Top-ranked stack
User-facing workspaces for configuring, coordinating, or operating AI agents.
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
Agent Workspace stack options
38 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 |
| 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 |
| 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 |
| 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 |