ClusterMatrix Alternatives
Safer and better-maintained options, ranked by Nerq Trust Score. Updated 2026-09-11.
ClusterMatrix has a Nerq Trust Score of 38 (E). Specializes in unsupervised learning to automatically group unstructured data into meaningful clusters.
| # | Name | Trust | Grade | Stars | Key Difference |
|---|---|---|---|---|---|
| 1 | LuffyTheFox/Qwen3.6-35B-A3B-Uncensored-Genesis-Hermes-V13-GGUF | 89 | A | 604 | Higher trust (89 vs 38); Much larger community; Category: image-text-to-text |
| 2 | IBM/mcp-context-forge | 86 | A | 3.5k | Higher trust (86 vs 38); Much larger community; Category: infrastructure |
| 3 | promptfoo/promptfoo | 86 | A | 18.4k | Higher trust (86 vs 38); Much larger community; Category: security |
| 4 | mikeyobrien/ralph-orchestrator | 85 | A | 2.4k | Higher trust (85 vs 38); Much larger community; Category: infrastructure |
| 5 | unsloth/Qwen3.8-Flash-Next-GGUF | 84 | A- | 680 | Higher trust (84 vs 38); Much larger community; Category: image-text-to-text |
| 6 | Qwen/Qwen3.8-Flash-Next-FP8 | 84 | A- | 180 | Higher trust (84 vs 38); Much larger community; Category: image-text-to-text |
| 7 | hiyouga/LlamaFactory | 84 | A | 67.8k | Higher trust (84 vs 38); Much larger community; Category: research |
| 8 | tech-leads-club/agent-skills | 84 | A | 1.6k | Higher trust (84 vs 38); Much larger community; Category: coding |
| 9 | snyk/agent-scan | 84 | A | 2.0k | Higher trust (84 vs 38); Much larger community; Category: infrastructure |
| 10 | livekit/agents-js | 83 | A | 790 | Higher trust (83 vs 38); Much larger community; Category: coding |
| 11 | deepset-ai/haystack | 82 | A | 24.5k | Higher trust (82 vs 38); Much larger community; Category: coding |
| 12 | OpenHands/software-agent-sdk | 82 | A | 595 | Higher trust (82 vs 38); Much larger community; Category: agent framework |
| 13 | strands-agents/docs | 82 | A | 175 | Higher trust (82 vs 38); Much larger community; Category: infrastructure |
| 14 | vstorm-co/full-stack-fastapi-nextjs-llm-template | 82 | A | 585 | Higher trust (82 vs 38); Much larger community; Category: infrastructure |
| 15 | TencentCloudBase/CloudBase-MCP | 82 | A | 980 | Higher trust (82 vs 38); Much larger community; Category: infrastructure |
Compare
- ClusterMatrix vs LuffyTheFox/Qwen3.6-35B-A3B-Uncensored-Genesis-Hermes-V13-GGUF
- ClusterMatrix vs IBM/mcp-context-forge
- ClusterMatrix vs promptfoo/promptfoo
- ClusterMatrix vs mikeyobrien/ralph-orchestrator
- ClusterMatrix vs unsloth/Qwen3.8-Flash-Next-GGUF
FAQ
What are the best alternatives to ClusterMatrix?
The top alternatives based on Nerq Trust Score are listed above, all independently evaluated for security and reliability.
Is it safe to switch from ClusterMatrix?
Check each alternative's safety report by clicking its name. Trust scores above 70 indicate strong reliability.
How does Nerq rank ClusterMatrix alternatives?
Alternatives are ranked by Trust Score v2, combining security, maintenance, documentation, and community signals.