confluence-chatbot Alternatives
Safer and better-maintained options, ranked by Nerq Trust Score. Updated 2026-09-04.
confluence-chatbot has a Nerq Trust Score of 52 (D).
| # | Name | Trust | Grade | Stars | Key Difference |
|---|---|---|---|---|---|
| 1 | Qwen/Qwen3.8-Flash-Next | 90 | A | 4.7k | Higher trust (90 vs 52); Much larger community; Category: image-text-to-text |
| 2 | zai-org/GLM-5.3-Flash | 90 | A | 1.9k | Higher trust (90 vs 52); Much larger community; Category: image-text-to-text |
| 3 | ornith-ai/Ornith-1.5-35B-A3B-GGUF | 89 | A | 300 | Higher trust (89 vs 52); Much larger community; Category: text-generation |
| 4 | IBM/mcp-context-forge | 86 | A | 3.5k | Higher trust (86 vs 52); Much larger community; Category: infrastructure |
| 5 | promptfoo/promptfoo | 86 | A | 18.4k | Higher trust (86 vs 52); Much larger community; Category: security |
| 6 | mikeyobrien/ralph-orchestrator | 85 | A | 2.4k | Higher trust (85 vs 52); Much larger community; Category: infrastructure |
| 7 | unsloth/Qwen3.8-Flash-Next-GGUF | 84 | A- | 680 | Higher trust (84 vs 52); Much larger community; Category: image-text-to-text |
| 8 | Qwen/Qwen3.8-Flash-Next-FP8 | 84 | A- | 180 | Higher trust (84 vs 52); Much larger community; Category: image-text-to-text |
| 9 | empero-ai/Qwen3.8-9B-Distill-GGUF | 84 | A- | 161 | Higher trust (84 vs 52); Much larger community; Category: text-generation |
| 10 | hiyouga/LlamaFactory | 84 | A | 67.8k | Higher trust (84 vs 52); Much larger community; Category: research |
| 11 | tech-leads-club/agent-skills | 84 | A | 1.6k | Higher trust (84 vs 52); Much larger community; Category: coding |
| 12 | pydantic/logfire | 84 | A | 4.0k | Higher trust (84 vs 52); Much larger community; Category: infrastructure |
| 13 | snyk/agent-scan | 84 | A | 2.0k | Higher trust (84 vs 52); Much larger community; Category: infrastructure |
| 14 | livekit/agents | 83 | A | 9.4k | Higher trust (83 vs 52); Much larger community; Category: coding |
| 15 | alibaba/nacos | 83 | A | 32.7k | Higher trust (83 vs 52); Much larger community; Category: infrastructure |
Compare
- confluence-chatbot vs Qwen/Qwen3.8-Flash-Next
- confluence-chatbot vs zai-org/GLM-5.3-Flash
- confluence-chatbot vs ornith-ai/Ornith-1.5-35B-A3B-GGUF
- confluence-chatbot vs IBM/mcp-context-forge
- confluence-chatbot vs promptfoo/promptfoo
FAQ
What are the best alternatives to confluence-chatbot?
The top alternatives based on Nerq Trust Score are listed above, all independently evaluated for security and reliability.
Is it safe to switch from confluence-chatbot?
Check each alternative's safety report by clicking its name. Trust scores above 70 indicate strong reliability.
How does Nerq rank confluence-chatbot alternatives?
Alternatives are ranked by Trust Score v2, combining security, maintenance, documentation, and community signals.