.5 | 55.4 | 100 | 60.8 | 65 | 10 | 199,883 GitHub stars0 HF downloadsSource-needed evaluation |
| LobeHubGPT-4oagents, chat | 53.1 | 51.3 | 42.2 | 0 | 74.5 | 55.4 | 100 | 60.8 | 65 | 10 | 199,883 GitHub stars0 HF downloadsSource-needed evaluation |
| LobeHubOpenAI o1agents, chat | 53.1 | 51.3 | 42.2 | 0 | 74.5 | 55.4 | 100 | 60.8 | 65 | 10 | 199,883 GitHub stars0 HF downloadsSource-needed evaluation |
| GPT4AllPhi-3-mini-4k-instructchat, local-inference | 50.4 | 49.4 | 51.9 | 0 | 76.2 | 75.4 | 50 | 67.3 | 35 | 7 | 193,153 GitHub stars610,575 HF downloadsSource-needed evaluation |
| JanMistralchat, local-inference | 48.9 | 47.8 | 49.3 | 0 | 73 | 73.2 | 50 | 64.5 | 35 | 8 | 158,750 GitHub stars0 HF downloadsSource-needed evaluation |
| JanMistral-7B-v0.1chat, local-inference | 48.9 | 47.8 | 49.3 | 0 | 73 | 73.2 | 50 | 64.5 | 35 | 8 | 158,750 GitHub stars0 HF downloadsSource-needed evaluation |
| JanAnthropic Claude familychat, local-inference | 48 | 46.2 | 43.2 | 0 | 73 | 67.6 | 50 | 73.4 | 35 | 7 | 158,750 GitHub stars0 HF downloadsSource-needed evaluation |
| GPT4AllGPT4All Snoozychat, local-inference | 47.6 | 46.6 | 44.6 | 0 | 74.2 | 71.5 | 50 | 61.9 | 35 | 8 | 193,153 GitHub stars0 HF downloadsSource-needed evaluation |
| GPT4AllLlama 3 Instructchat, local-inference | 47.6 | 46.6 | 44.6 | 0 | 74.2 | 71.5 | 50 | 61.9 | 35 | 8 | 193,153 GitHub stars0 HF downloadsSource-needed evaluation |
| GPT4AllMini Orca Smallchat, local-inference | 47.6 | 46.6 | 44.6 | 0 | 74.2 | 71.5 | 50 | 61.9 | 35 | 8 | 193,153 GitHub stars0 HF downloadsSource-needed evaluation |
| GPT4AllNous Hermes 2 Mistral DPOchat, local-inference | 47.6 | 46.6 | 44.6 | 0 | 74.2 | 71.5 | 50 | 61.9 | 35 | 8 | 193,153 GitHub stars0 HF downloadsSource-needed evaluation |
| JanGoogle Gemini familychat, local-inference | 47.3 | 46.1 | 43.8 | 0 | 73 | 67.8 | 50 | 64.5 | 35 | 8 | 158,750 GitHub stars0 HF downloadsSource-needed evaluation |
| JanGPT-4ochat, local-inference | 47.3 | 46.1 | 43.8 | 0 | 73 | 67.8 | 50 | 64.5 | 35 | 8 | 158,750 GitHub stars0 HF downloadsSource-needed evaluation |
| JanOpenAI o3chat, local-inference | 47.3 | 46.1 | 43.8 | 0 | 73 | 67.8 | 50 | 64.5 | 35 | 8 | 158,750 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 |
| ChatGPTGPT-5.2 Thinkingagents, chat | 28.8 | 25.1 | 15.6 | 0 | 0 | 45.1 | 50 | 47.5 | 55 | 8 | 0 GitHub stars0 HF downloadsSource-needed evaluation |
| ChatGPTGPT-5.4 mini for ChatGPTagents, chat | 28.8 | 25.1 | 15.6 | 0 | 0 | 45.1 | 50 | 47.5 | 55 | 8 | 0 GitHub stars0 HF downloadsSource-needed evaluation |
| ChatGPTGPT-5.5 Instantagents, chat | 28.8 | 25.1 | 15.6 | 0 | 0 | 45.1 | 50 | 47.5 | 55 | 8 | 0 GitHub stars0 HF downloadsSource-needed evaluation |
| ChatGPTGPT-5.5 Proagents, chat | 28.8 | 25.1 | 15.6 | 0 | 0 | 45.1 | 50 | 47.5 | 55 | 8 | 0 GitHub stars0 HF downloadsSource-needed evaluation |
| ChatGPTGPT-5.5 Thinkingagents, chat | 28.8 | 25.1 | 15.6 | 0 | 0 | 45.1 | 50 | 47.5 | 55 | 8 | 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 |
| ChatGPTOpenAI modelsagents, chat | 24.8 | 20.3 | 12.5 | 0 | 0 | 45.2 | 50 | 54.2 | 55 | 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 |