ray analyst Alternatives
Safer and better-maintained options, ranked by Nerq Trust Score. Updated 2026-09-12.
ray analyst has a Nerq Trust Score of 39 (E). Ray Analyst is an AI-powered data analysis agent designed to quickly analyze, visualize, and generate insights from data. It supports CSV, JSON, and SQL formats, making it ideal for business intellige...
| # | Name | Trust | Grade | Stars | Key Difference |
|---|---|---|---|---|---|
| 1 | LuffyTheFox/Qwen3.6-35B-A3B-Uncensored-Genesis-Hermes-V13-GGUF | 89 | A | 604 | Higher trust (89 vs 39); Much larger community; Category: image-text-to-text |
| 2 | IBM/mcp-context-forge | 86 | A | 3.5k | Higher trust (86 vs 39); Much larger community; Category: infrastructure |
| 3 | promptfoo/promptfoo | 86 | A | 18.4k | Higher trust (86 vs 39); Much larger community; Category: security |
| 4 | mikeyobrien/ralph-orchestrator | 85 | A | 2.4k | Higher trust (85 vs 39); Much larger community; Category: infrastructure |
| 5 | tech-leads-club/agent-skills | 84 | A | 1.6k | Higher trust (84 vs 39); Much larger community; Category: coding |
| 6 | snyk/agent-scan | 84 | A | 2.0k | Higher trust (84 vs 39); Much larger community; Category: infrastructure |
| 7 | livekit/agents-js | 83 | A | 790 | Higher trust (83 vs 39); Much larger community; Category: coding |
| 8 | deepset-ai/haystack | 82 | A | 24.5k | Higher trust (82 vs 39); Much larger community; Category: coding |
| 9 | OpenHands/software-agent-sdk | 82 | A | 595 | Higher trust (82 vs 39); Much larger community; Category: agent framework |
| 10 | strands-agents/docs | 82 | A | 175 | Higher trust (82 vs 39); Much larger community; Category: infrastructure |
| 11 | vstorm-co/full-stack-fastapi-nextjs-llm-template | 82 | A | 585 | Higher trust (82 vs 39); Much larger community; Category: infrastructure |
| 12 | TencentCloudBase/CloudBase-MCP | 82 | A | 980 | Higher trust (82 vs 39); Much larger community; Category: infrastructure |
| 13 | SmythOS/sre | 82 | A | 1.2k | Higher trust (82 vs 39); Much larger community; Category: infrastructure |
| 14 | microsoft/qlib | 82 | A | 37.6k | Higher trust (82 vs 39); Much larger community; Category: finance |
| 15 | Giskard-AI/giskard-oss | 82 | A | 5.1k | Higher trust (82 vs 39); Much larger community; Category: AI tool |
Compare
- ray analyst vs LuffyTheFox/Qwen3.6-35B-A3B-Uncensored-Genesis-Hermes-V13-GGUF
- ray analyst vs IBM/mcp-context-forge
- ray analyst vs promptfoo/promptfoo
- ray analyst vs mikeyobrien/ralph-orchestrator
- ray analyst vs tech-leads-club/agent-skills
FAQ
What are the best alternatives to ray analyst?
The top alternatives based on Nerq Trust Score are listed above, all independently evaluated for security and reliability.
Is it safe to switch from ray analyst?
Check each alternative's safety report by clicking its name. Trust scores above 70 indicate strong reliability.
How does Nerq rank ray analyst alternatives?
Alternatives are ranked by Trust Score v2, combining security, maintenance, documentation, and community signals.